Step 9: assistant

{
  "preview": 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json\\nfor q in [\\\"Claude Mythos Preview system card LLM training speedup 52x\\\",\\\"Claude Opus 4 system card LLM training task 4x speedup human 4-8 hours\\\",\\\"RE-Bench METR human experts vs AI agents 2026\\\"]:\\n    r=await web_search({\\\"query\\\":q})\\n    for x in r[:5]:\\n        print(x.get('title'),x.get('url'));print(x.get('content','')[:600].replace('\\\\n',' '));print('--')\\n    print(\\\"=====\\\")\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01HqM6tET7kunsUx1uqtNYHp\",\"name\":\"web_search\",\"input\":{\"query\":\"Claude Mythos Preview system card LLM training speedup 52x\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_018x9yEYAjd99LMydKGRqzu8\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01HqM6tET7kunsUx1uqtNYHp\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"mythos-preview-model-card/wiki/entities/claude-mythos-preview.md at main · hugobowne/mythos-preview-model-card · GitHub\",\"url\":\"https://github.com/hugobowne/mythos-preview-model-card/blob/main/wiki/entities/claude-mythos-preview.md\",\"encrypted_content\":\"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\",\"page_age\":\"263 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Claude Mythos Preview System Card — converted from PDF to Markdown with markit-ai · GitHub\",\"url\":\"https://gist.github.com/Michaelliv/0677ab6a64312211e38b7a99a03c5f61\",\"encrypted_content\":\"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\",\"page_age\":\"221 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Anthropic on X: \\\"Each time we release a model, we run the same test: give it code that trains a small AI model, ask the new model to speed it up. It takes a skilled human 4-8 hours to reach 4x faster. In May 2024, Claude Opus 4 averaged a ~3x speedup. This April, Mythos Preview achieved ~52x.\\\" / X\",\"url\":\"https://x.com/AnthropicAI/status/2062568869240476050\",\"encrypted_content\":\"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\",\"page_age\":\"162 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Anthropic's Mythos Preview model achieves a 52x speedup on an internal ML training code optimization benchmark · Digg\",\"url\":\"https://digg.com/ai/l7b9d5b2\",\"encrypted_content\":\"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\",\"page_age\":\"162 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Lisan al Gaib on X: \\\"Claude Mythos speeds up training code of small AI models by 52x Humans need 4-8 hours to reach a 4x speedup https://t.co/eccAsU9knL\\\" / 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Claude Mythos 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Anthropic says Claude now writes 80% of its codebase, boosting engineer output eightfold as capabilities double every four months · 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Anthropic’s Mythos puts AI engineering economics under pressure - Startup Fortune\",\"url\":\"https://startupfortune.com/anthropics-mythos-puts-ai-engineering-economics-under-pressure/\",\"encrypted_content\":\"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\",\"page_age\":\"162 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Anthropic Mythos Preview internal data: 52x ML optimization speedup, 64% human correction rate, and recursive self-improvement implications - Glen Rhodes\",\"url\":\"https://glenrhodes.com/anthropic-mythos-preview-internal-data-52x-ml-optimization-speedup-64-human-correction-rate-and-recursive-self-improvement-implications/\",\"encrypted_content\":\"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\",\"page_age\":\"162 days ago\"}],\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_018x9yEYAjd99LMydKGRqzu8\"}},{\"type\":\"code_execution_tool_result\",\"tool_use_id\":\"srvtoolu_018x9yEYAjd99LMydKGRqzu8\",\"content\":{\"type\":\"encrypted_code_execution_result\",\"encrypted_stdout\":\"Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDPIsiGgDw03hH6Hy1BoMWi0L9SYFReu7LhpXIjAoCE5p0AAsw3XH4atacv2yBHgOrjVLUN68C9e9GCl0rbLMpNRmLmkMqcMsWoXBkj0qEpsrJkY6ugYGfnchHX8EF+ROsxgD\",\"stderr\":\"Traceback (most recent call last):\\n  File \\\"/usr/local/lib/python3.11/asyncio/runners.py\\\", line 190, in run\\n    return runner.run(main)\\n           ^^^^^^^^^^^^^^^^\\n  File \\\"/usr/local/lib/python3.11/asyncio/runners.py\\\", line 118, in run\\n    return self._loop.run_until_complete(task)\\n           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\\n  File \\\"/usr/local/lib/python3.11/asyncio/base_events.py\\\", line 654, in run_until_complete\\n    return future.result()\\n           ^^^^^^^^^^^^^^^\\n  File \\\"/tmp/srvtoolu_018x9yEYAjd99LMydKGRqzu8/cell.py\\\", line 12, in <module>\\n    print(x.get('title'),x.get('url'));print(x.get('content','')[:600].replace('\\\\n',' '));print('--')\\n          ^^^^^\\nAttributeError: 'str' object has no attribute 'get'\\n\",\"return_code\":1,\"content\":[]}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_015mxQ4b74ZkaS1P3VnvVweR\",\"name\":\"code_execution\",\"input\":{\"code\":\"for q in [\\\"Claude Mythos Preview system card LLM training speedup\\\",\\\"Claude Opus 4 system card LLM training task 4x speedup human 4-8 hours\\\",\\\"RE-Bench METR human experts vs AI agents\\\"]:\\n    r=await web_search({\\\"query\\\":q})\\n    if isinstance(r,str): r=json.loads(r)\\n    for x in r[:5]:\\n        if isinstance(x,dict):\\n            print(x.get('title'),x.get('url'));print(str(x.get('content',''))[:700].replace('\\\\n',' '));print('--')\\n        else: print(str(x)[:300])\\n    print(\\\"=====\\\")\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01JS6hsB4VZgPmLxWg7tVYe2\",\"name\":\"web_search\",\"input\":{\"query\":\"Claude Mythos Preview system card LLM training speedup\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_015mxQ4b74ZkaS1P3VnvVweR\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01JS6hsB4VZgPmLxWg7tVYe2\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"Claude Mythos Preview System Card — converted from PDF to Markdown with markit-ai · GitHub\",\"url\":\"https://gist.github.com/Michaelliv/0677ab6a64312211e38b7a99a03c5f61\",\"encrypted_content\":\"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\",\"page_age\":\"221 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Claude Mythos: Benchmark-Dominating AI with Real Risks\",\"url\":\"https://www.labellerr.com/blog/anthropic-claude-mythos-capabilities/\",\"encrypted_content\":\"Er4HCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDC0EirE0YsAza0bZTxoMa9LZ34C3vZBh14zjIjCHZ2yGpAN+edpXdL9F7oElF23ePElkCnKXwb3/uvgO+sSoBODNRWWCprR+RliYF28qwQY6ckMW7Q+ytLtU+ji8cCpPvpxbywtfqWqRWyTi8l19tjIJompr7XXWaK7m3GI1LQ06SjTZmqtnWpm2Eb0hsLp0enl++0UnMd54z26+kufNuRA/DXiVe/aqys0S/AsMsbeOFbIKWNpVNz5Q86MW5VjgFEeoXC2AShlkegNrd+rmwbu9++RZkuJx5Z8DPxQaYWeGCXFsWe2llp0IcG2Nq5d2gqjvJ140X36+0mIStZyjJhE4+Y3b0wYWLuIBqxHQuWPLGNUZ/+R5GrId60krOIQrj7K9Yg48ar2bBtqgX/I4NUC/zUwp2XwvWYAh7QOTKLf/dwqKAfCe150FLurghg5kQsBb6sN+OuefUGbg1LxDYdjmD9Uu+6YxIWkBtVQjigrITIuUsYhZ084tTLVAYpv3OrqPJOpXgTG+Ft/BC5rt2XTc3CldaNNSOrt89Itf4T6mjNaaF6+08tQGxdaHQqnC+WylnYhUIYz5F4LaCs4LmqA1w9CXAgXOBVutPUEXGni53xN3eavPoRV0m5W9TSci4IkeO5mIFy1W8x9lYy6qPKO+A7PBXEaH/C2qzVOrcYnQCc4FjhWSLgcz38xvCAZ8p3jpQoezFzNKC2zt4k+zCiqXZCaDAJaTZtBsnSKn8nlBGBHxIbDcEPRdRIrmgY0i0UhN8ZqxdYGOxpjKILw6IkBIySTQaUqa1RglJP4lZ/wBgRKT3zEbiyWoat9WoenhMSA8CnhIWMj9B6hxFedk1+yFhj97MJy5KwGLg+y/wAwTg92HcVTCpdZeFSD9d1fV9mvVjQBFYo++nU28opoAE++MA2UNrKynGTm4rpy5i3ySTSbNq9tWywF1jXDy3gblHCOuViubfD+Gh+wfIpA4lBAwOofwKXH6PPXxXk6EoMGlOvEgZ48BxwLbphOINZp7CdEP3ODUoApjINXEDrX7rhYUwVRffAwVjg4ami7UcMY+Gbm2r42Y9Q1j1tpJMYxbiQaOhyQxBN9KZLpY71A/y3V8An3R70vuRwLVH1xuK3Ms5zDwdG63nb2WjXMIzez/85W/Kx62lJytreI3+P6rP1qTp0Uh/C3NTao87hyArhgf1vgNAOLFcOY03hXU1LNz4BgD\",\"page_age\":\"172 days ago\"},{\"type\":\"web_search_result\",\"title\":\"mythos-preview-model-card/wiki/entities/claude-mythos-preview.md at main · hugobowne/mythos-preview-model-card · GitHub\",\"url\":\"https://github.com/hugobowne/mythos-preview-model-card/blob/main/wiki/entities/claude-mythos-preview.md\",\"encrypted_content\":\"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\",\"page_age\":\"263 days ago\"},{\"type\":\"web_search_result\",\"title\":\"System Card: Claude Mythos Preview [pdf]\",\"url\":\"https://news.ycombinator.com/item?id=47679258\",\"encrypted_content\":\"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\",\"page_age\":\"221 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Claude Mythos: The System Card - by Zvi 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"A Preview of Claude Mythos - AI Changes Everything - 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Claude Mythos 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"​System Card:​ ​Claude Opus 4.7​ ​April 16, 2026​ 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Claude Opus 4.5: Model Card, Alignment and Safety — 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Anthropic on X: \\\"Each time we release a model, we run the same test: give it code that trains a small AI model, ask the new model to speed it up. It takes a skilled human 4-8 hours to reach 4x faster. In May 2024, Claude Opus 4 averaged a ~3x speedup. This April, Mythos Preview achieved ~52x.\\\" / X\",\"url\":\"https://x.com/AnthropicAI/status/2062568869240476050\",\"encrypted_content\":\"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\",\"page_age\":\"162 days ago\"},{\"type\":\"web_search_result\",\"title\":\"System Card:​ Claude Opus 4.8 May 28, 2026 anthropic.com\",\"url\":\"https://www-cdn.anthropic.com/0b4915911bb0d19eca5b5ee635c80fef830a37ea/Claude%20Opus%204.8%20System%20Card.pdf\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Claude Opus 4.5: Model Card, Alignment and Safety\",\"url\":\"https://thezvi.substack.com/p/claude-opus-45-model-card-alignment\",\"encrypted_content\":\"EtQJCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDOwQCv7jvipQ3/GtHBoM82HOoGAyfeeTsO5RIjBjEoRxYtF9vCD36bijVHqnv3r4V9vWuXeqQDB+xcab2zpG210zCqD6/lM9w9RT3asq1wgU8FFSpdMpGJT+EuFxlylsXcEI+9iL6CaQyfQl2ShBOaK8lLrEnOiCqtZ7CyxgAdCQ8vL7e8zOvvcFbsRtAtLPcSZYp/yfSfT+jso7dgi71tE3UoYEdKLRfuiNXpPl8K7TwYi2eoXg5rbVe13WAxcLCNChIHytq78BtXYZRyVttbS/YVJindjXDp4yDGB/uotxUXB+/SRtnCp7QI/7Gxl4GW9yeetk5BQnIxNy1YzLmgicEwpcvwM59tvf/XT3mmel923W5PtuSbcR4xpJXa81S9z6OCR23VxJPJ4uHxI+xGxEwQkY4nNC4VOc16yQdhHC0tf79i2yjnoBmPFwGEKMGhjgedxdmrlggHIgptVu9TA7oUYZ7bFFmJGHHHiS0EldDhUZibI9LRPsEjbTRrdORMBx+lBenRYDiU9YWLXm8uOVyEzLhauVytNfoBdvnlhU4xm4mIQfLRErHg6nHRmhmldAsyIJm2fU/tgEsjfClYROS7Zd3NhMZHsTSBuN8FiyUJjPLEomubeyzyn3s4BXqc9HrCvXZ4XVZ/iXLlZLsy/c7g4lM5zC1Maz8EaGo/wWP5Qjv/4xqe9zp8DrmzmjhtZ02U48m6H8AZ41/SD+JfpMfzjrTtn3iLvGnerWzRvLnRfw+Ti/FHadJt2ziajzT6ecvLMMbqEHX0a+B6GVu+iw0ctvk16s0/a4tcyxvls0mLMF0I6/3y7UYYEkw+mBCApA2nX/09GPPAlU8p/8+ZmPD5MvbXJA+w8ANJXZChF2gsKXtPxfAOybubZRvNz7kWawGcDXJOcGxMFcCOu3dsCHhECJVd3pauKBE0RkX3879yfrvXZxo0I+y+FL2Ggs8UbURH/Xucdq9rOdDD/T/+8NQsAJlnUeIpsjMCBHcvxpNOTxweV8BA+6kD+/HUqEOrrOH+XdP0V+2uTC71t6YGmX3rPdEQKXAQAX1P2sJDAesyL1UUAMMCrZZD++1saLU1ggAtkHgadR6EOJjVOyANvhHUcNGaSIzm/x+AtWqrx3vY+iXuf5oxjyCZJupUIWRP5s3/Y3vt9JmMI169gBA+hxwltbPK9bn6ZexAJIqZXCtl6BCDCo/s9uOeFq3JNugz+62FHY1Q2N3gl5GsFcgbnFvGyj1mkJwR/CdbY9c3orRIliMhfugYZkSreNvOFGkvJHKUOqBIBVlKieIYwljzfDntd071JbPdkpbOvn4hz+KKFmvwM1sl4X1AzwIE8gPR0rwOCFVhr+2+bKfm1A2DSwgPiNFLmB0xwBReDylYqLldwMAH9uX1ysLTnXLFxpFNyqLSuNt87I9g4lLfJLrbojuxgruWnMMulUZP2flpDxCQreeIGgm+Sxb2SWKobJlufEuYid7WRbS43bp2qQVg4aKtQp8NCaCvNzaBMqgaP5BCOmTTHUIzdPtWPXtjRvJ1XnSBVisFbDMkV6ozpt9b0q0aJvyZ3R37iplYHaKKRLfsCkrUoXGAM=\",\"page_age\":\"348 days ago\"},{\"type\":\"web_search_result\",\"title\":\"System Card: Claude Opus 4 & Claude Sonnet 4 May 2025 anthropic.com\",\"url\":\"https://www-cdn.anthropic.com/6be99a52cb68eb70eb9572b4cafad13df32ed995.pdf\",\"encrypted_content\":\"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\",\"page_age\":\"541 days ago\"},{\"type\":\"web_search_result\",\"title\":\"LLMs4All: A Review of Large Language Models Across Academic Disciplines\",\"url\":\"https://arxiv.org/pdf/2509.19580\",\"encrypted_content\":\"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\",\"page_age\":null}],\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_015mxQ4b74ZkaS1P3VnvVweR\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01PioZYXzcnR4PBQupwqJqAL\",\"name\":\"web_search\",\"input\":{\"query\":\"RE-Bench 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"METR on X: \\\"Human experts and AI agents have different strengths and weaknesses on RE-Bench tasks. 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts\",\"url\":\"https://arxiv.org/pdf/2411.15114\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"ICML 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AIDE: AI-Driven Exploration in the Space of 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\",\"stderr\":\"\",\"return_code\":0,\"content\":[]}},{\"type\":\"thinking\",\"thinking\":\"\",\"signature\":\"CAQS0wwKEAgTGAI4AUIIdGhpbmtpbmcSDC0WGW6MrXl/6wIQthoMmNBi6YyeMcFn64LEIjBrs4Ri9g8DvabHhtXRavzA6vyBdkJCgDPGC2yXCAUwfDmjx831HtEkr+o2pBV4S1wq8Auu1rwZsmbHFWVayG5w+hhPNuSCq00RRSFRUizhf457HwxXvLIrDo4EjgwRyemc/iYXFE5oPmy8PN7dT0HoLTlr31lFH3y/SVXJ5I7bAWm94XxbtDHub6gIVCslBHqhTpbC0QIsMRQ7cWJt4JQizCbZ9gVG+1pW/ip7H13GHN8DG0EXSy2/lUhUVh/2MqKtq6rnoT7h/2E5o8YUWBmPWo2HTSB/yNlH/W7N6KBq3pn2Si2+IxTFXdgg61az0fb3g1UWiYhprM/2eMR8ODck3sZH5TdYeBIlCabxayuVyhKZimSFJRtCupXNBeoiBoLTa7+xWfJdjpUFw5twj7vhP2YGrPbM/KxxJVOj6sbvfshh9Zoziukn90VnP55k+D332xyTioSu0L1UzWXZfwe6U+Cpj2l7HrSodG5dgOA1e79fGVlEF/lggreii5pZJlfSn1sD9vqXI4Ar0RMN1GgwHHx+QEY7v4BJQQdvrE/R8Cr8bQzuD+POXrWpOpNaraQeSLDVzNtF1afQXPlB5fER1+VNsDpjW3bqFQc+WZjSyOtbxFLvHbttxv6wQE1r5B5aSkHue01sf1KRkARjyvR+V/V/k9s56Ejqu1+h1xDBkaOy3HoizWkufpDSnKRim5r5FsiOHvzKOGknVFteSnd1DIs9jobW7xCa4zDOz4aXk5GtbD5piFTy3MkF2aBhyNiIY0cSSDklMUlYJC5BHETaGUNSp2bJ+Kzh8aGvoRUJv2jTCBGAhf5axEZxBOcP+t4OBSg7Bcjv8OaOgf854yUYZWYiATDPqbcV8SmTBL8BlJQjqv3tKciI3DZSWnIXq27GalkBbAZTt3UX2ZbVE1PCs37kgDyKqd0PJhwpSYhpIsOvm1Su3ily5zgLyogGND2KptZZTeGLyxaMnwznYmoP7hBO78YrX4nQF+R3geBpk95a4mUKEacHZbW6HGDGCMYxALbFnWuM1XczgwA2X8KNgdrDGH0+YbyLTm5wwPspXAJLs2Vz+u7m3mvWN0xYrTpy8t7cuMZ7nEEB0KTOg9doQsJzj67ZEqYLgH6zuxKhRWlmsfiWUzEh8P45myhoWqr8XmwEH0TIKEW6WxyJdkBzSDo/qKljiE1g89I1fmR19AQbKZpfGySnqWsN2USchq2kWw29NoZSW45DkKLrC91EvJXWFAFwT6mYK3+9jxtkO2YcOh/exEaXmiRHvF8jewtL51PqdHwFxEIMIl9RdYhj8LbTQXOhDvmQPSznqLq7ZpMAgjMZlbbFEbUzpMUpXLOEket3LDFd9Mv5P7+1VxSMSPrVQ1ey+s+MUAlfAzq1XOItLmDt/FKEzTFdkGxr0I41fXmQ/n2WsRQRy5RiUer+6NyZv9163ObjI9zVN0rSV3SNzjAhjYpWfAk26kDGfLq1KTcWvuGvlg8XlLbFPIgDirXj4voKaS3BKFmy0RzHOYvEIxXWjQzR2Fd7f/A1hfyX7yZw9lSVxkUeerFb6NPCCikvScz44pPS/ZXXNmIbqesD4MinxgdE0ph2AQq5qJskawZHhUskGKpSejy6JnwIv8zW1mdPGVqpsTRbxoLO8oeWlIIcvsQ24M2c2YRPK+yZahuGsdkmZWEHNZK/hr58mcEFNHa21UDRJ35TbJ7ugzY6dHCLdngA3O0YxJc6KGqrya8jwtEOPLhuDQcWH1r+vTeM1qgZV+IkBcpqoVq/4hofpokluTnVq5lCLNCvIeFbuqMeMfUbaLgsyigAMVN6KXNIPVVnFkGFsJJXgdgIKLOvHxDWB09OaJdFBNJ4Rn7vLVAWqckGNr0ts2GpYplrzrAW6q2tRy0SK5cAVb5u3MrND7zcwT5ao3Uv8iGj7s+zLvSfv9dLQOCtHEKR1GBkcIvwfqTc5AqsCIKoyNfmG0PQkBQ5JOvFmReNDBh2HJWvfgLrXC6uemAzM59CKF7QLvZf3Fuh5+xfdCMVqI5FDsRAV258EE4kiuPZMjSOEh3kKF3I7yyP3wtJJvxCsc4dNCJeSzc522LF5I/xbRlf/WcQ3BgB\"},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01U1e6HRptB6GTno89RBNHQB\",\"name\":\"code_execution\",\"input\":{\"code\":\"for q in [\\\"RE-Bench 2026 frontier agents exceed human expert 8 hour score\\\",\\\"kernel optimization task 300x threshold 40 human-expert-hours Anthropic system card\\\",\\\"independent evaluation AI agents outperform human ML engineers optimization tasks 2026\\\"]:\\n    r=await web_search({\\\"query\\\":q})\\n    for x in r[:4]:\\n        if isinstance(x,dict):\\n            print(x.get('title'),x.get('url'));print(str(x.get('content',''))[:600].replace('\\\\n',' '));print('--')\\n    print(\\\"=====\\\")\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01XJgKiRrX52gxB22HBqTZca\",\"name\":\"web_search\",\"input\":{\"query\":\"RE-Bench 2026 frontier agents exceed human expert 8 hour score\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01U1e6HRptB6GTno89RBNHQB\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01XJgKiRrX52gxB22HBqTZca\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts\",\"url\":\"https://www.alphaxiv.org/overview/2411.15114v1\",\"encrypted_content\":\"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\",\"page_age\":\"721 days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating Frontier AI R&D Capabilities of Language Model Agents against Human 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts\",\"url\":\"https://arxiv.org/html/2411.15114\",\"encrypted_content\":\"EtwNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDIUwe25hklP6ogZbyRoMSi7ce/+q8wgHWHqbIjC2mK1PTgGeNovNMvgTNVe7kUYniplcr9XP7rNZsVJQ2vQDc1Rph8XJE5gScdmhPQIq3wzE+EoUFy0d8LNUgLSy64Y2Utg6gQpFw4zbwdY3a3Rpw60CpC3EeUIx605hLwFc2v4UJCLQK/6glqsHJ4JyVqB0xTWvPTlJXoQ7EC/2NBPHmNSLwhhk9Mw/YGafUaHejVecSqAgiU0KhzxZS2xPc19No7k48GodKJDvdvcmhevdyM1LYV/dm+326f7G+sFpPT0LPEaqL9IAoMnH30YTBDZkSHECm1OEgIaeO1q+dX5ubCUvGfJD7ugQ7fpNt11ixr5qrYpMMCjmwH5wWLan/Eb4ZzPBQpbnsAerdhI1bLkHFhj9COjmYs2kQoUVW9fbcfq8Q9DJgvxbbiNmvV+kRAq3bBi9gwtqp6yhHtNJIV8XtwTd7i4o1w1f5/ChBdRv92prct0hLjSQYTX5/hvxS33bFOIj/LHgm+stPabjx/alWKvU0FqFkzWvqdVEX4RMwk1A0JW3LlRSjMozPVc8bG/fYFYz2G8gsCvqWeNRZBiIJiqjOPorvzd/+xYY6hgjbWLsdCokcdHwvRWJQkzAm8AtKu9IywLXKojJuw5poVfcjT9H28hA2rnlwMRNgPa42tbSXszGkdDApuqEIY4sruIi0FQwZjJTxgXCQH9PHxixtMtBb8VSN5KS1gNTWNp7ULvNIEyEpl2t8hkaFU1XsFpzYegGvIHfA757pEfNWiEaiAPnM6bpZnp/6hCotNG2b9xtMFqqxKQj42YJOIpC3lXnMoChBJh92pkOjPekQrai2CesJ+j44rMYLy4mk7J5GLVFYxjaLJQW9TImLaxMgFRNv9u5gquO2EkGbJRG/71Xl2DrA1ygge2lvy45JJN6RTJPopADrOUiLO7vxoEZuQ1vMUmwNDm6YO7/rN9C1icURVVemYCZl088kie48134bLAvb9x+pB5MkADAfUogsNBW3UDzWppJcuOvRZuHqI2bSxn2mFbfykYk/2Q2barzX24Nh2Ck+Wa2eJetJyyW+skpTYzgw+MXfCsM+kJhdMqcdItNSNPmH0Jp7+3XJmIG6T6geFSFEOdlcmew5jCaPf7V1UDCABcViIb6R/I930y60DEhZaQ/8tkpoENvyLL/3CpZKv+7/8rlQhf95CXaF2ERzQ8o51AOyY/qX+FZrIEvFvS9RgI6u+rz/AHL7R9CCF73iSDPjTXoLp5FzNh0AOGmSy98CZQnO+qmmjw6O9S+ETOkOw31zQHZi+QQzZuPBtMimfi4lE7+6Xck5xi7feaH+Jsta5Bib6BxveSH+mc5dXrfK7B+2nlropvUAOrVDRh0Ql8Xg2945pQV4bdL7YpFuIiskPoSvMy82rWYcxbWvy5sZ5cEk+6sK38mVd+Ai3FDqw1zL3abKNoSw0qOjcPxRiQxUP2eMeGN8tQo9nsHroVHeuAqCJtlwRd7pDuetBcBJQ/lIQ7mH8ds6JSsR2WZjee0Mw9UjIRSwiA+mEYpIuNd/z7a25rFWyI5uKTRqZStk3QffLHYiPwIZJ+X/nudM8AJY5IyDlRzG4qxxS2tDV4KmwvRuTpVO6vysEiJy3DjObZoYuMpkVYsrAI5Wg/2tSM31Klu0+HLWMACjEZHWlXBrPBoQSbcEtUUDPWcSLsxtHgbiI/jBy6azqqtM6S7bzLcUjR0v3vaS/KTHm6Uj7slvoFhSzHiZPAulZK2rg52Y0qKO2SRJ892Tce1DzLRezgb7ezeg6gFV8xmAbhiPudDycYFY5YC1E8YmT+k6UF6ovRkfViSuuC3TlsImi9IRY1KfpsPTYxlaKHb6fuVm1mp9gdBS6yltsgL/z37kbmwLVSv9VjG8T22nkpWVA4W+rp9y76vxWObAjmQpf8lTHrEi1jyQ6VX91SfBWbeiMNYSW2eV69z11wqNh5b4hh9HdBjscYt9IDej5zRfNRKcme+2zC5hym0kk7rfTZ5+Yoe/2WQ2xs3qijjCfef36SViUdqtrSyHr3Sg/oJd6odeQGilv7+c/SkzByILL6Z24NjVq5xbqVOXjKsCk0xG5/RkO7H0sqgf3npfP5U0hqtY5WspRm4IcQ1dQfcBSPypC1gqdpSuJ13gRB1I6g/7s8spi6b46bA1DemIeq6joQgHjCKWhHTmp9H/HTjITJqHhO5yVLLqrwQ3O6nic8Z2YRM9eb7Ny3WoGBeEzpeX68s4jSDSJTrnNdyMxSpRh+eXRgD\",\"page_age\":\"535 days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"DeltaML-Bench: Evaluating Machine Learning Agents on Real-World Research 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Anthropic's Sabotage Risk Report Measures the Wrong Thing - 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Inside Anthropic's Mythos: The 244-Page System 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Optimizing CUDA like a Human: Micro-Profiling Tools as Expert Surrogates for LLM-Based GPU Kernel 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Evaluating Coding Agents on Software Performance 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human 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AI agents conduct open-ended AI research?\",\"url\":\"https://arxiv.org/pdf/2607.27191\",\"encrypted_content\":\"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\",\"page_age\":\"107 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Recursive self-improvement of AI research agents\",\"url\":\"https://arxiv.org/html/2609.26457v1\",\"encrypted_content\":\"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\",\"page_age\":\"53 days ago\"},{\"type\":\"web_search_result\",\"title\":\"What Fits (Into Few Tokens) Doesn't Overfit: Compression and Generalization in ML Research Agents\",\"url\":\"https://arxiv.org/pdf/2606.11045\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers?\",\"url\":\"https://arxiv.org/pdf/2606.24530\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Beyond Final Scores: A Systematic Evaluation of Agents for Long-Horizon AI Research and Development\",\"url\":\"https://arxiv.org/pdf/2608.13417\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering\",\"url\":\"https://arxiv.org/pdf/2410.07095\",\"encrypted_content\":\"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\",\"page_age\":null}],\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01U1e6HRptB6GTno89RBNHQB\"}},{\"type\":\"code_execution_tool_result\",\"tool_use_id\":\"srvtoolu_01U1e6HRptB6GTno89RBNHQB\",\"content\":{\"type\":\"encrypted_code_execution_result\",\"encrypted_stdout\":\"EqABCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDLgZ6Qk8fy/x4+bPehoMKf+EK+4uOEwAl0/0IjBJoc7z8EoJKrnvhNKmxqmeHFy3wkOSd0ZIPvBuZOLz8sahQUiZYl5481pFZUllcIYqJAbUEVL5ETsrAf/be3k4vwq6qvrAnUVumIrI8Om+hIzsqltqfBgD\",\"stderr\":\"\",\"return_code\":0,\"content\":[]}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_014Ms9Pu9tT9taAr5pDeqBbB\",\"name\":\"code_execution\",\"input\":{\"code\":\"for q in [\\\"METR RE-Bench agents surpass human experts\\\",\\\"Anthropic kernel optimization 300x speedup 40 hours human expert\\\"]:\\n    r=await web_search({\\\"query\\\":q})\\n    print(type(r), str(r)[:200])\\n    for x in r[:4]:\\n        if isinstance(x,dict):\\n            print(x.get('title'),x.get('url'));print(str(x.get('content',''))[:600].replace('\\\\n',' '));print('--')\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_013zsZ171d6jKoaqXwYLyPMP\",\"name\":\"web_search\",\"input\":{\"query\":\"METR RE-Bench agents surpass human experts\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_014Ms9Pu9tT9taAr5pDeqBbB\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_013zsZ171d6jKoaqXwYLyPMP\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts\",\"url\":\"https://www.alphaxiv.org/abs/2411.15114\",\"encrypted_content\":\"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\",\"page_age\":\"536 days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of language model agents against human experts\",\"url\":\"https://www.alphaxiv.org/overview/2411.15114v1\",\"encrypted_content\":\"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\",\"page_age\":\"721 days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating frontier AI R&D capabilities of\",\"url\":\"https://arxiv.org/pdf/2411.15114\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"RE-Bench: Evaluating Frontier AI R&D Capabilities of Language Model Agents against Human Experts\",\"url\":\"https://proceedings.mlr.press/v267/wijk25a.html\",\"encrypted_content\":\"EukJCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDAvHDLZFfQ4sJmAOMRoMrBLRUmXcMUEyLpo5IjDBZqQZYml5kaukhJfl8HsXWNFTUgIEWNIkrfL6KoRjoWM/d1J7mUFSQNm0/aCH2IUq7AhbVGO74dRKGEbvdNrldl5D8oMQhWWCKKLI2x8ffnwmb5SgdzzSFETmtaM3e19EROQXWIPOfw5w9Yb0PwAiYvK07tjD7bhIO7Wwz4/SKSY9wmJWb+iP6X8aBwPdrBHFDmglZdpQ8bgUGUwra5DQ5xPfoeCtGjBYlq6ifgC3gA5P2hbbhKEAR3kxnbwD0jtst0i6bKQnITCW0xBFVDxHWdKv2OYfc/iFtlbg7eOWJaFh4/asB9YTlLXACXVoOwWpesFR2xVC5RmNBhy9JW41w2FymrcOJyk0SIBJU9cYg1w1Ny5n2MVhHczignuJKxI7E2p2kIB1bC3T7iqSPxfeAB5oX+haNgaS84NaJFSDq6TktcwfA1BDXQWB0P5jxr01LfzgeIXM+sJPa8x3ARJjlxUBiXjIpIbjpt7j3GmJuC+4qc+Bh2p2Og+gx1ZYJVifcN5qJ9Zrt0XbbDLvYL51Zt7xr/si3gm5eZwLWMw9NMfj6n378UbamabRh64Mw3k28w06DoYDYaAh8a+jzQLKmsbOwyba+tRTZ1fGS2DM2VNThZmai6sXYrw0Ch/U4jA7TTE95C/Cuzn3p5EnE1H38sVBk5wSmFsAU28eITWe7KkZdCFE3tnEesXNuWULvKQwYALAqJn51wwqY0Zw35qpuOEdbjjsmCR1uLUppXdnuXwoYits5cCrLx3SiesL7iHFRxROKLgGbU4pd54zGRhldWgMMLpUaseDKN28Aslu/3D+h52BmnZsy5UmDj6UgFyXPXJ2wRTJn2LQa2VXaTGhI8dgrCSRg2ZEP/WigUOzVhCR34wgm8Ma/PTS+HmT0lC7nph//y7rNiOMoxMl+DJvZhcXceC2tTm1T85nxr5GDcxguQefEOaE4FQIuvr9K3HE+v3LukbsQ8iLIeyIshqJUaBNn26L2evz8gsEh87YX9CfO3ZRdgpfdLbSKaSzyNOEK/ahcoFW/PnQqYHCUfKBi01iGZ7hn7oONe/01MsPrvEjrwnGcTFbt4VBX6SyUfHPNeePwLXKqB1OyREtc4raOY65mi0+jngZLjVl1iN+G81DhKUUfbEBzau/aLPfMMDYc0K5pCoGS2E+poEhwaxe2sSgHZ/mpWSDD9O1NSZvZE2wPCDDsSrX3C2jz/jsr+Hbg+BG8Prb0+Coamk3DJxEg1oGeM69ZjAmUyUFL/nD3MNszS8/XKCPJW6XxXdTEYWu5xlDA/cJAEm/DjJfplr/GQ9XmzhtYuJ6gstDhCuY15Lz4jNQS4rXKSdbPDzLFLbuVpHe4r3VQQJq+YvbAJYtq0J+xtftBm2mUttHxh5Fywyz3pvUF5CFFF7wBPcC3MnU0IIQqdiuhu/iv8XVmZBj2NoXLtfJSBD0zqnLgBew2wl8Brtxxgf/OwKjtnfx7JVLio6RyjH0KzaccYRo7LFwplbu0hdvsSwpXArMwhfwBuhwyAGWeStqpjCY6f/mGCkrAHel8xCarmGfYIQwIAmzNEZxOa8vAdSHs9wKp+3mGAM=\",\"page_age\":\"404 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Workspace-Bench 1.0: Benchmarking AI Agents on Workspace Tasks with Large-Scale File 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"K-Bench: measuring model performance on real scientific agent 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