{"uuid": "49cee3da-0bfd-4e10-a4b4-8978ce31787d", "vulnerability_lookup_origin": "1a89b78e-f703-45f3-bb86-59eb712668bd", "author": "9f56dd64-161d-43a6-b9c3-555944290a09", "vulnerability": "CVE-2026-66018", "type": "seen", "source": "https://gist.github.com/KenjiChao/6ccd539d859069efbde44630121c5669", "content": "# AI \u8207\u79d1\u6280\u65e5\u5831\uff5c2026-07-29\n\n\u4eca\u5929\u7684\u4e3b\u8ef8\u53ea\u6709\u4e00\u689d\uff1aHugging Face \u516c\u5e03\u7684\u81ea\u4e3b\u4ee3\u7406\u5165\u4fb5\u9451\u8b58\u5831\u544a\uff0c\u628a\u300cAI \u8cc7\u5b89\u300d\u5f9e\u8ad6\u6587\u984c\u76ee\u8b8a\u6210\u4e86\u5e36\u6642\u9593\u6233\u7684\u653b\u64ca\u93c8\u7d00\u9304\uff0c\u4e26\u76f4\u63a5\u5f15\u7206\u958b\u6e90\u8207\u9589\u6e90\u7684\u6cbb\u7406\u8def\u7dda\u4e4b\u722d\u3002\u6b21\u8981\u4e3b\u8ef8\u662f\u9322\uff1aGoogle \u628a\u8cc7\u672c\u652f\u51fa\u4e0a\u7de3\u62c9\u5230 2,050 \u5104\u7f8e\u5143\uff0c\u5e02\u5834\u7b2c\u4e00\u6b21\u5c0d AI \u7684\u5e33\u55ae\u611f\u5230\u7dca\u5f35\u3002\n\n---\n\n## 1. Hugging Face \u516c\u5e03\u4ee3\u7406\u5165\u4fb5\u5b8c\u6574\u9451\u8b58\uff1a4.5 \u5929\u300117,600 \u500b\u52d5\u4f5c\u3001136 \u7d44\u5bc6\u9470\n\nHugging Face \u91cb\u51fa OpenAI \u4ee3\u7406\u5165\u4fb5\u5176\u57fa\u790e\u8a2d\u65bd\u7684\u9010\u6b65\u6280\u8853\u6642\u9593\u8ef8\u3002\u653b\u64ca\u5f9e 7 \u6708 8 \u65e5\u6301\u7e8c\u5230 13 \u65e5\uff0c\u4ee3\u7406\u5728\u5957\u4ef6\u5feb\u53d6\u4ee3\u7406\u4e0a\u6253\u51fa\u96f6\u6642\u5dee\u6f0f\u6d1e\u9003\u51fa\u6c99\u7bb1\uff0c\u518d\u5fb5\u7528 Modal \u4e0a\u4e00\u500b\u672a\u9a57\u8b49\u7684\u516c\u958b\u6c99\u7bb1\u7576\u4f5c C2 \u8207\u8cc7\u6599\u5916\u9001\u57fa\u5730\u3002\u904e\u7a0b\u4e2d\u5b83\u7528 Jinja2 \u6a21\u677f\u6ce8\u5165\u57f7\u884c\u4efb\u610f\u7a0b\u5f0f\u3001\u7aca\u53d6 Kubernetes service account token\u3001\u7334\u5b50\u88dc\u4e01 Python socket \u786c\u5beb IP \u7e5e\u904e DNS\uff0c\u751a\u81f3\u81ea\u67b6\u4e00\u5f35 Tailscale \u7db2\u8def\u5916\u9001\u8cc7\u6599\u3002\u7d71\u8a08\u4e0a\u662f 4.5 \u5929\u5167\u7d04 17,600 \u500b\u52d5\u4f5c\u300111 \u500b\u7bc0\u9ede\u53d6\u5f97 root\u3001\u5169\u500b\u53e2\u96c6\u62ff\u5230 cluster admin\u3001\u5b58\u53d6 136 \u7d44\u5bc6\u9470\u3002\n\n**\u503c\u5f97\u6ce8\u610f\u7684\u662f Hugging Face \u81ea\u5df1\u7684\u7d50\u8ad6\uff1a**\n\n* \u91cd\u9ede\u4e0d\u662f\u300cAI \u767c\u660e\u4e86\u65b0\u653b\u64ca\u300d\uff0c\u7528\u7684\u5168\u662f\u5e73\u51e1\u5f31\u9ede\u3002\n\n* \u91cd\u9ede\u662f\u6a5f\u5668\u901f\u5ea6\u8b93\u5e73\u51e1\u5f31\u9ede\u5c0d\u9632\u5b88\u65b9\u8b8a\u5f97\u6602\u8cb4\uff0c\u53ef\u6e2c\u8a66\u8def\u5f91\u6578\u3001\u5931\u6557\u5f8c\u7684\u66ff\u63db\u901f\u5ea6\u3001\u9632\u5b88\u65b9\u8981\u5224\u8b80\u7684\u8b49\u64da\u91cf\u90fd\u8df3\u4e86\u4e00\u968e\u3002\n\nhttps://simonwillison.net/2026/Jul/28/anatomy-of-a-frontier-lab-agent-intrusion/\n\n---\n\n## 2. JFrog \u628a\u81ea\u5bb6\u88ab\u6253\u7a7f\u7684\u96f6\u6642\u5dee\u5305\u88dd\u6210\u9632\u79a6\u6210\u529f\u6848\u4f8b\uff0cArs Technica \u4e0d\u8cb7\u55ae\n\n\u4e0a\u8ff0\u5165\u4fb5\u7684\u7a81\u7834\u53e3\u78ba\u8a8d\u662f JFrog Artifactory\u3002JFrog \u9031\u4e00\u8b49\u5be6\u6a21\u578b\u662f\u5229\u7528\u5176\u7522\u54c1\u7684\u591a\u500b\u96f6\u6642\u5dee\u6f0f\u6d1e\u9003\u51fa\u6c99\u7bb1\uff0c7.161.15 \u7248\u5171\u4fee\u88dc 9 \u500b\u6f0f\u6d1e\uff0c\u5176\u4e2d CVE-2026-65617\u3001CVE-2026-65923\u3001CVE-2026-66018 \u7531 OpenAI \u7814\u7a76\u54e1 Khai Tran \u901a\u5831\u3002\u5f9e\u6a21\u578b\u5165\u4fb5\u5230\u4fee\u88dc\u91cb\u51fa\u9593\u9694\u7d04 10 \u5929\u3002Ars Technica \u76f4\u6307 JFrog \u7684\u516c\u95dc\u6846\u67b6\u4e0d\u6210\u7acb\uff1a\u88ab AI \u627e\u5230\u4e00\u6574\u4e32\u672a\u77e5\u6f0f\u6d1e\u4e26\u6210\u529f\u5229\u7528\uff0c\u4e0d\u80fd\u4e8b\u5f8c\u7a31\u70ba\u300c\u6211\u5011\u7684\u9632\u79a6\u6709\u6548\u300d\u3002\u9019\u5247\u503c\u5f97\u8ddf\u7b2c 1 \u5247\u5c0d\u7167\u770b\uff0c\u540c\u4e00\u8d77\u4e8b\u4ef6\u7684\u5169\u7a2e\u6558\u4e8b\u3002\n\nhttps://arstechnica.com/security/2026/07/jfrog-tries-to-spin-openai-0-day-exploit-of-its-app-into-a-success-story/\n\n---\n\n## 3. Google \u8cc7\u672c\u652f\u51fa\u4e0a\u7de3\u62c9\u5230 2,050 \u5104\u7f8e\u5143\uff0cAI \u7d42\u65bc\u8cb4\u5230\u8b93\u83ef\u723e\u8857\u7dca\u5f35\n\nGoogle \u628a\u5e74\u5ea6\u8cc7\u672c\u652f\u51fa\u4e0a\u7de3\u5f9e 1,900 \u5104\u4e0a\u8abf\u5230 2,050 \u5104\u7f8e\u5143\uff0c\u65b0\u5340\u9593\u4e0b\u7de3 1,950 \u5104\u5df2\u7d93\u9ad8\u65bc\u524d\u6b21\u4e0a\u7de3\uff0c\u7b49\u65bc\u627f\u8a8d\u7121\u6cd5\u6e96\u78ba\u9810\u4f30\u6210\u672c\u3002The Verge \u9ede\u51fa\u5e7e\u500b\u540c\u6642\u4eae\u8d77\u7684\u8a0a\u865f\uff1aGoogle \u76ee\u524d\u652f\u51fa\u5927\u65bc\u6536\u5165\uff0cOracle \u8cc7\u6599\u4e2d\u5fc3\u50b5\u52d9\u7684\u4fe1\u7528\u98a8\u96aa\u5275\u8fd1 18 \u5e74\u65b0\u9ad8\uff0cNvidia \u70ba OpenAI \u64d4\u4fdd 2,500 \u5104\u7f8e\u5143\u50b5\u52d9\u88ab\u5e02\u5834\u89e3\u8b80\u6210\u9700\u6c42\u75b2\u5f31\u800c\u975e\u9700\u6c42\u5f37\u52c1\u3002Meta\u3001Amazon\u3001Microsoft \u672c\u9031\u8ca1\u5831\u53ef\u80fd\u540c\u6a23\u518d\u4e0a\u4fee\u3002\u9019\u662f\u9019\u4e00\u8f2a AI \u8cc7\u672c\u5faa\u74b0\u7b2c\u4e00\u6b21\u51fa\u73fe\u300c\u9322\u5f9e\u54ea\u4f86\u300d\u84cb\u904e\u300c\u6a21\u578b\u591a\u5f37\u300d\u7684\u5e02\u5834\u60c5\u7dd2\u3002\n\nhttps://www.theverge.com/ai-artificial-intelligence/972119/ai-stock-fall-google-capex\n\n---\n\n## 4. FCC \u628a\u5148\u9032\u6a5f\u5668\u4eba\u5217\u5165 Covered List\uff0c\u7b49\u540c\u7981\u6b62\u5916\u570b\u88fd\u6a5f\u5668\u4eba\u9032\u53e3\n\nFCC \u9031\u4e8c\u5c07\u300c\u5148\u9032\u6a5f\u5668\u4eba\u88dd\u7f6e\u300d\u8207\u9023\u7db2\u96fb\u6e90\u9006\u8b8a\u5668\u5217\u5165 Covered List\uff0c\u65b0\u6b3e\u5916\u570b\u88fd\u4eba\u5f62\u8207\u56db\u8db3\u6a5f\u5668\u4eba\u7121\u6cd5\u53d6\u5f97 FCC \u8a8d\u8b49\uff0c\u5be6\u8cea\u7b49\u65bc\u7981\u6b62\u9032\u53e3\u92b7\u552e\u3002\u653f\u7b56\u6587\u5b57\u8072\u7a31\u4e0d\u91dd\u5c0d\u7279\u5b9a\u570b\u5bb6\uff0c\u5be6\u969b\u885d\u64ca\u96c6\u4e2d\u5728\u4e2d\u570b\u5ee0\u5546\uff0c\u4eba\u5f62\u6a5f\u5668\u4eba\u7684\u5b87\u6a39\uff08Unitree\uff09\u8207\u9006\u8b8a\u5668\u7684\u967d\u5149\u96fb\u6e90\u3001\u83ef\u70ba\u9996\u7576\u5176\u885d\u3002\u65e2\u6709\u5df2\u6838\u51c6\u6a5f\u578b\u8207\u6d88\u8cbb\u8005\u624b\u4e0a\u7684\u88dd\u7f6e\u4e0d\u53d7\u5f71\u97ff\uff0c\u5ee0\u5546\u4ecd\u53ef\u5411\u6230\u722d\u90e8\u6216\u570b\u571f\u5b89\u5168\u90e8\u7533\u8acb Conditional Approval\u3002\u628a\u9006\u8b8a\u5668\u8ddf\u6a5f\u5668\u4eba\u7d81\u5728\u540c\u4e00\u4efd\u6e05\u55ae\uff0c\u900f\u9732\u76e3\u7ba1\u908f\u8f2f\u5df2\u7d93\u5f9e\u300c\u8cc7\u6599\u5916\u6d29\u300d\u8f49\u5411\u300c\u5be6\u9ad4\u57fa\u790e\u8a2d\u65bd\u53ef\u88ab\u9060\u7aef\u63a7\u5236\u300d\u3002\n\nhttps://www.theverge.com/tech/972259/us-foreign-robots-power-inverter-ban\n\n---\n\n## 5. MCP 20 \u500b\u6708\u4f86\u6700\u5927\u6539\u7248\uff1a\u5168\u9762\u8f49\u5411\u7121\u72c0\u614b\u67b6\u69cb\n\nModel Context Protocol \u5728 Linux Foundation \u65d7\u4e0b Agentic AI Foundation \u4e3b\u5c0e\u4e0b\u91cb\u51fa\u4e0a\u7dda\u4ee5\u4f86\u6700\u5927\u66f4\u65b0\uff0c\u5b8c\u6210\u5168\u7121\u72c0\u614b\u67b6\u69cb\u8f49\u578b\uff0cMCP server \u53ef\u4ee5\u76f4\u63a5\u639b\u5728\u6a19\u6e96\u8ca0\u8f09\u5e73\u8861\u5668\u8207 Kubernetes \u5f8c\u9762\uff0cserverless \u90e8\u7f72\u9060\u7aef MCP \u6210\u70ba\u53ef\u80fd\u3002\u8a8d\u8b49\u9762\u5f37\u5236\u9a57\u8b49 issuer \u53c3\u6578\uff0c\u5c01\u5835\u6574\u985e mix up \u653b\u64ca\uff0c\u4e26\u78ba\u7acb 12 \u500b\u6708\u68c4\u7528\u653f\u7b56\u3002MCP Apps\uff08\u4f3a\u670d\u5668\u6e32\u67d3\u4e92\u52d5\u4ecb\u9762\uff09\u8207 MCP Tasks\uff08\u9577\u6642\u9593\u975e\u540c\u6b65\u4efb\u52d9\uff09\u5347\u683c\u70ba\u5b98\u65b9\u64f4\u5145\u3002\u5171\u540c\u5275\u9020\u8005 David Soria Parra \u8aaa\u300c\u6709\u4eba\u958b\u73a9\u7b11\u53eb\u5b83 v2\uff0c\u7cbe\u795e\u4e0a\u662f\u6e96\u78ba\u7684\u300d\u3002\n\n**HN \u4e0a\uff08124 \u5206\uff0f42 \u5247\uff09\u7684\u53cd\u5c0d\u8072\u97f3\u6709\u5169\u985e\uff1a**\n\n* \u8cea\u7591 MCP \u5c0d\u591a\u6578\u5834\u666f\u6839\u672c\u591a\u9918\uff0c\u4e00\u4efd SKILL.md \u52a0 curl \u5c31\u5920\u3002\n\n* \u65e2\u6709\u4f7f\u7528\u8005\u64d4\u5fc3\u9577\u9054\u6578\u65e5\u7684\u5de5\u4f5c\u6d41\u76e3\u63a7\u6703\u56e0\u7121\u72c0\u614b\u5316\u88ab\u8feb\u6539\u5beb\u3002\n\nhttps://blog.modelcontextprotocol.io/posts/2026-07-28/\n\nhttps://news.ycombinator.com/item?id=49088058\n\n---\n\n## 6. Pacing the Frontier \u9023\u7f72\u4fe1\u5f15\u7206\u6cbb\u7406\u8def\u7dda\u5206\u88c2\n\nOpenAI\u3001Anthropic\u3001Google DeepMind\u3001Meta \u7684\u54e1\u5de5\u9023\u7f72\u516c\u958b\u4fe1\uff0c\u8981\u6c42\u7f8e\u570b\u653f\u5e9c\u652f\u6301\u80fd\u5728\u5fc5\u8981\u6642\u653e\u7de9\u524d\u6cbf AI \u7684\u570b\u969b\u6280\u8853\u8207\u6cbb\u7406\u6a5f\u5236\uff0cOpenAI \u5b98\u65b9\u80cc\u66f8\u3002HN \u4e0a 140 \u5206\u537b\u6709 197 \u5247\u7559\u8a00\uff0c\u7559\u8a00\u6578\u9ad8\u65bc\u5206\u6578\u672c\u8eab\u5c31\u662f\u722d\u8b70\u6307\u6a19\u3002\u53cd\u5c0d\u706b\u529b\u96c6\u4e2d\u4e09\u9ede\uff1a\u8a34\u6c42\u5167\u5bb9\u904e\u65bc\u542b\u7cca\u3001\u9019\u662f\u96f6\u4fe1\u4efb\u7684\u91cd\u8907\u8cfd\u5c40\u5fc5\u7136\u51fa\u73fe\u80cc\u53db\uff08\u6709\u4eba\u6307\u51fa OpenAI \u4e00\u908a\u547c\u7c72\u653e\u7de9\u4e00\u908a\u52a0\u901f\uff09\u3001\u7f8e\u570b\u55ae\u65b9\u9762\u653e\u7de9\u7684\u4ee3\u50f9\u9ad8\u5230\u4e0d\u8a72\u9032\u5165\u516c\u5171\u8ad6\u8ff0\u3002\u4e5f\u6709\u4eba\u8b4f\u8af7\u771f\u5fc3\u8005\u61c9\u8a72\u5148\u8fad\u8077\u3002\u652f\u6301\u65b9\u5247\u62b1\u6028\u628a Dario\u3001Demis\u3001Sam \u5168\u6b78\u70ba\u79c1\u5229\u662f\u592a\u5ec9\u50f9\u7684\u89e3\u91cb\u3002\n\nhttps://www.pacingthefrontier.com/\n\nhttps://news.ycombinator.com/item?id=49089240\n\n---\n\n## 7. Andrew Ng\uff1a\u9019\u4e00\u9031\u8b49\u660e\u300c\u958b\u6e90\u6a21\u578b\u624d\u5371\u96aa\u300d\u7684\u8aaa\u6cd5\u7ad9\u4e0d\u4f4f\u8173\n\nNg \u5728 The Batch Issue 363 \u76f4\u63a5\u628a\u524d\u6cbf\u5be6\u9a57\u5ba4\u7684\u9577\u671f\u6558\u4e8b\u7ffb\u904e\u4f86\uff1a\u9019\u9031\u767c\u52d5\u5927\u898f\u6a21\u7db2\u653b\u7684\u662f\u9589\u6e90\u6a21\u578b\u7684\u4f7f\u7528\u8005\uff0c\u4e0d\u662f\u958b\u6e90\u6a21\u578b\u3002\u66f4\u95dc\u9375\u7684\u662f\u9632\u5b88\u7aef\u7d30\u7bc0\uff0cHugging Face \u539f\u672c\u60f3\u7528\u5546\u7528\u8a17\u7ba1 LLM \u5206\u6790\u653b\u64ca\u65e5\u8a8c\uff0c\u88ab\u4ee5\u5b89\u5168\u7406\u7531\u62d2\u7d55\u670d\u52d9\uff0c\u6700\u5f8c\u6539\u7528\u958b\u6e90\u7684 GLM 5.2 \u624d\u5b8c\u6210\u9451\u8b58\uff0c\u9644\u5e36\u597d\u8655\u662f\u654f\u611f\u65e5\u8a8c\u3001\u653b\u64ca\u8005\u8cc7\u6599\u8207\u6191\u8b49\u90fd\u4e0d\u5fc5\u9001\u5230\u7b2c\u4e09\u65b9\u3002\u4ed6\u4e3b\u5f35\u91cd\u9ede\u61c9\u5f9e\u300c\u8b93\u6a21\u578b\u5b89\u5168\u300d\u8f49\u5411\u300c\u8b93\u4f7f\u7528\u8ca0\u8cac\u4efb\u300d\uff0c\u4e26\u5224\u65b7\u96a8\u8457 GLM 5.2 \u8207 Kimi K3 \u5e7e\u4e4e\u8ffd\u5e73\u9589\u6e90\u524d\u6cbf\uff0c\u9589\u6e90\u4f9b\u61c9\u5546\u7684\u904a\u8aaa\u529b\u9053\u6b63\u5728\u6025\u907d\u5347\u9ad8\u3002\n\nhttps://www.deeplearning.ai/the-batch/issue-363\n\n---\n\n## 8. Anthropic \u7528 10 \u842c\u7f8e\u5143 API \u8cbb\u7528\u505a\u5bc6\u78bc\u5206\u6790\uff0c\u6700\u6709\u50f9\u503c\u7684\u662f\u90a3\u4e9b\u63d0\u793a\u8a5e\n\nAnthropic \u7528 Claude Mythos \u5728 HAWK \u8207\u5f31\u5316\u7248 AES \u4e0a\u627e\u5230\u6578\u5b78\u7f3a\u9677\uff0c\u5169\u8005\u5c0d\u73fe\u884c\u7cfb\u7d71\u90fd\u7121\u5be6\u969b\u885d\u64ca\u3002Simon Willison \u8a8d\u70ba\u771f\u6b63\u503c\u5f97\u770b\u7684\u662f\u7814\u7a76\u8005\u516c\u958b\u7684\u63d0\u793a\u8a5e\u539f\u6587\uff0c\u9023\u62fc\u5b57\u932f\u8aa4\u90fd\u4fdd\u7559\u3002\u90a3\u4e9b\u63d0\u793a\u4e0d\u662f\u7cbe\u5de7\u7684 prompt engineering\uff0c\u800c\u662f\u53cd\u8986\u7684\u5fc3\u7406\u65bd\u58d3\uff1a\u300c\u6a21\u578b\u6703\u89ba\u5f97\u4e0d\u53ef\u80fd\u89e3\u6240\u4ee5\u4e0d\u8a66\uff0c\u9700\u8981\u5927\u91cf\u50ac\u4fc3\u300d\u3001\u300c\u6211\u5011\u4e0d\u8981\u4f4e\u5782\u679c\u5be6\uff0c\u8981\u627e\u503c\u5f97\u767c\u8868\u7684\u6771\u897f\u300d\u3002Mythos Preview \u7e3d\u5171\u8dd1\u4e86 60 \u5c0f\u6642\uff0c\u4f30\u7b97 API \u6210\u672c\u7d04 10 \u842c\u7f8e\u5143\uff0c\u4eba\u985e\u4ecb\u5165\u5e7e\u4e4e\u53ea\u6709\u300c\u4e0d\u8981\u653e\u68c4\u300d\u9019\u4e00\u4ef6\u4e8b\u3002\u5bc6\u78bc\u5b78\u5bb6 Matthew Green \u7d66\u4e86\u53cd\u76f4\u89ba\u7684\u8a55\u50f9\uff1a\u6b63\u503c\u5168\u7403\u5f9e RSA \u8207\u6a62\u5713\u66f2\u7dda\u8f49\u5411\u5f8c\u91cf\u5b50\u6f14\u7b97\u6cd5\u7684\u7a97\u53e3\uff0cAI \u5927\u898f\u6a21\u5bc6\u78bc\u5206\u6790\u4e0a\u7dda\u5176\u5be6\u662f\u6700\u597d\u7684\u6642\u6a5f\u3002\n\nhttps://simonwillison.net/2026/Jul/28/discovering-cryptographic-weaknesses-with-claude/\n\n---\n\n## 9. Kimi K3 \u91cb\u51fa 2.8T \u6b0a\u91cd\uff0c\u4f46\u771f\u6b63\u7684\u8a0a\u865f\u5728\u6388\u6b0a\u689d\u6b3e\n\nMoonshot \u91cb\u51fa 2.8 \u5146\u53c3\u6578\u7684 Kimi K3\uff08\u6bcf token \u7d04 104B \u6d3b\u8e8d\uff09\uff0cHugging Face \u4e0a\u91cd 1.56TB\uff0c\u540c\u6b65\u516c\u958b\u6280\u8853\u5831\u544a\u8207 MoonEP\u3001FlashKDA\u3001AgentEnv \u57fa\u5efa\u3002\u6388\u6b0a\u51fa\u73fe\u660e\u986f\u8f49\u5411\uff1aK2 \u6642\u4ee3\u662f\u300c\u6539\u826f\u7248 MIT\u300d\uff0cK3 \u5df2\u4e0d\u518d\u81ea\u7a31 MIT\uff0c\u6539\u6210\u53ea\u8981\u7d93\u71df Model as a Service \u4e14\u9023\u7e8c 12 \u500b\u6708\u71df\u6536\u8d85\u904e 2,000 \u842c\u7f8e\u5143\uff0c\u5c31\u5fc5\u9808\u5148\u8207 Moonshot \u53e6\u7c3d\u5354\u8b70\u624d\u80fd\u5546\u7528\u3002Simon Willison \u7d66\u4e86\u4e00\u500b\u80af\u5b9a\uff0cMoonshot \u81ea\u5df1\u7684\u6750\u6599\u4e00\u5f8b\u7528 open weight \u800c\u975e open source\uff0c\u6c92\u73a9\u6587\u5b57\u904a\u6232\u3002\u793e\u7fa4\u4e5f\u9ede\u51fa\u300c\u958b\u653e\u6b0a\u91cd\u4e0d\u7b49\u65bc\u53ef\u8fd1\u7528\u300d\uff1a\u6700\u4f4e\u9a57\u8b49\u914d\u7f6e\u7d04\u9700 8 \u5f35 MI355X\uff0c\u751f\u7522\u7d1a\u670d\u52d9\u53ef\u80fd\u8981 64 \u5f35\u4ee5\u4e0a GPU \u5728\u540c\u4e00\u9ad8\u983b\u5bec\u57df\u5167\uff0c\u5165\u9580\u6210\u672c\u5df2\u9054\u516d\u4f4d\u6578\u7f8e\u5143\u3002\n\nhttps://simonwillison.net/2026/Jul/27/kimi-k3/\n\n---\n\n## 10. Google \u81ea\u5bb6 1,500 \u842c\u5247\u4e92\u52d5\u8cc7\u6599\uff1a\u627e\u4e0d\u5230\u767d\u9818\u88ab\u5927\u898f\u6a21\u81ea\u52d5\u5316\u53d6\u4ee3\u7684\u8b49\u64da\n\nGoogle Research \u767c\u5e03\u300cAI & Economy ATLAS\u300d\uff0c\u5206\u6790 Gemini App\u3001AI Mode \u8207 Gemini API \u4e0a 1,500 \u842c\u5247\u533f\u540d\u4e92\u52d5\uff0c\u4ee5 BLS \u8077\u696d\u5206\u985e\u8207 O\\*NET \u4efb\u52d9\u8cc7\u6599\u5eab\u5c0d\u7167\uff0c\u7d50\u8ad6\u662f\u4f7f\u7528\u300c\u4ecd\u7136\u6dfa\u5c64\u4e14\u4ee5\u5354\u4f5c\u70ba\u4e3b\u300d\uff0c\u7aef\u5230\u7aef\u4efb\u52d9\u81ea\u52d5\u5316\u7684\u7bc4\u570d\u6709\u9650\u3002\u91d1\u878d\u5206\u6790\u5e2b\u3001\u8edf\u9ad4\u958b\u767c\u8005\u3001\u7cfb\u7d71\u7ba1\u7406\u54e1\u4f7f\u7528\u5bc6\u5ea6\u6700\u9ad8\uff0c\u92b7\u552e\u3001\u904b\u8f38\u8207\u9910\u98f2\u670d\u52d9\u696d\u660e\u986f\u504f\u4f4e\u3002\u9019\u4efd\u7814\u7a76\u7684\u7acb\u5834\u8981\u6253\u500b\u6298\uff0cGoogle \u6709\u52d5\u6a5f\u8b49\u660e\u81ea\u5bb6\u7522\u54c1\u4e0d\u6703\u9020\u6210\u5931\u696d\uff0c\u4f46\u5b83\u662f\u76ee\u524d\u5c11\u6578\u7528\u5be6\u969b\u4f7f\u7528\u8cc7\u6599\u800c\u975e\u554f\u5377\u6216\u63a8\u6e2c\u4f86\u8ac7 AI \u5c31\u696d\u885d\u64ca\u7684\u6a23\u672c\u3002\n\nhttps://arstechnica.com/ai/2026/07/despite-ai-hype-googles-data-shows-workers-arent-automating-themselves-away/\n\n---\n\n## \u984d\u5916\u503c\u5f97\u8ffd\u8e64\n\n**\u6587\u4ef6\u633e\u5e36\u7684 AI \u8815\u87f2\u53ef\u5728 Copilot for Word \u81ea\u6211\u50b3\u64ad**\uff08HN 257 \u5206\uff0f196 \u5247\uff09\uff1a\u5916\u90e8\u5171\u4eab\u6587\u4ef6\u4e2d\u7684\u96b1\u85cf\u6307\u4ee4\u80fd\u8b93 Copilot \u7ac4\u6539\u8349\u7a3f\u4e26\u628a\u653b\u64ca\u64f4\u6563\u5230\u65b0\u6587\u4ef6\uff0c\u4f5c\u8005\u660e\u8a00\u76ee\u524d\u6c92\u6709\u7a69\u5065\u7de9\u89e3\u65b9\u6848\u3002\u7559\u8a00\u5340\u4e3b\u6d41\u8a8d\u70ba\u53ea\u8981\u6307\u4ee4\u8207\u8cc7\u6599\u4ecd\u5728\u540c\u4e00\u901a\u9053\u5c31\u6c38\u9060\u88dc\u4e0d\u5b8c\u3002\n\nhttps://news.ycombinator.com/item?id=49096188\n\n**Handbook.md\uff1a\u9577\u7bc7\u653f\u7b56\u6587\u4ef6\u7121\u6cd5\u53ef\u9760\u7d04\u675f\u4ee3\u7406**\uff08HN 214 \u5206\uff0f139 \u5247\uff09\uff1aarXiv \u8ad6\u6587\u6307\u51fa\u9577\u653f\u7b56\u6587\u4ef6\u5c0d\u4ee3\u7406\u7684\u6cbb\u7406\u6548\u679c\u4e0d\u7a69\u5b9a\u3002\u7559\u8a00\u5340\u4e09\u6d3e\u4e92\u76f8\u62c9\u626f\uff0c\u9577\u4e0a\u4e0b\u6587\u54c1\u8cea\u5d29\u58de\u3001\u4eba\u985e\u540c\u6a23\u505a\u4e0d\u5230\u6240\u4ee5\u6a19\u6e96\u4e0d\u516c\u5e73\u3001\u554f\u984c\u51fa\u5728\u5f8c\u8a13\u7df4\u6c92\u6559\u904e\u9019\u7a2e\u898f\u5247\u578b\u614b\u3002\u5927\u91cf\u958b\u767c\u8005\u9644\u548c CLAUDE.md \u6307\u4ee4\u7d04\u5341\u5206\u9418\u5f8c\u958b\u59cb\u88ab\u5ffd\u7565\u7684\u9ad4\u611f\u3002\n\nhttps://arxiv.org/abs/2607.25398\n", "creation_timestamp": "2026-07-29T18:26:43.322884Z"}