Run step
Step 3: assistant
thinking
Calls code_execution
{
"code": "import json\nfor q in [\"weak-to-strong generalization Burns 2023 \\\"deceptive alignment\\\" assumption alignment plan\",\"debate safety case sketch Buhl Pfau Hilton Irving exploration guarantees exploration hacking\"]:\n r=await web_search({\"query\":q})\n for x in r[:5]:\n c=x.get('content','')\n i=max(c.find('decepti'),c.find('xploration'))\n print(x['url'],'|',c[max(0,i-300):i+400].replace('\\n',' '))\n print('---')"
}Calls web_search
{
"query": "weak-to-strong generalization Burns 2023 \"deceptive alignment\" assumption alignment plan"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_017sCL1zxGhyEQrGNQMWuxgf"
},
"content": [
{
"url": "https://cdn.openai.com/papers/weak-to-strong-generalization.pdf",
"type": "web_search_result",
"title": "WEAK-TO-STRONG GENERALIZATION: ELICITING ...",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2510.11235",
"type": "web_search_result",
"title": "AI Alignment Strategies from a Risk Perspective - arXiv",
"page_age": "394 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2510.11235v1",
"type": "web_search_result",
"title": "AI Alignment Strategies from a Risk Perspective: Independent Safety Mechanisms or Shared Failures?",
"page_age": "394 days ago",
"encrypted_content": "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"
},
{
"url": "https://philarchive.org/archive/DUNAAS",
"type": "web_search_result",
"title": "AI Alignment Strategies from a Risk Perspective:",
"page_age": null,
"encrypted_content": "EqQNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDBr3W3JdgJ5TWlBHbRoMjTksusIKfy3q9jIlIjAaY+KJkjQAzELOgMRZ/DsNnx0HH+fR+fbN80K4HyWW9IaCol1MbEmtcBL17JNpiZkqpwywh5m35SA6dtwEgMdrYUhx7AY6xMe45zxdquAHkuCV4q0yY7aVgQxIISs3I6XSlXNq71c6lAXAdNsjJH0hkNTbR3ifXrKG0tljvne9r2hAPgEWhrYtlAtnE+pk0INHWNrxZVSIFCkeut9zH+fX5i7l+LTQuDsgkorxZXde5HHUF0KcYY+J/MN+e+Xnp3U3wj8vLZO3jeMOm4l+X2hYzc3/FlH0ZuD+lVqaWsLt2RHoK7EOPJkhPk20mUPwxx8ayXEbdOuxByR/wXOxNX64kQi85UjisovPHPJFZoRAtRJCOR6Iy3uuJ5N5hSPZhPBb4B1+t1ao2/yld9s0QJiz0QHBfvKlHN3Sxx+3K1nIdSb6I/uBOqJ64Dlwf42VhaQeI3CfGQNB58TTlPDfYB1xAFmPAjzsXIGRBzk0hfpXtvKN3Ab7HekHD+7NOrJ0OzneuK57tJwo1yMxD36SYklaEPtgWXmGJYT8mvGfwfIfAjt/zSCXu2HbaWFSk86U5hug9SaAXVkkUyVaSqmQdrvGg5z+LUljpuu1EGD8n8vQ0Ro347+DwDkC/jAihOMaJMlT7R8aHfPqE+VhT/29tc5Cl1NjtLPpeBEJMqMUubam+C6LbYT4ddoBRdCsFanXpMfBJOvMHX251smWdt0/5PgUbGwgktILmWmZxZ4uv1TVeCrbABh/RWOrWkYIyQs01LDqz6phS4n4u349Lw9RbJj3ySbNyFBPoA8nJnnOgCWlY92QloJScOyrby8cWHBQypbDY7u7jNTmgsICXWY3ENMBqUUjmVtRWqOu1/YB8N0V1tMtwyv7PAwhxU52htaDE8h8axck4btu5GrsEsNGcCK7iCCGDPUtZKjRDRVwLMWRQQCBVDgoUhtSdO0IA4sNx+pbFQwRadFByC9DEg2HCqn9KZQoM5vOEP5OFmXH+j7E/Nkk5VlkpJuPD2c59cPK3CG0xBfMliPCw/grPFQiNz1boIhnfMvVzpxzZD3c+B4sR/BMaj8bBUZNCATeL+deuma+OvS9VnC7wzXlYRC7BwUAy3zfKahmOw22VRH2N9h818UI+xy7QgOnQ1BmA7mZH6EexaEZh2Ugc4LG9TKMypRczDR2owBecIJuoy6lDKPufpTvNAcKVYyoFO9yiU0ZlkdiEcUD2Cmb0+LSoc4DD2IABJO08IGh77m8k/sjvd8QcnuvGFyIWlS2cZ1ZBsk1IBPxzBEDBi9/nCt7PSgb3CsGjxP24MS1n7qk/7A7Nlx5vWr+oLHmT6Abpx5lHGUmIt44lJ5bgVMrSE4s9HtmDwSDAipmOxmWBWDWoy+StvyhQrmBZphm9fwnofa7nNg/rV/cVXraUrn3pWu04YfysF5UfQ1oMCtrnEKnpkabk+yUp4nJxnLGyEglTeDzWDS3FwZbq7g8uj4cXODcFjfPEEH0YSBNSCvYbxz41vDphESliKBtaq6lUqKCfgvQ2aIMjGBAGkEpzwAOC/Qq78CL8+MSQbdiliR/XLhPA5xZ68Dg/iuzXKuIwMxwVsbxe9Gxb5C8oVgXBdmQBaxtyeM9+Gw0yGIQ+fQFP0ao/WH8pglyl7TK2M8PhyKS2fwJKNvlQOdSYyRkMTSSqo4BOfj1ho3+41MOce/nojvsYhb1u58UQbvn6m1Th1ofCS1qr54DpXfwdk5OYa+nELm+J0/wHy8HrvlbHNBsRwPdbJWlSsGdAmid/NjsODsrWZpHwZYyxVl54JOyVAvn8gCTz5KArSYAJWcN8YCbPL9PfV7O0x3pQeUUMhoOHsvW3caDeWaullFj/Ok5Q8F5UupQw/mePeiMN8fFrPwJbKMwhT64kY344uCvImVqd0D6vyzG3pBLV8BSvfODvZeahz9PLxTMM79xsiAePhBjl0vBaALcX02B2M3AJm6p4Lwps9uLbwMoVMllcPvmeMiV8aRvTlGx5rY1irA0M9anSIIINj2jDRyoRd00rkWi1xqTTVSRV8q+7YAlg+r18R4yQ7FgCeJ6jOvo/HUrZlmNczrXyESjDZBLrNq6cgLBovXABuJZ76BmHyql+2RHeyCjevSnSiAYO4rvCh3OzSWenzWs8c4I8StO03IkuNtrs1o/t5cYAw=="
},
{
"url": "https://arxiv.org/pdf/2604.25077",
"type": "web_search_result",
"title": "Evaluating Risks in Weak-to-Strong Alignment: A Bias-Variance Perspective",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2511.14166",
"type": "web_search_result",
"title": "Selective Weak-to-Strong Generalization",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://dl.acm.org/doi/10.1145/3770749",
"type": "web_search_result",
"title": "AI Alignment: A Contemporary Survey",
"page_age": "355 days ago",
"encrypted_content": "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"
},
{
"url": "https://ar5iv.labs.arxiv.org/html/2312.09390",
"type": "web_search_result",
"title": "[2312.09390] Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://ai-safety-atlas.com/chapters/v1/scalable-oversight/weak-to-strong-w2s/",
"type": "web_search_result",
"title": "Weak-to-Strong (W2S) - Chapter 8 - AI Safety Atlas",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://github.com/NiluK/SolidGoldMagikarp",
"type": "web_search_result",
"title": "GitHub - NiluK/SolidGoldMagikarp: A collection of various interesting things about Artificial Intelligence models. · GitHub",
"page_age": null,
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_016uMY6XM5z7m9bfY4yx1bwL"
}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_017sCL1zxGhyEQrGNQMWuxgf/cell.py\", line 12, in <module>\n c=x.get('content','')\n ^^^^^\nAttributeError: 'str' object has no attribute 'get'\n",
"content": [],
"return_code": 1,
"encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDF47CfsJbEqsfaYCSRoMuBXmEd+lFIu/sS+9IjCqbxM+npwu2l7xf2ulkmaIaY7mQIw33dZUWhHE01Yjb9rTUBtGK9mqh725zQlvnlEqElfDzOPwgHvhxnFW/Egh5vYxfBgD"
},
"tool_use_id": "srvtoolu_017sCL1zxGhyEQrGNQMWuxgf"
}Calls code_execution
{
"code": "for q in [\"weak-to-strong generalization Burns 2023 deceptive alignment assumption alignment plan\",\"debate safety case sketch Buhl Pfau Hilton Irving exploration guarantees\"]:\n r=await web_search({\"query\":q})\n if isinstance(r,str): r=json.loads(r)\n for x in r[:5]:\n if not isinstance(x,dict): print(x); continue\n c=x.get('content','')\n i=max(c.find('decepti'),c.find('xploration'))\n print(x.get('url'),'|',c[max(0,i-300):i+400].replace('\\n',' '))\n print('---')"
}Calls web_search
{
"query": "weak-to-strong generalization Burns 2023 deceptive alignment assumption alignment plan"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01WdGxF41uDe7j88MxHiFVvA"
},
"content": [
{
"url": "https://cdn.openai.com/papers/weak-to-strong-generalization.pdf",
"type": "web_search_result",
"title": "WEAK-TO-STRONG GENERALIZATION: ELICITING ...",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2510.11235v1",
"type": "web_search_result",
"title": "AI Alignment Strategies from a Risk Perspective: Independent Safety Mechanisms or Shared Failures?",
"page_age": "394 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/LvJdqAfXkAXB2EbM2/review-of-alignment-plan-critiques-december-ai-plans",
"type": "web_search_result",
"title": "Review of Alignment Plan Critiques- December AI-Plans Critique-a-Thon Results — LessWrong",
"page_age": "1031 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2604.25077",
"type": "web_search_result",
"title": "Evaluating Risks in Weak-to-Strong Alignment: A Bias-Variance Perspective",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2511.14166",
"type": "web_search_result",
"title": "Selective Weak-to-Strong Generalization",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://ar5iv.labs.arxiv.org/html/2312.09390",
"type": "web_search_result",
"title": "[2312.09390] Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.semanticscholar.org/paper/Weak-to-Strong-Generalization:-Eliciting-Strong-Burns-Izmailov/6b97aa78bcdb88548c44e7e1671c0ed37ed37976",
"type": "web_search_result",
"title": "[PDF] Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision",
"page_age": "1083 days ago",
"encrypted_content": "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"
},
{
"url": "https://groundtruth.day/learn/weak-to-strong-generalization.html",
"type": "web_search_result",
"title": "Weak-to-Strong Generalization: how a worse teacher can train a better student — Ground Truth",
"page_age": "119 days ago",
"encrypted_content": "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"
},
{
"url": "https://awesomepapers.io/llm-papers/papers/2312.09390",
"type": "web_search_result",
"title": "Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision — Large Language Models",
"page_age": "1156 days ago",
"encrypted_content": "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"
},
{
"url": "https://alignmentsurvey.com/uploads/AI-Alignment-A-Comprehensive-Survey.pdf",
"type": "web_search_result",
"title": "A Comprehensive Survey - AI Alignment",
"page_age": "988 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01EUwbq23jvTLGCGuD8qwMSk"
}Calls web_search
{
"query": "debate safety case sketch Buhl Pfau Hilton Irving exploration guarantees"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01WdGxF41uDe7j88MxHiFVvA"
},
"content": [
{
"url": "https://www.alphaxiv.org/abs/2505.03989",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": "537 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2505.03989",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.aisi.gov.uk/research/an-alignment-safety-case-sketch-based-on-debate",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": "554 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.alignmentforum.org/posts/iELyAqizJkizBQbfr/an-alignment-safety-case-sketch-based-on-debate",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate — AI Alignment Forum",
"page_age": "552 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.researchgate.net/publication/391531200_An_alignment_safety_case_sketch_based_on_debate/fulltext/681c2766bfbe974b23c4012d/An-alignment-safety-case-sketch-based-on-debate.pdf?origin=scientificContributions",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": "554 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.researchgate.net/scientific-contributions/Benjamin-Hilton-2297473424",
"type": "web_search_result",
"title": "Benjamin Hilton's research works",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2505.03989v3",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": "537 days ago",
"encrypted_content": "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"
},
{
"url": "https://lacuna.tiptreesystems.com/work/an-alignment-safety-case-sketch-based-on-debate/wrk_5535a0a90061042a9202fde032214f15",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate — Lacuna",
"page_age": "425 days ago",
"encrypted_content": "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"
},
{
"url": "https://pith.science/paper/2505.03989",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate · Pith Review",
"page_age": "87 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_015E5BS8Be2HFSWZXnep4H24"
}code_execution_tool_result
{
"type": "code_execution_tool_result",
"content": {
"type": "encrypted_code_execution_result",
"stderr": "",
"content": [],
"return_code": 0,
"encrypted_stdout": "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"
},
"tool_use_id": "srvtoolu_01WdGxF41uDe7j88MxHiFVvA"
}thinking
Calls code_execution
{
"code": "r=await web_search({\"query\":\"weak-to-strong generalization Burns 2023 deceptive alignment assumption alignment plan\"})\nc=r[0]['content'];i=c.find('No deceptive alignment');print(c[i-200:i+900])\nr=await web_search({\"query\":\"alignment forum alignment safety case sketch debate exploration hacking debaters fail to explore\"})\nfor x in r[:3]:\n c=x['content'];i=c.find('xploration hacking');print(x['url'],c[i-100:i+600])"
}Calls web_search
{
"query": "weak-to-strong generalization Burns 2023 deceptive alignment assumption alignment plan"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01RuqP7nq49WW3BvH6owwcPf"
},
"content": [
{
"url": "https://cdn.openai.com/papers/weak-to-strong-generalization.pdf",
"type": "web_search_result",
"title": "WEAK-TO-STRONG GENERALIZATION: ELICITING ...",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/LvJdqAfXkAXB2EbM2/review-of-alignment-plan-critiques-december-ai-plans",
"type": "web_search_result",
"title": "Review of Alignment Plan Critiques- December AI-Plans Critique-a-Thon Results — LessWrong",
"page_age": "1031 days ago",
"encrypted_content": "Ep0HCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDIUp2SgyGMCCmDl/KxoMO+tF/oGlEB4L+QLlIjDS+0RKNxHHNYa27ip2OjmONq2PR2sexcaOSFw/QhtxmBdHCPAhUh8fr/bkusYoXwoqoAYKk3XVEzTuql+ZGbf1Z/1V11arK4ibK+LFRPkteFjXjn/LsBhglMlf58gGHjOL9u4XiRvxFC7RLsUp000NwD6Ronj5XjAPNMeuFWiV0RSYj+DZqGBK2lBo5enTzHE+EwGB4h2DubYAlqGeqs8rtZEQu6tFrA96ArNCRd0iWs5+RI0tanGkdIH2KOYpEU5DD/v5VsxhONhcnt2/+S+uYcv093Skd9NC3JEauHvow2GS7xHfVhLD6sX89ipMqqxGEdLqllPgjqrrSsuoc/IGOMNqIvZxSLMZG6d533lt1d4iW35YlhFIjihlzc0IgKtf2Z+Q4oPrIgCanKZnO2xTVzJkEKIewsh5hzVIRQXzZSiW+tZAfHQsGg3jLe5mtK0Jg7m/SvCmP/3ThXjUIusfpnUUY97w7CREdSZ+jz9vT6DBWXR5YHZtwLUI269FUa0a2EjJRapkGVK1yJk33zGpEWm6tASenKBbmkH8Chr11s6QqiJD2aKmXXZC4A6lCGhKAyJrhRpbCY4k34Ph7SNm+ypKBO2vUUXKcLiXmgQ9HOUGYkgYAwfzlUJ63TgjeiawUkESOAcqsFjvnVhLkM3bbZHjVxpMNIygBgaV4DRZDhqAJRyrHr09BpAph0qB5el8V88bENcFtWj9kaXWNECzf+hiN3hNSAt3klIIP0PrWB9GBqI9hc4AY8vgUun+SaXq4Ra2yIHSdn8tLjra2tfYpZkXuGnnSxZa/VIiHMKY1oQmiyxASmA6l6wJtv0o5BS1XVoAg+vct4ZG7rA2S19aJmlEh+oQQzRXwFwIn8iSLkApp3xyVU/auot0CbXnpNmcdq7m4aXqrCeTX89OlEu3SBzQSQiH0DXAP2nzIioM5Ga57dBIPkTga9YjveG4nK4ozutgHS7gHFMABTLaSU+bu+ribspBkEjLLIp275fTndoLh1X5dwWTAvJVV7ZgRqvwRm9GqGJRIfotFFeoobmuYrl0aHcqnDCB31uJidCzjQ/EX1nPjAld1E7inNdcoZNPnn53HbFmq3T2OqJvkn8T1F89Wjo/a9R+BXfeJUIdpNrQmBgD"
},
{
"url": "https://arxiv.org/pdf/2604.25077",
"type": "web_search_result",
"title": "Evaluating Risks in Weak-to-Strong Alignment: A Bias-Variance Perspective",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2511.14166",
"type": "web_search_result",
"title": "Selective Weak-to-Strong Generalization",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2510.11235v1",
"type": "web_search_result",
"title": "AI Alignment Strategies from a Risk Perspective: Independent Safety Mechanisms or Shared Failures?",
"page_age": "394 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.semanticscholar.org/paper/Weak-to-Strong-Generalization:-Eliciting-Strong-Burns-Izmailov/6b97aa78bcdb88548c44e7e1671c0ed37ed37976",
"type": "web_search_result",
"title": "[PDF] Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision",
"page_age": "1083 days ago",
"encrypted_content": "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"
},
{
"url": "https://ar5iv.labs.arxiv.org/html/2312.09390",
"type": "web_search_result",
"title": "[2312.09390] Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://groundtruth.day/learn/weak-to-strong-generalization.html",
"type": "web_search_result",
"title": "Weak-to-Strong Generalization: how a worse teacher can train a better student — Ground Truth",
"page_age": "119 days ago",
"encrypted_content": "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"
},
{
"url": "https://awesomepapers.io/llm-papers/papers/2312.09390",
"type": "web_search_result",
"title": "Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision — Large Language Models",
"page_age": "1156 days ago",
"encrypted_content": "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"
},
{
"url": "https://alignmentsurvey.com/uploads/AI-Alignment-A-Comprehensive-Survey.pdf",
"type": "web_search_result",
"title": "A Comprehensive Survey - AI Alignment",
"page_age": "988 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01EQAC5EPE7UxYi4Xq5iLLEf"
}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_01RuqP7nq49WW3BvH6owwcPf/cell.py\", line 9, in <module>\n c=r[0]['content'];i=c.find('No deceptive alignment');print(c[i-200:i+900])\n ~~~~^^^^^^^^^^^\nTypeError: string indices must be integers, not 'str'\n",
"content": [],
"return_code": 1,
"encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDCBU6SU8a7XchPSCoxoMGmEyvwGZLZJZp+OUIjCODeSSOgDsfSkXEjQQCA1uyUYwmAx9ePuh54Z9iIkzwcsTuIHspsPU6Dukg3NfwUkqEiPfe1ZVOwoFkdY8/ySvESDK2hgD"
},
"tool_use_id": "srvtoolu_01RuqP7nq49WW3BvH6owwcPf"
}Calls code_execution
{
"code": "def P(r):\n return json.loads(r) if isinstance(r,str) else r\nr=P(await web_search({\"query\":\"weak-to-strong generalization Burns 2023 deceptive alignment assumption alignment plan\"}))\nfor x in r:\n c=x['content'];i=c.find('No deceptive alignment')\n if i>=0: print(x['url'],c[i-200:i+900]);break\nr=P(await web_search({\"query\":\"alignment forum alignment safety case sketch debate exploration hacking debaters fail to explore\"}))\nfor x in r[:3]:\n c=x['content'];i=c.find('xploration hacking');print(x['url'],c[max(0,i-100):i+600])"
}Calls web_search
{
"query": "weak-to-strong generalization Burns 2023 deceptive alignment assumption alignment plan"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01PwPyB78mWZgUC95eVgLYdy"
},
"content": [
{
"url": "https://cdn.openai.com/papers/weak-to-strong-generalization.pdf",
"type": "web_search_result",
"title": "WEAK-TO-STRONG GENERALIZATION: ELICITING ...",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/LvJdqAfXkAXB2EbM2/review-of-alignment-plan-critiques-december-ai-plans",
"type": "web_search_result",
"title": "Review of Alignment Plan Critiques- December AI-Plans Critique-a-Thon Results — LessWrong",
"page_age": "1031 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2604.25077",
"type": "web_search_result",
"title": "Evaluating Risks in Weak-to-Strong Alignment: A Bias-Variance Perspective",
"page_age": null,
"encrypted_content": "EsgNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDGm7N5VIu0PRpt7haxoM4y2WjClrXgp+QhkxIjAQnu55tnV9QxFWDVi2TsNvjBkinRKFVs5nwNYCTt+Qvc9IJ8cqzA7OtowFsYHOvdoqywxlC0ppCF8vlXHev/J2EG/a/cHhsUL+E3J4fr3XckXk2bfmax/+KjxbLUN6GUjXBy1TJqF9ERWK4N/cuXqY10KL1bBvSPbsxWOKHvmWAUBzJbDqNTdUoVX8EZWUZ8LM+YlezLHJ3H5YUQb99TOR4Dl4bbzXMs7DoEZeC+HfIWGR3Y9Yk93/wHSQ3REThgDQCNPM5geHBFxGEtCv7XoYECO/jstJC8CqECO5Cgw+5rTh5f11T6XeM+kHCYVs5XqT3wLZJEytCM69pbGgRNi9jkYkaYlHJ74+1+r48pS7DZN64BIlf32ap8Uz4m2WpTfKegjhhGNyVaQNLHio6JJPScxqLPN2C4Yyxao1zjO8HTDMIcrnzbmXck+FDQw6Xy7kV2i6VoyGunSofwLEPgI4Q6ZoGPdpvVVIh6IqqgLKPgJ3WQ2ri8ikk0aQV7qfDVAZtTDOlYXo9ilpjJ9gLLrWoq61Bd5NHqLn2DOX4HM4AU7QALyD9kTcCewp8aSwOJLDpN4l1hCkIoVAaNvUGAbKmt+OL8h6adWbT0Fx0/r2Il1il5xkdzhMUe+P8s5ZU+HMLBos7iZZcaXU3Hde7Mql0dTYZHXePu+r41Hcjnc08nQ/p/+1EWCJduIpV2JRfSNa2pGnpAGNcfBTSoaKpat2AVegCqYdIkuzUEjZmWr249RH1iNZtC16iblArijGzwN14dWKNxqTbadWRHErIAfbOphRRQDTjecXgOFJIB/sL1GWmVcykiQdO+UNMcrQUdPtOwbpbD/OBOfeTX41qkN4Ok3pOYP45LOcfr8VsLMTzrTvbyeDSWeHIT7+9xE4nYGSVNBuCkb2NmVmaJ0ojRYW1AsKzxMBBRv/xFXnLsJXuebVYtFT65tvjbTNoNlYZiQyaTpRU61G7mHfHQgMYZw6eKU4CTzL55/XNCLF6eCQ/PojtYKdjZWDEZ/Iz/4l+rNmqjWVGbpR8p1L1fnbNoVnQgEHJ8Aj1F9ZmcpSgD3+1KgMCuqV0vp5u0lR9vK8JMkhKGxsXMyw1+QA5P0wjh5CI/yav0WxvAhXRmLTtAAnD67JZWBsIvEN630hTdeB7ls8aZ+JMezu4ji75WFVRik5+6lFxODe18dT01ZZ1S30/C56MMTWADWcOC+t68m9UwEPXXPwXcn/mEvG5p46iXoevHvQyHrB4JSBVHQuLnOOo2RlQ7bth7I/yjP7b4tUYhFzgC7wJDtdYWzH5U0HXoJB9Sxfv+Z35BL1hYLWGFHGPqL0CwYOl9MSNXo1X60RoYB9Dfhy9dXiePzNIwrAuQb2PFfAWU9M0QUZV695kKpPf1iyslUqjox4ftgAhbIzd2GYvP5//MqDe0HFecjW3kZNvET4kyXwNSN4fFpn8AuD68wcRdSt2vqBY3IExhnMQNs84HwnBDOViJl/3q15lKY0AvIRKoRImG7O3xaYIZNdwREy5Lbv1GhsLB+Jd54Q5q2mtm17CE6QPQyJC1fc7c9OWptaJWRlCf2Lc4JGybzKTxZgL0zoV383LlqNqU1ZOludSzJ/xs4jmbUJ+MK6rY/J7XMdzLLHYUfjA/4CV7xpU0afU4S4BIZaIpLusjFDdJJxWGJwf7uU9NGLnkqMaH3OvsCBcxONai/tSZTDexevY9lIa3D5oaw8ka6fjg88f72tMI31nB8I9+XEi9BlhKJ3K/7CzkQu7x0vZv3UkK1TTG8YaZMbicV622cR8m3AFguqblejr0xdl03bQsqxnliG3TYOJxvqPVJH+EDDrBWfXOpScT0IUYnmAqcSF2N8nK5bHFRMrrirjRaHRMtgfAd1vYT12/ArqU9Rntf5fKtVPY3hzgzV8mueEQKv831FQy82zsn5z88nNYVp7kv2p1ZhDhVjakFE+0y+vTd1Bm5R1X3VkMqH4B5fZxoS6nN4kjcqKyjEt0h7LgH8Yla5xhrT3Hodye7ZsPOctJWgzqrhTp0Hx2KszKxQi7Z6XvdK12y37OiQiY+qVtUpkXCN1p9lERsR/YiJEVyJgWw/Sg1wuss+Z8BsGyS8e9xFHTaoFhGd3CaupAiwtcE62bUmD9mqk9v/0x9D+zDdPfMgpIh1kDTj8U/mCI1foeRbJs9c7w/83X6aQ/x/Ty0l7NNyeiggXJyIQHWtkdIpj5ARn9IYAw=="
},
{
"url": "https://arxiv.org/pdf/2511.14166",
"type": "web_search_result",
"title": "Selective Weak-to-Strong Generalization",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2510.11235v1",
"type": "web_search_result",
"title": "AI Alignment Strategies from a Risk Perspective: Independent Safety Mechanisms or Shared Failures?",
"page_age": "394 days ago",
"encrypted_content": "ErILCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDHF6LJE4x820LnyIrBoM63gYfKfwsq69IJVyIjAsar2lUAAjroWltRQlPJERWwM0Yy5LJv5UunryMSbhcHugwGvenvJ3HPCcL65RPtIqtQpjGxflQ3jDIMWKNFzuGSIzyM/7c2mKTdQVmANvnuMGQTWVhUDzIKwLkJ5615rk3qNczKEguxBEc3Sjfg7SRkzqzRyKyzLuNKdt5aaHsZdS0dgtr7nl1kVDA/e1//GYm5h7v1SZzZXYC3NPK8rFIyXzWk3LT/wYkzPq6OMDq3MWq8fZbdRlN7nqTHCroPbf7tnvrA4jBXxhlphtaNzdN2faZVgs3oKsqGYF3iaTXFK856tPMH+ic42yRkEtDAP0fpM13l4iAPt/m+2AZYACrqcu/4i06tOgXkDuQwnl5FsOGr7P8lY5RwcHrcKiS021E07OBrC9wkPgFxhqfFwVkl/cmhF6vj90WqIaz0d33A3USF3Izkj/wmp+LdbMaSEAcH60B49dXAIOQDZpe4oqqe9DhPTlVPPu6XYhM4kiK499axrGQ/2IRdBizeJ/9X/9vp0TkOijuiLuZf/OKsFMgMDJSPQki/VpCBtDQrfcJR6A/iH3rIiC6zDhWm88FZe1mTt76NuPnNJimEGlEhAmvW1Brm46Z9SX5e/reFXP4Rszy/eD8hi9nFgxiZxACK4b59osTihrmNQq6uE7a1LJW9Nc8evytMnWqZUasZbjj8dTpGKSubwCfMEhEEwWaZ67EFfBaGUKBz1z57Dszbm1TdPwKdpNu+RNKTP5G3Vr76U4ARbuWii+fG+BjLUpfyrfI0iA+yFFGDPSeydRz8d/QewXH4hECV+plm9j7HqXolqn7xlh1SgL7FK4m4TBMpQwWpla0M7/9rVIF55CObkC0P/4kuUzRQPdOf+B9mAjzGS7/Fa0kl9tWzAfBNp2TQ6kcco5CD4WzKUZPYQW7ucdQMyTF75I8tdb4U0TCsTtBmI2GQN9HJ2dipFUhNzmyeEu74a/2v2osx/EyTPOWZw5l0ch6ssCcliVXkUt3ufGBFj32LmGh/pO768Gk0tleajni0Vw7TjK+RIoBxEFxDaIeJh4LU3JVCxHFIj0/GtQgbP+RY6mUV2iHw/n9Trd5q5Sj4qo563AWhjvaAMRRMTJ70qaUpk/TyciaGL9zhu6qviDKF5Ja7ODbfSqlY6pgntmtnyTKfcQOJ1/e8vyVh5KjFYV8sUmWAlENfz9NZ03Bh1kKchQ3eBuo2t3mYyhDbyFrqaqrzcp8lzpXMhKj5yQBAF7etWio03w20PDDnriox799WY18TLdbIbdtvkbGyMpOAeZ+PVpPWzpXbwXjLWS3zdGQAlIKdPgN3XJGLb9bzLDauC8exc4aVvBr4h9/YkRdH62dkKcBC8sUPJpd0AXEblYUR1lvEmr/L6hD0Ok5ibmJJnlBRWCaDOghN62zbvgxcLD0X2td43EnsG1KJbLlzGtWA1MkJ6xy53zkTvb2ByqnwU9BYhrmOEV0gdOzsE6QHkLb31bLHcOAiSQdAab1VYLLHe2Ru2d40QZmH5W4KNUt03BOdVsJtM3EbtF8u15n82dC548YcsvrmUwb3uXRANDvKUkdu/TUcNeNaoU1dY4Fgk5guQQr6esL+bzb0eLZ6WPpdbtjBcx7WI+opwkxmntu7PcJLuKi02uyj/pcIa+RN7MJhtYy6d6ObOLcricBMtpBnvydL+MMGR4e0kpXNT+8mXNDj0b+80CMfEDHisBCHAIvfYHpDOwYmok+jKKP1+F8MCqUTVojsecjSVqwIyHPYFhAvQHS7mkXx6oTiZLD03gVBCbsFdYMX7RkX8RtMqo/hUmp+ToWEJpOhs8DiLx47ZxnCl6eGdtj7RTOtCfA0kK+dS0GAM="
},
{
"url": "https://www.semanticscholar.org/paper/Weak-to-Strong-Generalization:-Eliciting-Strong-Burns-Izmailov/6b97aa78bcdb88548c44e7e1671c0ed37ed37976",
"type": "web_search_result",
"title": "[PDF] Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision",
"page_age": "1083 days ago",
"encrypted_content": "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"
},
{
"url": "https://ar5iv.labs.arxiv.org/html/2312.09390",
"type": "web_search_result",
"title": "[2312.09390] Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision",
"page_age": null,
"encrypted_content": "Et4NCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDBuyUz6PHVdAK49RYRoMtv/kYAgLIxOMmXd8IjC6uv4su13s7M5PUr7rT1BOjFubcOEM2u/pmnLICfrGEeBh8R47UagEc8l+tE+AfgYq4QxaBwFH9J6z9WDhoQPNTrEslNV4EsCIzqe7Qbu+wznnhBEoL15d8vYyzd0hy8JP2RGXgb8+T2J0dhK9WrIzTSUYUAMYRSgsJbMiHB2netOslexjSmG4/WztvMCrCAz2MCKgihRC1+Vpmk9Oj1W0zq3XMKbBdUGsVUYJgWP5yI+EvGEjXod/5F5WCZV9OOWID0vC9d4/qCCgva4KN94BZvW3XxLlfj35TsoPv8Jj2NjRubGMjyR3TqcnoCJHFgOlTFJdU8P35qwOI4n+1yRBHdtQzatwCU+pVFQJ/yzLl4lKd/GHLneSZqoRka3ebReXJ7xDqok2g0p6p8zhYeSgAbQeIBDs5aWc05H2FSXPRtPA60pPKSuHvjT8hCCiRdJV66LB4m/FBDV25hA1M/kPg60xtayytWt2KkQT2aiPXYxigM8fHBpimQrpeAQLlPi8U2LgW92xQtgyQIpsM5xJ9s/i7wdmDMbFB4VOIa9OirXLNnamSKesuUQtItItabEQmkc2a/0GGc4VtPNOeAv6P73JTeAw7WP8cOuzh46Urpq0mmwKFnZXEb5i2iynnvSrgW7+1Nz0tmP+30eQJ5C7w5NG3t861XUWj6rawLC4fwcoYK7J1p4E5GKHo+ZE4kPWwpZ/sQMNZ8W/3QBiygk2au4BxW85yVkLdUDucYw52pCsvPRIQMDRzuFgCHKllj8gIgJP1uhHd33OWWJslncaMG4FfFb1BEu3NdwDW4cFopyuBDHUJwltjn6TMRxsV65wBwSwW5KZK6ZQ1yPEpiIfBmANQSvaelPnc/YhAgh0j7EfhIrKdvE9FSDT4FrmKfwtOF5DyhLkIkiv4YgziH13obCnBcAOh5B3S1tYuvHjM2TMi64hM82HWo29ae6lUnHtvY6MSWtQW+rWGxdZU0mZfXrYn4ZtgVoZi+EKFgTUooNvW2KjptJuPEC2VMxV7dJp2agAdrDwWp8qQVtQQQvR3ZBfrmQyWKNYF3bH+UjR+dCF7e3IFzln6/R5rXR5SalibKZh97MPNjUqUydp53SO5MyQTG7kQG6OreuqTlVLceR3epNdPhcRFxkNSo6ZDxXepZeNj3pvsWu0p2Y+SrwC0nraNNwoIoaucA6vHqwaXzK27ztx4B0IU59nttb4I9pvMRfE38/aMPvRrLlcjLxVybJakhfM0AzfcSCX4Cf5GnRbM0LBVL18OEsrvkGECuXxa5itUAB6imKiD5oUipauGb/QzBSwZ4eNOXmAE717BgG+JqWsxhTTf+VKN34HQupwn/s3ivqwMW1rsZ+1id8FL7jbHyV1Ptj2w4x03VhuvBt7Z2rWiR1AMgX+8fB7bPT1qzWa4xF/ZOnsIRfLwSuiqZfoZpFHjSGWsVcO+wkw86fNX+cnxCP/RSMg3KfSyI1M1K34gTVmowt0FS8npy6pGyPA6cMBZ6b4UPST9t9uJbAg7IvKwhyc91aQVybEOwJdev/HZlQqX1J1PuZuTR9X84uKycCYYNG4+LyJ+hhe2DYoZD9hlMSCMwb7ejusgJtxLY+U58DfZbNZdKCOeZA5GMx0ZjFe1KqFvZOuGSNKJnYUMe4i+DEJk/IBLR6mbnGBdLW145IYbcdG2ecHLn7gEORKvEpKwxMcW5x0WYIlC5HFYi1RdCxfMLlXjqDW/AByWPV6qbYFrTP3ONU4FVznKOR2J/WURbmdb9M06ODulHP2Qs4oSNAJu/irNvPlhnrojK3Ji+cuvETGN7/0PWUVmGGSHxhWAHhb9zBNZX+i1HwPdXAuop/4rRl5DD7T1Z23ATDGEa77UdFnNHzCgeXbFNBSfqKv4+2b734GmN+8Y5BPe6XAUDpGT66RPByijQKb4+OQxyFgvHdClXjnfFutuHDpTrSlttlPv40CuTHB/nfGHTQLFQyWKz7KadwE2QV/SjQf4u+3O9TSVB+DdyXH0v65NM9L0cVWC9rujvlBSttWg09pMjcfVsfNMB/ocz5MjbnFNtRZZMWOcg/TA/KlXIzLxpZkH12nME3iF5+eyDpWzWa/wpW3faeWeWDwM4gR4+fCFbdzZOY3fEVZyMt0RNp6zAStrvRvntVM8ThyaMi8DdLm25QZQ0fVSrA+fhyH0WGQebuwy2hda9xDtwKZA7WmAsQzhdx8Bul7wUK/p30882S5dPbu9vLOJLhnxgH7nrKxGAM="
},
{
"url": "https://groundtruth.day/learn/weak-to-strong-generalization.html",
"type": "web_search_result",
"title": "Weak-to-Strong Generalization: how a worse teacher can train a better student — Ground Truth",
"page_age": "119 days ago",
"encrypted_content": "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"
},
{
"url": "https://awesomepapers.io/llm-papers/papers/2312.09390",
"type": "web_search_result",
"title": "Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision — Large Language Models",
"page_age": "1156 days ago",
"encrypted_content": "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"
},
{
"url": "https://alignmentsurvey.com/uploads/AI-Alignment-A-Comprehensive-Survey.pdf",
"type": "web_search_result",
"title": "A Comprehensive Survey - AI Alignment",
"page_age": "988 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01EsaSqDrDN1gunZFR9WeiYS"
}Calls web_search
{
"query": "alignment forum alignment safety case sketch debate exploration hacking debaters fail to explore"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01PwPyB78mWZgUC95eVgLYdy"
},
"content": [
{
"url": "https://www.alignmentforum.org/posts/iELyAqizJkizBQbfr/an-alignment-safety-case-sketch-based-on-debate",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate — AI Alignment Forum",
"page_age": "552 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2505.03989v3",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": "537 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.themoonlight.io/en/review/an-alignment-safety-case-sketch-based-on-debate",
"type": "web_search_result",
"title": "[Literature Review] An alignment safety case sketch based on debate",
"page_age": "555 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.researchgate.net/publication/391531200_An_alignment_safety_case_sketch_based_on_debate/fulltext/681c2766bfbe974b23c4012d/An-alignment-safety-case-sketch-based-on-debate.pdf?origin=scientificContributions",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": "554 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/iELyAqizJkizBQbfr/an-alignment-safety-case-sketch-based-on-debate",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate — LessWrong",
"page_age": "552 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.alignmentforum.org/s/NdovveRcyfxgMoujf/p/tbnw7LbNApvxNLAg8",
"type": "web_search_result",
"title": "UK AISI’s Alignment Team: Research Agenda — AI Alignment Forum",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.alphaxiv.org/abs/2505.03989",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": "537 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2505.03989",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.aisi.gov.uk/publications/an-alignment-safety-case-sketch-based-on-debate",
"type": "web_search_result",
"title": "An alignment safety case sketch based on debate",
"page_age": "554 days ago",
"encrypted_content": "EsMFCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDPj7wcVrNKUye/rfFRoMUezOYng11fokVjblIjAs19+/gIalmjYbUBmP0xPk+9ITtne2aavYeLaApn2pwJCN2e510otIqrwul0sgcVoqxgTJBPCNs632+feaTBdhUffwT9uRMnJsfOYGSdmyfwSJ8ATe1y/euVFlH+xHOAzocYPbFUaqZ/Zgw4BKp8PGr9eX1GtjMHZvJU3nKLTFjmWV5DvZbPYeEK6CdUlsKt8qa0WAkDgZismdPLHLo/C44SrV4zQnUhLb9Rd3lY54ifGNv4ceOEFi+wblw07tUZKJXI2kf9/qJPigMX8SOl73ZqU3UpBW0hwGo7se++uP8I3Y0LTL6eWlOGmZg/chBO5acd5qlQ7iwB9O2nWheydEaNAG3lQ0pBKwVPdLSBe0siOVfpFltsqdUEGzqXxbVdc91yxAhAT4TTJSxUeBxjDhmxJjC+nc3+3dFPvFioceNbo1V/wKPfZGgt53XD3WL25wOY3IB2/xiMpZvjhM67zMPJU1+9sQQ9vHHj73dSPj9YMfuSi33RwdnGgVj+gg4dJyvSBC0zon+Nf7Iorr03i9ha6pzHBUMd9PtZvVxjK4YPCWO4hqDNqX0EzV5O36uaa8C3uDeKqToAq9AibSgXerY8DeXk7+YGkzbtFpC3OA+O/xRnjVsYZnZkjPt5zBvdkVmWoCuYyPhLQDmVY0G5MZAeTK8ppexljmlqBZ8YYQXKWeEzOgjwJ6szUN1kuJbGUYlL97U+HgWlbd65RTSZJmiaBQ+6V74mkSHQtHBuInSO4iwUrVj9yixq4BGb58zu/smbg5ZBBBGw53fV+wxOI950rpdy3+i6HCm8hGWDXIOEPVBrXJXu9gx7bpoiN9s2/kJyPeYWGGekAYAw=="
}
],
"tool_use_id": "srvtoolu_011Qh4vmKMPP4ewpauBswF8e"
}code_execution_tool_result
{
"type": "code_execution_tool_result",
"content": {
"type": "encrypted_code_execution_result",
"stderr": "",
"content": [],
"return_code": 0,
"encrypted_stdout": "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"
},
"tool_use_id": "srvtoolu_01PwPyB78mWZgUC95eVgLYdy"
}thinking
Calls record_claim_instance
{
"url": "https://cdn.openai.com/papers/weak-to-strong-generalization.pdf",
"title": "Weak-to-Strong Generalization: Eliciting Strong Capabilities With Weak Supervision",
"stance": "affirms",
"context": "Appendix listing the assumptions an alignment plan built on weak-to-strong generalization would need; seen as a search excerpt, the sentence is truncated.",
"speaker": "Collin Burns, Pavel Izmailov, Jan Hendrik Kirchner, Bowen Baker, Leo Gao et al. (OpenAI)",
"claim_id": "9fdec99b-0bcc-4834-b4d9-001f7aaff136",
"confidence": 0.85,
"source_date": "2023-12",
"verbatim_text": "alignment plan based on weak-to-strong generalization include: No deceptive alignment in base models. We assume that pretrained base models (or the"
}Calls record_claim_instance
{
"url": "https://www.alignmentforum.org/posts/iELyAqizJkizBQbfr/an-alignment-safety-case-sketch-based-on-debate",
"title": "An alignment safety case sketch based on debate",
"stance": "affirms",
"context": "The debate safety case sketch names exploration guarantees, i.e. a solution to models strategically withholding rewarded strategies during training, as a required missing piece.",
"speaker": "Marie Davidsen Buhl, Jacob Pfau, Benjamin Hilton, Geoffrey Irving",
"claim_id": "9fdec99b-0bcc-4834-b4d9-001f7aaff136",
"confidence": 0.9,
"publication": "AI Alignment Forum (also arXiv 2505.03989)",
"source_date": "2025-05-08",
"verbatim_text": "Exploration guarantees: We need a solution to exploration hacking (in which the debaters fail to explore certain highly rewarded strategies to avoid having them reinforced). ... We claim that the main failure mode here is exploration hacking (C4.2)."
}