Step 9: assistant

thinking

Calls code_execution

{
  "code": "import json\nfor q in [\"AI progress slowing 2026 scaling plateau evidence\",\"METR time horizon doubling 2026 latest\",\"automated AI R&D forecast slowdown compute constraints 2028\"]:\n    r=await web_search({\"query\":q})\n    for x in r[:5]:\n        print(x.get('title'),'|',x.get('url'),'|',x.get('page_age'))\n        print(x.get('content','')[:300].replace('\\n',' '))\n    print('---')"
}

Calls web_search

{
  "query": "AI progress slowing 2026 scaling plateau evidence"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01JEPY6VP9YS28RwAU46zNZc"
  },
  "content": [
    {
      "url": "https://aleximas.substack.com/p/are-we-approaching-an-intelligence",
      "type": "web_search_result",
      "title": "Are we approaching an intelligence explosion?",
      "page_age": "0 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2602.21012",
      "type": "web_search_result",
      "title": "International AI Safety Report 2026",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2602.02595",
      "type": "web_search_result",
      "title": "To Defend Against Cyber Attacks, We Must Teach AI Agents to Hack",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2602.04836",
      "type": "web_search_result",
      "title": "Are AI Capabilities Increasing Exponentially? A Competing Hypothesis",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://blog.aifutures.org/p/q35-timelines-update-looks-like-the",
      "type": "web_search_result",
      "title": "Q3.5 Timelines Update: Looks Like the Intelligence Explosion Will Happen in 2027 After All",
      "page_age": "1 days ago",
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    },
    {
      "url": "https://sherafy.com/why-ai-companies-slowing-down/",
      "type": "web_search_result",
      "title": "Why Are AI Companies Slowing Down? Did AI Hit a Wall?",
      "page_age": "59 days ago",
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    },
    {
      "url": "https://80000hours.org/ai/guide/when-will-agi-arrive/",
      "type": "web_search_result",
      "title": "Will we have AGI by 2030?",
      "page_age": "18 days ago",
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    },
    {
      "url": "https://thenextweb.com/news/stanford-ai100-report-2026-ai-goes-mainstream",
      "type": "web_search_result",
      "title": "Stanford’s 100-year AI study says scaling is running out of road",
      "page_age": "3 days ago",
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    },
    {
      "url": "https://aiclaudius.com/article/has-ai-hit-a-wall-scaling-plateau-myth-examined-2026-09-26",
      "type": "web_search_result",
      "title": "Has AI Hit a Wall? The Scaling Plateau Claim, Examined",
      "page_age": "48 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01RvgTkt6HBdqzCUrRTC2SZE"
}

code_execution_tool_result

{
  "type": "code_execution_tool_result",
  "content": {
    "type": "encrypted_code_execution_result",
    "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_01JEPY6VP9YS28RwAU46zNZc/cell.py\", line 12, in <module>\n    print(x.get('title'),'|',x.get('url'),'|',x.get('page_age'))\n          ^^^^^\nAttributeError: 'str' object has no attribute 'get'\n",
    "content": [],
    "return_code": 1,
    "encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDCY6v+pbmi4+4TgMGBoM7GCSE4tEs8gAycT0IjCClhD9TkL8RpngOYAut62ci8daxT5Wa8fvLzb/2sBetl8hBRmouuKn/oUmDpoDOKYqEtQeSmWIhLMolIFnr5vVOtwdJxgD"
  },
  "tool_use_id": "srvtoolu_01JEPY6VP9YS28RwAU46zNZc"
}

Calls code_execution

{
  "code": "for q in [\"AI progress slowing 2026 scaling plateau evidence\",\"METR time horizon doubling 2026 latest\",\"automated AI R&D forecast slowdown compute constraints 2028\"]:\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'),'|',x.get('page_age'))\n            print(str(x.get('content',''))[:300].replace('\\n',' '))\n        else: print(str(x)[:300])\n    print('---')"
}

Calls web_search

{
  "query": "AI progress slowing 2026 scaling plateau evidence"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_016m89Q7286WBceTcPofgHR7"
  },
  "content": [
    {
      "url": "https://aleximas.substack.com/p/are-we-approaching-an-intelligence",
      "type": "web_search_result",
      "title": "Are we approaching an intelligence explosion?",
      "page_age": "0 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2602.21012",
      "type": "web_search_result",
      "title": "International AI Safety Report 2026",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2602.02595",
      "type": "web_search_result",
      "title": "To Defend Against Cyber Attacks, We Must Teach AI Agents to Hack",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2602.04836",
      "type": "web_search_result",
      "title": "Are AI Capabilities Increasing Exponentially? A Competing Hypothesis",
      "page_age": null,
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    {
      "url": "https://blog.aifutures.org/p/q35-timelines-update-looks-like-the",
      "type": "web_search_result",
      "title": "Q3.5 Timelines Update: Looks Like the Intelligence Explosion Will Happen in 2027 After All",
      "page_age": "1 days ago",
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    {
      "url": "https://sherafy.com/why-ai-companies-slowing-down/",
      "type": "web_search_result",
      "title": "Why Are AI Companies Slowing Down? Did AI Hit a Wall?",
      "page_age": "59 days ago",
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    {
      "url": "https://80000hours.org/ai/guide/when-will-agi-arrive/",
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      "title": "Will we have AGI by 2030?",
      "page_age": "18 days ago",
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    },
    {
      "url": "https://thenextweb.com/news/stanford-ai100-report-2026-ai-goes-mainstream",
      "type": "web_search_result",
      "title": "Stanford’s 100-year AI study says scaling is running out of road",
      "page_age": "3 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://aiclaudius.com/article/has-ai-hit-a-wall-scaling-plateau-myth-examined-2026-09-26",
      "type": "web_search_result",
      "title": "Has AI Hit a Wall? The Scaling Plateau Claim, Examined",
      "page_age": "48 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01G2hsZYVMBJvV9gHxieRX4o"
}

Calls web_search

{
  "query": "METR time horizon doubling 2026 latest"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_016m89Q7286WBceTcPofgHR7"
  },
  "content": [
    {
      "url": "https://www.lesswrong.com/posts/EYb2K9acKfyG2bome/metr-time-horizons-now-10x-year",
      "type": "web_search_result",
      "title": "METR Time Horizons: Now 10x/Year — LessWrong",
      "page_age": "274 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://metr.org/blog/2026-01-29-time-horizon-1-1/",
      "type": "web_search_result",
      "title": "Time Horizon 1.1 - METR",
      "page_age": "289 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://en.wikipedia.org/wiki/METR",
      "type": "web_search_result",
      "title": "METR",
      "page_age": null,
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    {
      "url": "https://andrewbusch.com/history-says-relax-ai-capability-curve-says-panic-one-of-them-is-wrong/",
      "type": "web_search_result",
      "title": "History Says Relax. AI Capability Curve Says Panic. One of Them Is Wrong - Economic Futurist Andrew Busch",
      "page_age": "252 days ago",
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    {
      "url": "https://www.aitimeline.dev/en/events/evt-0368/",
      "type": "web_search_result",
      "title": "METR revises the horizon doubling to 89 days · AI Evolution Atlas",
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    },
    {
      "url": "https://ai2027-tracker.com/predictions/metr-doubling/",
      "type": "web_search_result",
      "title": "METR time horizon doubles every 4 months — AI 2027 Tracker",
      "page_age": "7 days ago",
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    {
      "url": "https://agitracker.io/blog/metr-time-horizons-2026/",
      "type": "web_search_result",
      "title": "The 10x-a-year clock: what METR's AI time horizons really show",
      "page_age": "52 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://oxagen.sh/blog/the-agent-time-horizon-is-doubling",
      "type": "web_search_result",
      "title": "The agent time horizon is doubling · Oxagen Research",
      "page_age": "59 days ago",
      "encrypted_content": "EqANCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDOMbPNqpghdm90Io7BoMcjLos4z7P46AHeCmIjCg2GSspYlD7hoeuZUJLqytHevJJPkMOInmTzm2c+Vv3O3O4HqGCKj6gDnok8Ygg3gqowxrtEA/16tFK0Xq9XuWHqHHnTSWXVehmgBEx6ov42cxVA1w5KL5LhlMCE82C0Hqxxldu04xR6LJVlfBiEuzVC6lTfQ6ma2nJMN8GTEgNykiTjobvpE+Df7K5teXFuyW8MGAWf8OqedAFw4pCR7qqWwdRqEPbu9MaSojmSlX18ekLXTDHZ1NnvgSnSz3UmLHqFrCBxFQE52q4vW05MtQ8blE1BrB5lBrXhwjLPwwRa83aFhQzo/Uj2cjTC8gSZBkj1mQpZWcXkwaRP33FLUCk2irm5cU8M3EXgpgoZfPI2OzZbpPHTJXRhjNw9421nwSsVFD4rdZ8VLE5tv9o/qncBC9bdcctuMlB803v3Bo6GcD5Pbk5I67oA4NmubmOQWBTZhVKLHj5XbTejmyVC5qzY+nwYF0O0E+LVS5TF7c5bmWTTW7vNx6DuGj4NTkpNeyHy7VLZnhzXP5XVETMC264ooeE0+d2QydZQZtCs8iNQnWSvU2UpH+7th3siyUNRb1epGtDmEgXaYMiS60SG+KAJ5YGn8d1+rCTjAT/2W+Vbc5jdsiXYcODjHBS66vsdzWxGQciBJgTiirntmZXK04+g6zcIZK2RdghWdtMuIX7Ky0HKj+lPO9Nkf1Zg2kGLgnyw9vA2+fGfzXGffYgfQrmFkT5/WiPIIO7S/i7pznlroJFJ59Kz6zVZmpQgPrcv9ssRpzmYxclBw717r63A+GhobMCC+btM7AfQnzfhwJLmsRQ2d13HpTMvb1JBCERCpcUiGYvopfFBIxHqjeyA8C2UeK2OYwbbxOdbxH5eMF/WKVriSXTCprV1pRbq8JfHVv9uMnppzMnSKHQaNEF3C/tp633Hb3pzmzI6hd6VPP3cjKaM1NfT22JphbslGX+VIZuEG6lIu8F1zysxxTZ8QzbFw+LxYhlEkhxe2g/QThAoL2F8jCd3PPLt0rtX3idJ/kaCt4z0LeJwxc2xigHWOb1t2H7ajYIBb+QUgjv5o1Og1oR4siNStEnyURzrl8C9EjSxVbMo/QBcDdoom08Bf0kHg0fWgLd4R+PFJagXrVEZoChlPjcrGU17oydIFQzKezK3E7cbIT0CdaZ14Av/RAAPlupQwi44epcwoJH+UpRznnxsUiiZLsxJV3ouwgEivO5vIiTTDIiXwZ1rwSXmHMYK2EVDgaaUgfl3+1h6KL5Yuzd6sCUBR0igNTvlAqtJtSUwngIhvu/TjAyruP+7gKgOeTLRUtZ1VIQSVeOtQc8SymV8brxPj7cPAWR5IIT3EJ5WoLo5k/YCssaAWlD4EYf7Rp2e9WUlLT5ZtTTYZOd/AxCj8/J6bGDyORGgGPw2r72I5f4azAwWIOkZ1LKH6faPYunWfaSOhDgwZBzTZGPThui/nBnpdiZoN1NId/3U5rSsoC1GzemD1MdfZ7C4pC6Ve3gvcKiup7s/sBQIX6Yfk8lG2r97iPkaTiIRhnvRXzQ9fld2GNI2fNvPPA4qS14qErJC3n9lHSvu87XGwZcmWxFUfsbZYiASnmge2EXEeOYRMvSUYmJBR1aPdz8yKvcLiZoootNyXjbyQfu//UnV74GYagEYOmLUCzzJz5bYDfvtNHzTQYx/TBoIqY/M9AHoZDrGI7lqunJG4vxw/EYDFUz+5J6uganRVZ0kkR1MvX7S/5Nekg8f9N9eOddsZs+tKoEwyFYFhT/skD+chjlMcAhSMuZYq2VEJKOqcKPZGoXcY0/TmhZjWQ/nqEB1yNhjHxqSbpqdJr6XrWwiT8+genssYCPPEP9ttPJWHEHuFFiO5F1/wj/obv0wgOroH3CFLCz80h/C4Sr2TFL0TD+0QhZPjCBMRPUKOVVPbqponief/QrddDqcsWcL8aEiwsxUvx1vufiStH0MFFSuyJbuFsfwBXlB0v0F5qf0Ff/oSJNs760vfYqRewYzazb1VXg9IHFhKIXmt3j+nvnzUhR4OtLfEevlAvxxpc+heJIDvJ1Yc2KKyz1MMpSZXGd+gGwU9ad2rB8eYal2VmOyJimG7ZwZiVcQmrHh4UD1mp/BvJoglEEczU3zYGlplUamFnKRDwXTcDPiILTLzwjWcjdn/dVXBEnhgD"
    },
    {
      "url": "https://iqmetrics.org/news/metr-time-horizon-explained-the-latest-numbers-and-why-it-is-not-an-iq/",
      "type": "web_search_result",
      "title": "METR Time Horizon: Latest Numbers Explained",
      "page_age": "22 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_014RvzHhZCmmCuh6aSieFk5z"
}

Calls web_search

{
  "query": "automated AI R&D forecast slowdown compute constraints 2028"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_016m89Q7286WBceTcPofgHR7"
  },
  "content": [
    {
      "url": "https://blog.aifutures.org/p/grading-ai-2027s-2025-predictions",
      "type": "web_search_result",
      "title": "Grading AI 2027’s 2025 Predictions",
      "page_age": "91 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.lesswrong.com/posts/ggqSg7bSLChanfunf/forecasting-time-to-automated-superhuman-coders-ai-2027",
      "type": "web_search_result",
      "title": "Forecasting time to automated superhuman coders [AI 2027 Timelines Forecast] — LessWrong",
      "page_age": "582 days ago",
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    },
    {
      "url": "https://arxiv.org/pdf/2609.36054",
      "type": "web_search_result",
      "title": "What if automating AI R&D triggers an intelligence explosion? Alan Chan* GovAI",
      "page_age": "46 days ago",
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    },
    {
      "url": "https://predictably.substack.com/p/ai-capabilities-forecasts",
      "type": "web_search_result",
      "title": "AI Capabilities Forecasts - by Jeff Mohl - Predictably",
      "page_age": "318 days ago",
      "encrypted_content": "EuUNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDHpj2l74MwKDiGy1TBoMMuimXaDic4OQu7FlIjDZ0xWp7GfjaQ8spfuqp/5OOnmdpE9m+t7rSg0SY9Jo5OGmlYZ/wp0srcQlNGX1UwQq6AyBXrxG7T2AecthHBgJkyfwNXT9r6gSqbeva5F7qgavT+Uj8dpwIkMntxPZG/UCc90WaBDtX/iR1PM+amuUDTbHzyooAgP9epXFg7Qv2VUsa7Lt5b3c+Uem6UibCcxIMN4qacigQeFAoW44QAnczi6b8KeHJmIMIHnbnCCHcRFhFDy5feX3hG1U+xc57OurfzaqveTarWVAqv1dGaKkOYj96PkX8cPwwI1rvS5QUqtuDLIDxNatujsXcdVdPHRKBwf/Em/ETylStTo964btA5qOUcOQxHQanOk9uD6AiKf5hl94icIaBNrFsKZbXUGoFtk8inBblygynzKxoC9Mj9zLSpNiltK7AobO/s93bS2GH53SBh9kneq2w7jlRPfeUX46cBgaeoEYfAKm8LrM7TX5xUZ509MNinajkSRGIYXqR9QMaqzeL8IcZzM3mFDuwQSvhjDQM4F7sdhUU0Ut3sTqr+HKMUKnKG0cGdQAmCyUxKZ+4VY+Fia3F+XshgQ0fhmdYTdfcS+s5lYmH+ezSvDl2SUg8Q9PdHORH1NyC8FJ5m+GIqDzITy1b6l1OYKsi/ZDY37TtYP6bal7bknxM99DApRmOpgjd6a6tK06874Z2G+nNfOcSRZxOaUaVgYxwgZBque3cFy+08O4CDS7uOvCUZcfD8QqsGtNAP4pA/Vh22RCYREkC5XJSUC5qwbU0EtDEWsoZC/GSPXEGas5JsRObmeQpZT3e+ApZrs335Uo4l3rcTbSDZTXLL2Fhg8c9er9P9xsr+Qy7SOi+bK0nUMqGEuywX41WsMwYWyV3GWrQS3Nita8RUxF5GY7fJXEjdQzgJ62wYf2mFHutwzfNU/NnQUgC2uRYFUZSKGI5I57SqPqKysSoDs64yVNXvpTmNfBoaQhJtUJNivJkSUeUm+7vY6JkmF0+gwP+aDO0Wdq8z6AUyXUIDpMGxuE5LBTis2AaZSNTimGId1/IRfqbnHM7VRx+UcPwcfv3DKEg1epdvYrw+gDs/Bw9U0HSFaV6h5FtralxhrnW82IP2s/2xRY1o//ba8/M0Y4kaBTs7w7IeI6g/UiTar/MxN7R1f26vs/FnvUzPCpbvHLC/Eo96BuCawWz2Ks4+BNp9dJ+pswxfOVdf3NJTX0qZnZHOQZB4gvhEXnIApFbAZiBBD29mM/gHFf2KTq9J0gCVKqVRVaGMagNj+ZxzY5nrQI3e1y0w+cFBN1T4t7+GV1T++PGBsUVwtL3z+7t9fBfNxJWguOEf2bCuPDAkPun+nGtfJQ6qP3FCQQYRfGct1W4+wOSXSEfq62Jef9vC3OEDu13E/TnlWzz3sniCSYgGHAM3pXCCYDpUJgQHEtyocPcunqGnjGNFZku94VvgmxkxXn90hcMHz7k6x9U4fJiqIF4PfK4yiUDogj4Gz/3WHQ334UnNZIePwklUI9y05Fl/zpJ5XKqppHHmbqglAZ/B5YEK2YhNN4c5UwQxsLK7o7XgR0w29PlqbkgfesNuRGY9zOxfcLy8F/NsrrFrNAoL2EXqbgAhNXMkOYJM7Eq9XCR4NHP7U0Bj8J4HcaksQnE806kVXS1m7TNTIcar881VVrQMkJjViFSCtCGo0DtJJwtUadsgODpulapUId8MWdBGjHfsPRLcjXBENQKwFK4x50AuBe1TDDHUILJJ891qYjq9h8YwJZU7e49QC4sbrKFsrfAcryrrmFrrZpXQj4wZ2to3E0iTxe4WLMMuxHZVN3KNCOpDj6Pnom2dLwEz9fWKfJ3T5gvWKOU4IDVu4ap7OEZC6gB7bUGxJOkaT4Y6wi9VO3KxcbcBhn6df7Utgt8y5Sf0LuSJbKHmc9thOzvWCxb8cAO8nUp9ypSW5OtenF9rrbsiz8dZuZCypHlwy8v+L/VKn8i6SV8jTyIgsS/peE3m76vv9i+7Jw0xWXJ4Fq/GyenLXM6Lr5fOXp7KTLqVcluMWP63gqTTkR5TpzvEm891ahFGLPmUVIKGFUrtZecwaVmipQ6Npws3LKm4M8i2jY/C6w4fEZmm2PZJgvTYKPa0WU2o0tNBTLEv2HW4Dfhs4aqLi1Eoym9ydYC9F68BVCg4Jcdy0P5mLQVR3NA3lZjW2dw9+1JiNXX2yDk88oWJOTRZHaKQTS+COKhcbBWfmWuDnSYvzWul9mv8Whx9bLpnU7L/0+L1PhWQCfHxgD"
    },
    {
      "url": "https://www.rdworldonline.com/why-some-ai-labs-now-want-to-slow-down-changes-in-model-training-have-led-to-rapid-gains/",
      "type": "web_search_result",
      "title": "Why some AI labs now want to slow down: Changes in model training have led to rapid gains",
      "page_age": "45 days ago",
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    },
    {
      "url": "https://hackmd.io/@patrickg/rJug0QeYzg",
      "type": "web_search_result",
      "title": "AI Recursive Self-Improvement Forecast - HackMD",
      "page_age": null,
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      "url": "https://arxiv.org/pdf/2511.19492",
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    {
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}

code_execution_tool_result

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    "type": "encrypted_code_execution_result",
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    "return_code": 0,
    "encrypted_stdout": "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"
  },
  "tool_use_id": "srvtoolu_016m89Q7286WBceTcPofgHR7"
}

thinking

Calls code_execution

{
  "code": "for q in [\"aleximas are we approaching an intelligence explosion\"]:\n    r=await web_search({\"query\":q})\n    for x in r[:2]:\n        if isinstance(x,dict) and 'aleximas' in x.get('url',''):\n            c=x.get('content','')\n            i=c.find('rate of progress is slowing')\n            print(c[max(0,i-1500):i+1500])"
}

Calls web_search

{
  "query": "aleximas are we approaching an intelligence explosion"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01NdEgxFnFgizEv9eBBUQ44z"
  },
  "content": [
    {
      "url": "https://aleximas.substack.com/p/are-we-approaching-an-intelligence",
      "type": "web_search_result",
      "title": "Are we approaching an intelligence explosion?",
      "page_age": "0 days ago",
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    },
    {
      "url": "https://marginalrevolution.com/marginalrevolution/2026/11/are-we-witnessing-an-intelligence-explosion.html",
      "type": "web_search_result",
      "title": "Are we witnessing an intelligence explosion? - Marginal REVOLUTION",
      "page_age": "0 days ago",
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    },
    {
      "url": "https://futureoflife.org/ai/are-we-close-to-an-intelligence-explosion/",
      "type": "web_search_result",
      "title": "Are we close to an intelligence explosion? - Future of Life Institute",
      "page_age": "520 days ago",
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    },
    {
      "url": "https://mindmeandering.substack.com/p/its-time-to-plan-for-an-intelligence",
      "type": "web_search_result",
      "title": "It’s Time to Plan for an Intelligence Explosion",
      "page_age": "1 days ago",
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    },
    {
      "url": "https://www.noahpinion.blog/p/wheres-the-intelligence-explosion",
      "type": "web_search_result",
      "title": "Where’s the “intelligence explosion”? - by Ramez Naam",
      "page_age": "47 days ago",
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    },
    {
      "url": "https://p3humansonai.substack.com/p/humans-on-ai-70-november-13-2026",
      "type": "web_search_result",
      "title": "Humans on AI #70 || November 13, 2026 - by Peli Grietzer",
      "page_age": "0 days ago",
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    },
    {
      "url": "https://ar5iv.arxiv.org/html/1202.6177",
      "type": "web_search_result",
      "title": "Can Intelligence Explode?",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01CQtXasURr6J8ZfTAYLmc7B"
}

code_execution_tool_result

{
  "type": "code_execution_tool_result",
  "content": {
    "type": "encrypted_code_execution_result",
    "stderr": "",
    "content": [],
    "return_code": 0,
    "encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDJYnyCxHNJyBpVEhNRoMckUxFPfN4c6egzReIjDhMLSuJUKKXzvpVeML39McTU0VYPK5du0jbp9SEgxZswO+29gL0wdQYnmtNROZfKMqEgq1HMsJVzj1sXOQNPSsVVkZSRgD"
  },
  "tool_use_id": "srvtoolu_01NdEgxFnFgizEv9eBBUQ44z"
}

Calls read_page

{
  "url": "https://aleximas.substack.com/p/are-we-approaching-an-intelligence",
  "max_chars": 7000
}