Step 5: assistant

{
  "preview": "{\"stopReason\":\"tool_use\",\"content\":[{\"type\":\"thinking\",\"thinking\":\"\",\"signature\":\"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\"},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01SmmQePKY8AAE6zPcvx3TAg\",\"name\":\"code_execution\",\"input\":{\"code\":\"import json\\nqs = [\\\"OpenAI automated AI research intern September 2026 status\\\",\\n      \\\"fully automated AI research 2027 forecast labs\\\",\\n      \\\"AI Futures Project timelines update 2026 automated coder superhuman AI researcher\\\",\\n      \\\"METR time horizon 2026 latest model doubling\\\",\\n      \\\"Anthropic automated AI R&D 2026 recursive self-improvement Claude research\\\",\\n      \\\"Metaculus automated AI researcher forecast date\\\",\\n      \\\"skeptic automating AI research bottlenecks compute research taste 2026\\\",\\n      \\\"\\\\\\\"all major AI labs\\\\\\\" \\\\\\\"automated\\\\\\\" AI research 2027\\\"]\\nres = {}\\nfor q in qs:\\n    r = await web_search({\\\"query\\\": q})\\n    res[q] = r\\n    print(\\\"==\\\", q)\\n    for x in r[:6]:\\n        if x.get(\\\"type\\\")==\\\"web_search_result\\\":\\n            print(\\\"-\\\", x[\\\"title\\\"][:90], \\\"|\\\", x[\\\"url\\\"][:110], \\\"|\\\", x.get(\\\"page_age\\\"))\\n        else:\\n            print(x)\\n\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01Ti2qyAqdKqwN6GDwMBfxqx\",\"name\":\"web_search\",\"input\":{\"query\":\"OpenAI automated AI research intern September 2026 status\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01SmmQePKY8AAE6zPcvx3TAg\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01Ti2qyAqdKqwN6GDwMBfxqx\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"AI Self-Research Era Begins: OpenAI's AI Research Interns Officially Launch, Fulfilling Half of Sam Altman's Bold Promises\",\"url\":\"https://eu.36kr.com/en/p/3978922476125191\",\"encrypted_content\":\"EtcNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDBbiLw7MMtw47m4yOhoMWW+eYVCUAw4adyfsIjAzcKyF22JFy4WjGz+tF0wdM7POILHJPoM6VpFHPpXl+pyX8LmMZRSKdTIipSvM1a4q2gzG5sW1qXmDIiUJMn5SgIhsRnWIduWqMY6DqjKN8oczP3FYwu8Vb9uM2mc4oJOuW5XIYSyhlV1C7dkf6ANCL+msKZMhbRJT8GMPrEM/9xZfFF+PEuvsVG1aIja5ZYF/rMJ55qW94NjD+GDF0iSYqWg/1YXEcepEVoFn4QwA/dVOaF2QP+yEpXzxx1ppeIGYUFfRl9BS+stalry+iDTOFo/xFHQ9M5G7Jz6f7pWOj7DpHErlur03Kf1c1b+oSvWgOy95Rl8Ky+1zDD3A5QO8wBxbdbULoznI+N1/ueBIeeGlWy5YeLidddZh93YlTGnQgrLI3r79IbVe4DMwkauabuWmIIvjJenF4msRtp6IUpbDv2qaz0Xr6LaTenRKdbk4GTjnM9GMTUdK++g4PjZ7IfJe7QAZ/ATurA5VbvthzTfHyCcpRJZC632FKCNjHds8UgNA+12WqrGgB6PHWA8cuZTTyNnzY5eh4NHIft6We6aP/Fw0JaixSaQwXgEVOUTPzBhqiRqJ837L/TnZJK34cUvliJBdMnRHSJNnnRgz4G3Qz31WuV1VmtSiqrWnXknefmbObddJi0FriY5OXW8ld46RQ/uGyYP/s3sbApbn+EnLSTM3CGpx9/fNhGxxo1zd/arCVPa4q8AcHrfeiL2uCMn/LdaBiCCVDT/NMpqp6bTN3sJKY3UCJONJ3u0bfkbDkqGi1MxAyKyGRAR3vNYd19zvlRmHBfjWxiZwWXrhXN6twux21LRK1mje9vgeaGlSZ/ycsVnJ+ZJMFMIQyuzXYZOAGguTsrZQjSrcAATGYGil+n3Rxrr/oWHAozVERzClWBS/7W+Bm5oz8Z+5nPJguEOJ4aZ3VnIgTQzvsJvmqQ3blr2zQ3zeQBfNqyzaO+3wP/7gAgJJzeNqix26SHMyXCAOw4lyy7wRHRZAxiroIgDFcr613Mn5j03IDf7tukqtHlAewvOr6O6Duj6vJzpGdDYB2EYq9L6Vut10nSt5liB1xTCbKd1fw7NGuVz8KetNAZzqaREueH/MUYpZ+JEbfbXUMzFyjDiEzZFt4YSChDcvvtWMLtQmakU6TXJTJ8xJNuDbnPL8iJTK7DVtPAGMFVAasJPXY5GzwiE4LYkE+RLtKWMrHRrsSdOeOxDqjNx9j/heUvGojwhvXRV19+kw+G4zl7OefWus08lKfXD7Px4rWYDAJHN8tfrHlbJIfvWngdrLGbaeWgfzkjAi0RyRKOpipwSNJcqeenWNyhvsJPTuSvsTk40hXLMf7t98gsrPWijNGdNKMnIaVWspAEjfbO9XwiYwukhT/M32Glvezdh00Rk2j6I5/muaaJBnVQ9hZz3GFmtbnfeojD3If7FMtmulUKihbYL1o4qoiJkYW8cRBREjvzeYdFX3NwTdCtja5/FHz0Gnv6eiebMQFNmpaYMp4Po3NxtIcMutcze7snSenn3fuDr313JTz5ot5aZqmwQrtNZsA6IDjxguFpKjrIvge03nu/pPUpUmuR7xPyc6vqyaUAeJgBzjJUKjXvTpvevS6k6laLWbhC5NsxvZME+QoK/4Gcbq5iUsjklecekB7S7XhNFdqcTCPONOklNj8UOS37QPFBoVxwYCtbnq7nT/R9ngLgEiNxama3VwOU4iw/tD4S2cpGfRMzMW91BIIyZaSkesACFpBF9+Bf0gU/jNhBvVifoBvBmidKdQuWYH0AAKMe2L4evv7x2a/QvMPV+LubSTXlTr+5pIasFWmiJ+2fsKm0kY9cMLXZ9XsdE/hnzMa3GHh6e8eqgBWjC/U/YbJd5ceVl4lFh9yET9JhSJfAlR8VvcbkcrXy//UPQL+I2bqA1mXEFukeqs2JC1NGJkBmVMXEJfvbrdeT3dmRqq58T0uh+qk9kPIJMw5R1K2tMKug8sD/SRT8x16R8T85GY1ZZXUTyqTeswIP3C8Cma1Z6E0fSatLKIYa+I4anQdNrsiSfXCNJ8NRVZZvqsga7ikhwGnemjYFdkxorZCPlLiOr0VXJL6+UJ5oi4g8GT4m9qeIq0ONtjAib9b+eL6xFsij1z7urponRKtMe5YyIrgvVpJEgp6ZnaXenEkcg+BKrEbK//1Kc5DCSzQOQDeJzOvtkqxNN2BQ/gwIo5vvVkC3JS6Ba3tPo3PxiOvMvgWPK49aJzIVr4O+IYAw==\",\"page_age\":\"63 days ago\"},{\"type\":\"web_search_result\",\"title\":\"OpenAI says it has built an 'automated research intern' to carry out menial tasks — and it's only just getting started\",\"url\":\"https://www.techradar.com/pro/openai-says-it-has-built-an-automated-research-intern-to-carry-out-menial-tasks-and-its-only-just-getting-started\",\"encrypted_content\":\"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\",\"page_age\":\"64 days ago\"},{\"type\":\"web_search_result\",\"title\":\"OpenAI Reaches Its Intern-level AI Researcher Goal - Dataconomy\",\"url\":\"https://dataconomy.com/2026/09/07/openai-automated-research-intern/\",\"encrypted_content\":\"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\",\"page_age\":\"67 days ago\"},{\"type\":\"web_search_result\",\"title\":\"OpenAI Says It Has an Automated Research Intern. Here Are the Numbers Behind the Claim\",\"url\":\"https://cellcog.ai/blog/openai-automated-research-intern/\",\"encrypted_content\":\"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\",\"page_age\":\"68 days ago\"},{\"type\":\"web_search_result\",\"title\":\"OpenAI says its AI can now do research tasks that would take a skilled human days in worrying update\",\"url\":\"https://www.uniladtech.com/news/ai/openai-ai-research-tasks-take-skilled-human-days-512193-20260908\",\"encrypted_content\":\"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\",\"page_age\":\"65 days ago\"},{\"type\":\"web_search_result\",\"title\":\"ChatGPT\",\"url\":\"https://en.wikipedia.org/wiki/ChatGPT\",\"encrypted_content\":\"Es0NCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDCTYjSH6WSf5j9kMiBoMXvsjDQ0dLjFFb64cIjCxMi599lni4YhQnKLr93+JrryyIY/8S+vCqTTUg5NVevesJ+LUPkykFGkc+CTacb4q0Awzqc0cgr1vDcDXHss78DtjOejp7PxwpXhMYVYjPbpKhrpjmOhrIJtaFJzj0BKZpPIxAuFC5Ra3EL5IzPVSu/SJy0G+71GJ5UY14lyuRbYxKRMEJr8TttrM9NhkyKvbNk8Q4MTXFTTE5OS9XTat5YvGpoILUT80NwVxuMKkC2RjGhZTSX/0be3iwk3pJCOhy3VILROCKsGRR6IiQGw7EJic3XG7/1fn39IlmdkXNxahi6qaEiDyFmlSL0RxzzHh9WrFVUUB5NI2uWQEYpaQMuThbOb1xDogkRDp7Igz2tLCUOVJfeK5w/uHIhuImo7S8IljSBd+ul1bdQ9yktoSA/BlbqtE/RsXn1BUHQCZIGBr7Qq5znDUboAsjTbGTLm7YX0pbVOWHBCg/mLmYsj4h+cH7QOBGwTP7lZj1ZArs4UdtZYDLx8lFvecOwyoeUfh3BjcyJanb1Q915xqXKlTOJHpDcinHKjSw307IoqVPXq1M9BIUN+qD7jtwwRyby+sKEh8LNDiN77dbwm1QbWVZ0uxVP43cPO40flCIsy+AilHTrs4fjDvW/2P1plxZrppdRXEe5G1MkAy+OeDJwsuxlnBfO7FvNA1usT/PZJv+0rstBUZG0zrFpaDmahJqvo+UKgv6/Nj0S8i0b9XCiJdEl/73QH/zOm/WOn1097tIxPEvxwMMQ2oIg3FM7/HIt1lX73Ee/rZ2HfW3BQOU73x4KzjAPpWGmJyGjMUv8NUwxL8YcatlegpeS93r40rzFeEjt6Ypivsr6+C/gXbRMRZbk+I1EYhPQOiz08SSB/gNGzNMi2oVHHamE7TxL5/M2+jPFJsMaQopsgxDtKUHNji6OVMgkXAtAxIOEtT732X6Xys9JKhT+FiZSo0vyVF3aeZ+O7a8UMbwb4/26u3Q+4dhnbSGODxDwhxPsM3ZxkWSIMkwzhAk5nD4qKujIQfbcfvSuajbUie/Z7KC531pRNN0dbghxt9OcuZzEHgUotpDN7h8ATqQeGkffvh9kJlTidiNVeQNQvWxbNlSwpYhCsijV7N19ispnlIPeie7gSTZuFh4qtWEaz23vsQPp7Rep2rhmWRbBmPjdcWglIN6xeoc+qeeXU/65T1FJh4XA4+20/v3r8hG7N/vIvhvXOSdpv9ii/uhJ2o5qvqTara/7M/Jx42uP4bAU7Wz6wqmDe1v2Q2PoZB53OfyK6xRgDL33h4xPBuewIuXJQr4T34OfPcOTGryd48idCG7Z9N3kvqDUWF4rgizPVyQ0QmUg0qavC33b5A3PKZblWLGZkh47upx3ILkS9VkZglIuLKsWwvuXqlpoVGV2UDuXhBNAdBIfFKTM+2bTfBvgNcSjIuAVSKA1CvXLfKjGceo1dgpAWkqCj/eC4mJ6KnsH7IoBu2LuKkuzd3RmVumcn1p7AHf9RUiCDPkr7I3676JqTYOaspjd/DRClHzlEtL2ujW51fvElbbljPZmNWzGxT0Y31lQccfg5bccTK4h7yhcBO8pabutOFkYo4B7OJjE5n46DFFflQo+3pNmd7OJf9rg98VaXxVkW0a99PBNDOAD0A1n+dZg2+ymMldL5mOTx629SiCun25EMg8i2l5qgWGRhfbRvZ+wYjxdcwL2r1+7SejK1JUhhK4JaaI71sRudl232r5BqazcPhJpYoh2k8HyQPsAI/cxaUUP1ekTI65E2m/fiTN3GgYnw5wBLDywQldbWWCGJAUDV94xDkOa99NY3Ah/wW2zjhO/9ehHdiWBLW12IT36O9btNZ9yvm07s5whG4eWmpYiEaKYTPH+Kv4+JQw7IXpdaNjXn/4G9ZDOVaV+ONsIeD8p0EbGBEZEfwRpi1ZUvZN5Yqt2a0O6JEhpU3lKlUzUJtzeY+sZu9l2YAib/rda7wAr2tNcqa8mrT9adXjiT1bUrQMgBPwczECZWx/txnB0ZqnGxz/F8MgH61Ttfy6Rma6fyBPTDP2axqUpNeNwaozY/tQVyipcABRak3ptQNgMLscZTCX+JD2aazHSZVVLimSadyhVssi/9TjhBn6gTX4Fe+zLJR5to0nY9HNNSoAerKvMvww1uK/cd2H9Jw2mKjsyc+74RNTj8kylRpRJ54UvMVMfcpeOFet/aFQRUoiYcQTNav70ksS5KwsNhqMtA3yhgD\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"OpenAI o3\",\"url\":\"https://en.wikipedia.org/wiki/OpenAI_o3\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"METR\",\"url\":\"https://en.wikipedia.org/wiki/METR\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Daniel Kokotajlo (researcher)\",\"url\":\"https://en.wikipedia.org/wiki/Daniel_Kokotajlo_(researcher)\",\"encrypted_content\":\"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\",\"page_age\":null}],\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01SmmQePKY8AAE6zPcvx3TAg\"}},{\"type\":\"code_execution_tool_result\",\"tool_use_id\":\"srvtoolu_01SmmQePKY8AAE6zPcvx3TAg\",\"content\":{\"type\":\"encrypted_code_execution_result\",\"encrypted_stdout\":\"EssBCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDJbkPpO1vv6Wzk10WhoMfKfvPoFZQ5KyVobBIjAQqU32QpMC4sNV74vIMC76OqfJOf/r2mTxMD35GDnD4/4ElyXQYXefWQJoyAohpdMqT8x70IWEAI/y7+701m214sI3EgNi/4Tsg36Up/ILbl35GZIEk2Qzbf7W0Yid49SSJ/QaGgOgVPC5RsxbojHofcH2Lz+xfGTSpn45oVtoJGsYAw==\",\"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_01SmmQePKY8AAE6zPcvx3TAg/cell.py\\\", line 23, in <module>\\n    if x.get(\\\"type\\\")==\\\"web_search_result\\\":\\n       ^^^^^\\nAttributeError: 'str' object has no attribute 'get'\\n\",\"return_code\":1,\"content\":[]}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_015BzfgGYfQLWQPsh2dFNx4a\",\"name\":\"code_execution\",\"input\":{\"code\":\"def norm(r):\\n    if isinstance(r,str):\\n        try: r=json.loads(r)\\n        except Exception: return [{\\\"type\\\":\\\"raw\\\",\\\"content\\\":r[:300]}]\\n    if isinstance(r,dict): r=r.get(\\\"results\\\", r.get(\\\"content\\\", [r]))\\n    return r\\nres={}\\nfor q in qs:\\n    r = norm(await web_search({\\\"query\\\": q}))\\n    res[q]=r\\n    print(\\\"==\\\", q)\\n    for x in r[:6]:\\n        if isinstance(x,dict) and x.get(\\\"type\\\")==\\\"web_search_result\\\":\\n            print(\\\"-\\\", x[\\\"title\\\"][:90], \\\"|\\\", x[\\\"url\\\"][:110], \\\"|\\\", x.get(\\\"page_age\\\"))\\n        else:\\n            print(str(x)[:200])\\n\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01Qq8piiaBRFGs1XfQrMcpey\",\"name\":\"web_search\",\"input\":{\"query\":\"OpenAI automated AI research intern September 2026 status\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_015BzfgGYfQLWQPsh2dFNx4a\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01Qq8piiaBRFGs1XfQrMcpey\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"AI Self-Research Era Begins: OpenAI's AI Research Interns Officially Launch, Fulfilling Half of Sam Altman's Bold Promises\",\"url\":\"https://eu.36kr.com/en/p/3978922476125191\",\"encrypted_content\":\"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\",\"page_age\":\"63 days ago\"},{\"type\":\"web_search_result\",\"title\":\"OpenAI says it has built an 'automated research intern' to carry out menial tasks — and it's only just getting started\",\"url\":\"https://www.techradar.com/pro/openai-says-it-has-built-an-automated-research-intern-to-carry-out-menial-tasks-and-its-only-just-getting-started\",\"encrypted_content\":\"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\",\"page_age\":\"64 days ago\"},{\"type\":\"web_search_result\",\"title\":\"OpenAI Reaches Its Intern-level AI Researcher Goal - Dataconomy\",\"url\":\"https://dataconomy.com/2026/09/07/openai-automated-research-intern/\",\"encrypted_content\":\"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\",\"page_age\":\"67 days ago\"},{\"type\":\"web_search_result\",\"title\":\"OpenAI Says It Has an Automated Research Intern. Here Are the Numbers Behind the 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Paul 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Takeoff Forecast — AI 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Daniel Kokotajlo 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"International AI Safety Report 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Jack Clark’s Self-Improving AI Forecast Moves to 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI Futures Project Pulls Its ‘Intelligence Explosion’ Forecast Into 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Q1 2026 Timelines Update — LessWrong\",\"url\":\"https://www.lesswrong.com/posts/XLLjqMxETva3ABtsK/q1-2026-timelines-update\",\"encrypted_content\":\"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\",\"page_age\":\"225 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Q3.5 Timelines Update: Looks Like the Intelligence Explosion Will Happen in 2027 After 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Q2.5 2026 Timelines Update: Uplift and 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI 2027 authors now expect a superhuman AI researcher in 2027\",\"url\":\"https://cryptobriefing.com/ai-superhuman-researcher-2027/\",\"encrypted_content\":\"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\",\"page_age\":\"2 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Q1 2026 Timelines 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI Futures 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Are AI time-horizons (still) doubling every 7 months?\",\"url\":\"https://medium.com/@AIchats/are-ai-time-horizons-still-doubling-every-7-months-6262ed2bcc6a\",\"encrypted_content\":\"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\",\"page_age\":\"247 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Time Horizon 1.1 - 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"METR 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Two AI Metrics Diverged: Will it Make All the Difference?\",\"url\":\"https://arxiv.org/pdf/2607.00913\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"History Says Relax. AI Capability Curve Says Panic. One of Them Is Wrong - Economic Futurist Andrew Busch\",\"url\":\"https://andrewbusch.com/history-says-relax-ai-capability-curve-says-panic-one-of-them-is-wrong/\",\"encrypted_content\":\"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\",\"page_age\":\"252 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Measuring AI Ability to Complete Long Software Tasks\",\"url\":\"https://arxiv.org/pdf/2503.14499\",\"encrypted_content\":\"ErANCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDEmngo8g0gmTucNb6RoMr3eYHUwQ9ZchMbF1IjACvXBTHaOV4ofW6YFYntykz87AA4uoOSgk/aTHjBEYAz70ip1UZbncbIAPWnYtBzYqswzdfl43L2uSv2BdgIt0NSuU7I9Cmt46a9X4Hl98JfeiDCjMUCPEmGhh442aOqMMfddbzzXY26Pv6574st07UKBCcP7fOPuBF9YEGj9DuAGPREwExW8hjRap8twyOoStVmqrv5eDYtHVeTiu7BD/kldyIqvrsMEJaOVSxurALl28WXocGIetS0pTeiqSZC1EwkSzMq/oolnb/zXopqPof59QdlIcXFzLKs8o10VcsoHa/AAgjadKBMF/rG+l726d+nMn5Pns6cOozCkbtU2bXGURFG+ar7Lmy3c3xomT64dMwZsHINxPR047X+vaDY8PKvHN6K6LNmV4Md7vyMFEn6iENq5d3BRvkftpsJbeZkQfbqrA0A9UYJlSRKwEllNrvXhBjGDA/1265vwn69k1prB1mjO+VzEobjiwhMlMiYj1X2jdK6bQI8x8aa/HqddRjrgncjZf4nZOeUPyUODp0aavLALU6is5Mn90xi0xYk3EFqp4s/dN+VnH0x+gqLFdVnctjo6Hk6mLrDlg6cL+bgVv85ntjZvMpTF04wFFGw659CFK0Vo5xDFeW5lcMhfSpMbKP1diSDHyfJn5swOjfY8gd6MnD+iGl3D7tlDbJMq/otVW8GmoS7l+5c6mtUFaVEk9+/4tdiMspFRVhq2FUmQyJFW7Ev/du5AgQG0RJr3Obz5gnXoCLeI7nJZGV4VQ2/ZkKx80S7mFe1pF2cV/ECY5/DKOTN3hI6w2w+U0rJNVDeWu5Sj2LaTsblCgVg0DQ3hm02Ck7LDlLZcJUIbPrD9DflbDWUfocYg6F4hQae7ccXdWoXDYiZkavtJghEvedAREwGYmDpOtPeTMNpJF7bCMUAmsAQAXEGZXjbo+CntICKcN0u4ldAzMA2Ug8/ILavSdyLBvPkYDp3emQUEagUytL18wRU5P0Jdl2S4adwiTjWcKYdNEop9cqZ2HHuiC0UxsjjPtYNEG511hJVUlUiRHzgRtGTcm1dD0XTikc8m1dsa/PIWbm/fgWnSLtjA0Uwpz+/IrksbEdUsnwD/4kcDb+HDKf9ixpmWkNHGL+MBttJMplnVON/LcSFlwmVdCy8vGyLRJQeXPSOxonvBaHNeu/yaq1HglY7wtqXXaNSXq3Sq0QE5b1wi2jRGZUBzP0QUro2qsvLrS9Z2W/7dxEjeNR+hIsaKBw4zk1+MQfPaQDGxvl7BqNMAlJ9S+y/YYsADgqdx1++i5K3pGJoFFNwlHgTLQTBeNUDWTZjzMV2F4Rokrt+jRsee90CvwCKTfO9TW7ZOYVndr9Fn+tJBzdvc4ChnIdlJ5kbrWcIuLX8Lka/tlDwDp6yLrsPUQXBayC5Jp0WBje/P2FuPimHpPV/4XLb3KYtwktdURkHe8qMBIvYsceVq64xwdyNSu4g5DbioraeHhabRisItRdMLBL4KgUlAxCjPqscQgPzpUzzbFreZb+GmP4AvyhMrekjGPEdhbeocByyltBaG9dL+s42ZtsTNbL81ynvJ5TcMqdyzHAONSsuj+n7VjCjd24BDoAqf/nXQ2U3bdfmitdo97K1nIGDTS3iano0mysh8uXEdfZF5Fm+NlKmiOYhe7yf9v28fnVUoc6Sh/dRU4vH0iUFz3HWaMa2aC40OPUOB/trIaIByGwf6/Yfm5xdW/7GX8t+dm21o+nCjkbt9PlKZyMDkMBGwbzMWaI8VDp3byETtHZdrLRUDO9PGyghOkjCryNCStJEsFsScJe8E5HnaWnzSLa5YUK+lWCCbCUwAPJGx15E4qeZB/vBitbPPD0H2wzCQhKUHYIHOPMY0vO8Fgf9+L4ehZrdhQHPUw81XUKenKF0kJ4CnMxfhExVU7MLaWrIOQtnfLLWub2Bdu7ISHPjm0Uk0x/0pWDwkNLTgQBGRPOUDWMddaL8IXjFglzgmEH1na4rgishj7CxcpX8oOMulEuuLEiO459qty1U584l8wfTyFOCkf0JGx2kq+9sJR4u8HW3Jna9h0AF/8k0CaFZem7k28jKtSswOyXJJRvnlo4BIy5//ugET3AF9cbn8kbuYXhSU9M/JigXZ6Z+uUm4123tr0biImxmEt+NEUWMqKvFLJ1W4AkNWSHCFiF7RyChGDAHMYAw==\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"METR time horizon doubles every 4 months — AI 2027 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ago\"},{\"type\":\"web_search_result\",\"title\":\"METR\",\"url\":\"https://en.wikipedia.org/wiki/METR\",\"encrypted_content\":\"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\",\"page_age\":null}],\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_015BzfgGYfQLWQPsh2dFNx4a\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01LFFNehLzs4HkWnng3UJ71k\",\"name\":\"web_search\",\"input\":{\"query\":\"Anthropic 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"When AI builds itself \\\\ Anthropic\",\"url\":\"https://www.anthropic.com/institute/recursive-self-improvement\",\"encrypted_content\":\"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\",\"page_age\":\"7 days ago\"},{\"type\":\"web_search_result\",\"title\":\"[New incident]: Anthropic says Claude now leads 26% of its AI R&D as it tracks progress toward recursive self-improvement · Issue #27 · DevDevvy/ai-incident-atlas · GitHub\",\"url\":\"https://github.com/DevDevvy/ai-incident-atlas/issues/27\",\"encrypted_content\":\"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\",\"page_age\":\"55 days ago\"},{\"type\":\"web_search_result\",\"title\":\"How Close Is Recursive Self-Improvement?\",\"url\":\"https://forecastingresearch.substack.com/p/how-close-is-recursive-self-improvement\",\"encrypted_content\":\"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\",\"page_age\":\"3 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Recursive Harness Self-Improvement\",\"url\":\"https://arxiv.org/pdf/2607.15524\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"The Economics of Recursive Self-Improvement\",\"url\":\"https://arxiv.org/pdf/2609.15802\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Anthropic's Bombshell: Claude Writes 80% of Its Own Code — Full Technical Analysis of Recursive Self-Improvement and the Global AI Pause Proposal\",\"url\":\"https://themenonlab.blog/blog/anthropic-recursive-self-improvement-ai-builds-itself-june-2026/\",\"encrypted_content\":\"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\",\"page_age\":\"159 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Frontis-MA1: Training an AI4AI Model towards Recursive Self-Improvement in Machine Learning 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"What the hell happened with AGI timelines in 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Date of Artificial General 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We built FutureEval to track this: a live benchmark with human baselines and bot tournaments measuring AI forecasting against reality.\\\" / 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Introducing FutureEval, our new home for AI 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AGI Timeline 2026: Predictions, Problems, and What 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AGI Timeline: Metaculus, Polymarket & Kalshi Odds (November 2026) - 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Does AI speed up 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Verifying Restrictions on Frontier AI 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2027 in 2026: One Year Left for Humanity? - Apolo.us\",\"url\":\"https://www.apolo.us/blog-posts/ai-2027-in-2026-one-year-left-for-humanity\",\"encrypted_content\":\"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\",\"page_age\":\"140 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Preparing for the Intelligence 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Will Compute Bottlenecks Prevent an Intelligence 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"What Happens When AI Starts Building AI? 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"FARS: A Fully Automated Research System Deployed at 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