Run step
Step 3: assistant
thinking
Calls code_execution
{
"code": "r=await web_search({\"query\":\"Ought factored cognition experiments results lessons decomposition hard\"})\nfor x in r[:5]: print(x['title'],x['url'],x['content'][:500].replace('\\n',' '),'\\n')\nr=await web_search({\"query\":\"Recursively summarizing books with human feedback decomposition supervision efficiency\"})\nfor x in r[:3]: print(x['title'],x['url'],x['content'][:400].replace('\\n',' '),'\\n')"
}Calls web_search
{
"query": "Ought factored cognition experiments results lessons decomposition hard"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01DYDrxxRSpgzPukuXUMwUqg"
},
"content": [
{
"url": "https://www.lesswrong.com/posts/GbNB5a42i2hr6KMSK/the-stack-overflow-of-factored-cognition",
"type": "web_search_result",
"title": "The Stack Overflow of Factored Cognition — LessWrong",
"page_age": "2763 days ago",
"encrypted_content": "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"
},
{
"url": "https://ought.org/updates/2018-12-31-progress-update",
"type": "web_search_result",
"title": "Progress Update Winter 2018",
"page_age": "2875 days ago",
"encrypted_content": "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"
},
{
"url": "https://ought.org/presentations/factored-cognition-2018-05",
"type": "web_search_result",
"title": "Factored Cognition (May 2018)",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2512.14745",
"type": "web_search_result",
"title": "Factor(U,T): Controlling Untrusted AI by Monitoring their Plans",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/tgLmDjKRXaX3dokrC/factored-cognition-strengthens-monitoring-and-thwarts",
"type": "web_search_result",
"title": "Factored Cognition Strengthens Monitoring and Thwarts Attacks — LessWrong",
"page_age": "513 days ago",
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"url": "https://web3.arxiv.org/pdf/2512.02157",
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"url": "https://self.md/people/andreas-stuhlmuller-factored-cognition",
"type": "web_search_result",
"title": "Andreas Stuhlmuller's Factored Cognition",
"page_age": "32 days ago",
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}
],
"tool_use_id": "srvtoolu_01MPCjEktLbYUjHQgSKeviaL"
}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_01DYDrxxRSpgzPukuXUMwUqg/cell.py\", line 9, in <module>\n for x in r[:5]: print(x['title'],x['url'],x['content'][:500].replace('\\n',' '),'\\n')\n ~^^^^^^^^^\nTypeError: string indices must be integers, not 'str'\n",
"content": [],
"return_code": 1,
"encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDDf4hAiGaA4rWgatdxoMPbykIBWygb1f6Fp7IjC8E/ip6+Bal07fhfxfo+iVpuf3h9+ZYltwJvKH01IKQz+jrZ14Q8PAMM8WPXltzWIqEoaKAy1ibnfE/om+iyAU7orBoxgD"
},
"tool_use_id": "srvtoolu_01DYDrxxRSpgzPukuXUMwUqg"
}Calls code_execution
{
"code": "import json\nfor q in [\"Ought factored cognition experiments results lessons\",\"Recursively summarizing books with human feedback decomposition\"]:\n r=await web_search({\"query\":q})\n if isinstance(r,str): r=json.loads(r)\n for x in r[:4]: print(x.get('title'),x.get('url'),str(x.get('content'))[:400].replace('\\n',' '),'\\n')"
}Calls web_search
{
"query": "Ought factored cognition experiments results lessons"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01KSGTDdFR6W2QGwDgC4bY9h"
},
"content": [
{
"url": "https://www.lesswrong.com/posts/pH3eKEAEupx8c2ep9/update-on-ought-s-experiments-on-factored-evaluation-of",
"type": "web_search_result",
"title": "Update on Ought's experiments on factored evaluation of arguments — LessWrong",
"page_age": "2497 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.alignmentforum.org/posts/pH3eKEAEupx8c2ep9/update-on-ought-s-experiments-on-factored-evaluation-of",
"type": "web_search_result",
"title": "Update on Ought's experiments on factored evaluation of arguments — AI Alignment Forum",
"page_age": "2497 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/GbNB5a42i2hr6KMSK/the-stack-overflow-of-factored-cognition",
"type": "web_search_result",
"title": "The Stack Overflow of Factored Cognition — LessWrong",
"page_age": "2763 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/cZqPGDxbJcbShGwDn/an-86-improving-debate-and-factored-cognition-through-human",
"type": "web_search_result",
"title": "[AN #86]: Improving debate and factored cognition through human experiments — LessWrong",
"page_age": "2466 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/tgLmDjKRXaX3dokrC/factored-cognition-strengthens-monitoring-and-thwarts",
"type": "web_search_result",
"title": "Factored Cognition Strengthens Monitoring and Thwarts Attacks — LessWrong",
"page_age": "513 days ago",
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{
"url": "https://daily.dev/posts/a-preliminary-exploration-into-factored-cognition-with-language-models-rvmkn1l3x",
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"title": "A Preliminary Exploration into Factored Cognition with Language Models",
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],
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{
"query": "Recursively summarizing books with human feedback decomposition"
}web_search_tool_result
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},
"content": [
{
"url": "https://www.alphaxiv.org/abs/2109.10862",
"type": "web_search_result",
"title": "Recursively Summarizing Books with Human Feedback",
"page_age": "1874 days ago",
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},
{
"url": "https://arxiv.org/html/2109.10862v2",
"type": "web_search_result",
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"page_age": "1874 days ago",
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},
{
"url": "https://www.semanticscholar.org/paper/Recursively-Summarizing-Books-with-Human-Feedback-Wu-Ouyang/a6fdb277d0a4b09899f802bda3359f5c2021a156",
"type": "web_search_result",
"title": "[PDF] Recursively Summarizing Books with Human Feedback",
"page_age": "1879 days ago",
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{
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"type": "web_search_result",
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"url": "https://arxiv.org/abs/2109.10862",
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"title": "[2109.10862] Recursively Summarizing Books with Human Feedback",
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}
],
"tool_use_id": "srvtoolu_01EJY98kXf48AmGhxbzGAjBs"
}code_execution_tool_result
{
"type": "code_execution_tool_result",
"content": {
"type": "encrypted_code_execution_result",
"stderr": "",
"content": [],
"return_code": 0,
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},
"tool_use_id": "srvtoolu_01KSGTDdFR6W2QGwDgC4bY9h"
}thinking
Calls add_argument
{
"name": "The argument from the algorithmic-task experiments",
"stance": "for",
"claim_id": "a4bfe1a1-0d33-4876-b6ab-40989cb38bac",
"description": "Iterated Amplification learned toy algorithmic tasks from roughly a thousand times fewer decomposition examples than supervised learning needed of full solutions; the gap is extrapolated to realistic tasks."
}Calls add_argument
{
"name": "The argument that decomposing is strictly easier than solving",
"stance": "for",
"claim_id": "a4bfe1a1-0d33-4876-b6ab-40989cb38bac",
"description": "Producing a decomposition with access to subtask solvers is strictly easier than solving the whole task unaided, so it should need less supervision to learn."
}Calls add_argument
{
"name": "The argument from the difficulty of decomposing realistic tasks",
"stance": "against",
"claim_id": "a4bfe1a1-0d33-4876-b6ab-40989cb38bac",
"description": "Human experiments on factored cognition found realistic reasoning tasks hard to decompose into small, locally checkable steps, so decompositions may be costly to demonstrate."
}