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Step 13: assistant

2026-11-11 20:24:17 UTC · previous step · next step

{
  "preview": "{\"stopReason\":\"tool_use\",\"content\":[{\"type\":\"thinking\",\"thinking\":\"\",\"signature\":\"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\"},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01DfELiGHjRTGnC1a9n66ePg\",\"name\":\"code_execution\",\"input\":{\"code\":\"import json, asyncio\\nqs = [\\n \\\"bootstrapping alignment successive AI generations errors compound critique\\\",\\n \\\"Clymer \\\\\\\"pass the buck\\\\\\\" AI successors alignment preserve each generation\\\",\\n \\\"Christiano corrigibility \\\\\\\"basin of attraction\\\\\\\" successors more corrigible\\\",\\n \\\"DeepMind \\\\\\\"An Approach to Technical AGI Safety and Security\\\\\\\" amplified oversight bootstrapping successor\\\",\\n \\\"automated alignment researcher superalignment critique value drift chain of successors\\\",\\n \\\"\\\\\\\"subliminal learning\\\\\\\" models transmit traits misalignment distillation successor\\\",\\n \\\"Carlsmith \\\\\\\"AI for AI safety\\\\\\\" bootstrapping handoff alignment successor generations errors accumulate\\\",\\n \\\"nested scalable oversight errors compound chain weak-to-strong trust critique\\\",\\n]\\nasync def run(q):\\n    try:\\n        r = await web_search({\\\"query\\\": q})\\n        return q, json.loads(r) if isinstance(r,str) else r\\n    except Exception as e:\\n        return q, [{\\\"type\\\":\\\"error\\\",\\\"error_code\\\":str(e)}]\\nres = await asyncio.gather(*[run(q) for q in qs])\\nstore = {}\\nfor q, r in res:\\n    print(\\\"##\\\", q)\\n    for x in r[:6]:\\n        if x.get(\\\"type\\\")==\\\"error\\\": print(\\\"  ERR\\\", x); continue\\n        store[x['url']] = x\\n        print(\\\"  -\\\", x['title'][:90], \\\"|\\\", x['url'], \\\"|\\\", x.get('page_age'))\\n\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01UW17RGAWXWrHUxKt4CdbuU\",\"name\":\"web_search\",\"input\":{\"query\":\"DeepMind \\\"An Approach to Technical AGI Safety and Security\\\" amplified oversight bootstrapping successor\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01DfELiGHjRTGnC1a9n66ePg\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01UW17RGAWXWrHUxKt4CdbuU\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"Google DeepMind: An Approach to Technical AGI Safety and Security — AI Alignment Forum\",\"url\":\"https://www.alignmentforum.org/posts/3ki4mt4BA6eTx56Tc/google-deepmind-an-approach-to-technical-agi-safety-and\",\"encrypted_content\":\"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\",\"page_age\":\"584 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Google DeepMind: An Approach to Technical AGI Safety and Security - LessWrong 2.0 viewer\",\"url\":\"https://www.greaterwrong.com/posts/3ki4mt4BA6eTx56Tc/deepmind-an-approach-to-technical-agi-safety-and-security\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"An Approach to Technical AGI Safety and Security\",\"url\":\"https://arxiv.org/pdf/2504.01849\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"(PDF) An Approach to Technical AGI Safety and 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"AGI 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Bootstrapped Monitoring: Leveraging Transparent Reasoning to Oversee Stronger AI 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Clymer\",\"url\":\"https://blog.redwoodresearch.org/p/how-might-we-safely-pass-the-buck\",\"encrypted_content\":\"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\",\"page_age\":\"630 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Josh Clymer on X: \\\"Ultimately, my goal as an AI safety researcher is to make superintelligence safe. But I think directly focusing on “superalignment” is a mistake.\\\" / X\",\"url\":\"https://x.com/joshua_clymer/status/1892277642465865905\",\"encrypted_content\":\"EuUNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDLYGZ+Eb+FCnzatzLRoMLxcqp+AgjzxBGn4DIjBiEmEnJqM43IWJcTGaFbaiS2UCu/+iZi3T+t1LJMl2bWcO762I5zRAr424IqlESM4q6AwyTtzaEOAr2E61ynMrt5J/3GlGmQENzcPDXExixNDvrf2GIdveMREAw23fkd6ZmPXtPQcdK3ad8Avm5LlpCf5MPpyVTA2oRiHA/ic7WuUfGEZ8ycHGx1VLVDyJcDhAT7ib2fIMVB6nA79hl9lHn3N4RAADs70GIgrI8+6lq7i04JyU8/uX4Ln5eUpmqrepGc4bO8esAhBeMTYS+ilSnGiTED+5te9wh0pH1yOtC8iRZeHdoJ6xt4bruD9N7U9Svv+qe66sw2b4kE8UMEkUJDCQ10Ky85tCYAvV2zw8eEoto2Zj13pCbtiJt7vB+dt+C6p44QW5IgZRpE/JFe0q8yZYNeothehAH19/zDGwmsiF8hCpBT8ZR+Bs65ShwXRPzO3vlIXm3OCgnoX+aZiyyX+jTomuRfjVQfEDm4V+u1S1g0/4Ta09P7ESEI2fY9CNsnHEHCaBMNoyYfL5wDxLiqVMbWYXAn8odxBJPVxviDs30GCPvKChd/uFSHUGXZSSYeAJhuRS/HsWE06TFz/D68vb67JYh9oGujUUqmVqPruemSfdBOWGX/IRvdGUFrKJ+dnre7hBeL4LNUCHjLoefBmktNmlucObioPOAekVJPEYJ5Rvcfnv1TJ09uFKjXx7I0Lpi+AsD7fptB7ZDHplNgyaVF6f9roVkeJ0vXvRUlLLS/UFORDPNma95aVBVYXrKCGhyyiV8y/5gtXuMtSfZBam4fMPdO32rgFRsF0nxpuKpQcRmFJYz4fceniJUaOHxzErQkM1nyGmL2oieHmOVrFcLQdW2L+M5O03qCybJLcH+h0WrIut2hxA4bgb87q6E5Sq7Z0L6UN3yt3aq7ILSWmKYcbfWH/koJrjD0InwZ9/f8E7OtlsTm8hLtg3AriWuLcNlXHDw/tfz6NaX5cnOWIX3qNV+swoexHrmFW3Aq8nC8RY8YL/QsDnhm1210s++6tVw3wR43igqvaUu62IIoWL7rcab/8fvHTQswyPRqJUFHJzZDYQX0LLK1O5be6oGnFSBrggQ+fLtYdA6FcIzoUViLahQoBz7N+lJa0HDNto/DGrRBPH8zT4x3BXFG5fEDMSIGxvyA2Dz6jqlWGU4oMQqeUp3IfQTYP4Dg6oZgumBZs10DafYlof0MLRQYUNcIC7xdUOo1MAyY2dP1LTbY77z7Z6osW/KqGI7qdVk7dxIEP5sjhHFwkZFMhzs6ftRmxOw/jZ067oEfuChApOnGvOozewXpJ3eZIzQVPp6qh2dBDn07S3R+4E8XE2W5/JZYOcEXaAVQKw/WS1zaS4GJjTR3l3ECDDkIjYcybMC9xPehUT7R5JOxfFy5zbBOPTs6Vz7zEs+z9BnIfs+hnj0QwDNMuTWC8AceSnXeCZ5sht9SNuU3F2KqhOM2KcGGUAif4qSBW+fXBg0L64NIHfrpoapXB39eDBYVsymXTvUTHn7kicDLQB5Szw+EJEOrt+Z36LNUfAKRuZTiasZzmbtf7y7pDh7l/5mEo/dF26sJMKzJRNmhtYfTbokv0Zor+4kxxkQ95biYWbCgWdaTewksHiW/vl+csingdDap3cBPS1QYGaJPIBy38ekfpwoFrMeLV/MwFoGOAlEZmlVtBNI4JIJ4oVLetagpAcZKRs042MUy4IrEdeDKf8FFqITOcLrhkvZYIG1d8+TTsuNxjIkXlYaN0nfp49uf/Av/4NGU8vm8V9/dh2KQ0rcFzIJuCUTScQ4NG3WW20l/K0QNwf1ts/K6qHuuDYvZAxjfyWi+0ZL2YaMaqTi2IJc7R4IaZLhb0w7AfEwjNsSytVRbdthtowH3ISBtHLspMqO+2SQFpWY/W5R5xTW0XVNwFfyLHcMOcnrCPXdNXWh+NXEUThNa/bz4rBMU6B2mHQepe2WIkdacGnwh875RHNbqJpt8hPj51pZ+jA4XS2NAk3DgmSpFWIYeOX9nxs8YGtdSYMo0wLVZZiPKlO1ug2Dh+8YysVhQN6tBeB+NuiZ/V66sW+s7ZAqforAW8leNStCbNNPGZEp+Vt4bkgz79DMWjujtF8yfuPH/n9/qgwi4gq6CeRjADfFObojQyGtZ+UEPfV6dFU9hTwdac6dOHu4omC8eeq7aFU42g7EXOe8D7DFWdTmemHMz2Yx7WEzg16IkHrgjCFmwq3yufrreS536HEH7mrCxdn5LislIO5MxgD\",\"page_age\":\"630 days ago\"},{\"type\":\"web_search_result\",\"title\":\"How might we safely pass the buck to AI? (Clymer, 2025) · Issue #204 · linuxarena/ct-replications · GitHub\",\"url\":\"https://github.com/linuxarena/ct-replications/issues/204\",\"encrypted_content\":\"ErwGCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDGqLY+BpvZ3XYeIOfxoMnV6EBAfRH4VT2+EKIjDj3dW6C9ZCnKtM6a5HORcB6qhnMPgYN9hRQfR/8VPJU+LtWPg56IDsKiQf6poUfOoqvwXgZy7uJaW5TOsb6VpfmbnKmSfYPmQIi7frX6mftH65FEFWRy7TWdE803lhzKRhFo0O10/DiKgICVy4vEG5+ibJXYaD2j0PIAqaTebBE21y2iOoO3zoF6BZIvMkke2m6sjPEMb+d5GmejhDZYCMjRqcP3Yzh+88EJ2erihSr6nlajrNHukJJwN8BfvcT4PWLMIwHONOlX5/sq5dhZFlxv2MGFiG4EmTpMsdbl1YuJsuhFbc5rMdjvvtZJOSOOjNR+p/3oD0O522vdwMHZRXsSxrD/TSEnmdbFqCaxyopLe583LM1fguYH+qFaTAzHCP8vmgV9a1KGjJkvwLVvL9aSptzcJLuF5hTh4wvpOUwNVCGD5aqk/n7bs0iO3IQf8S3+HwtWX+/5ULo2xxaXWVwyZcD9fzKLBsyn5VnZTpOo+SOusus9IReqWyeuS0FNU98dmJJUWJnwpx/7VXY69l38/yK5vta1MGmHlx/NCuoWzhPUe8MR6ZC7CCLy3cSPSiH3GYaCiQzxXXU/tSjlZm+yG5Fjd67dDlYmcUMW7lsfC7KnrMkbPpinO0JzyI6561r9cnJWWwbTe5LRnSuUZE8oz5br6g9+TGcoETH5laM0XyG4813wrIMD0R7qBYMYwhiDdsH/EGopqn7IAT+h92ezo9XyMpisUFC7fGMEqp+eXZk3eWJP/xRhK14vr73pZMvY9M+GwzrJaCIBQ8JaBe0yXr+8ksuI0J8ZjH6+0Gg+c1OR2zCtprtJk3CP8GKLe7/dsad5rN/spMDbVqsl7MwHds3yr5/OPPV1j+95TRWRcfDg9IRU//QCv8VCxBEKlL8jqnaakRMPFnRO7/tVWLgKvDlCQgCB7ND7r3BoSUgOJG01f/nBhNgZ/uc3/NY96Tf2GmqRb+FigggaMBAv4SxjJnPcGDVRjnnMcdjDxWqrVUGAM=\",\"page_age\":\"8 days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI Alignment via Incentives and Correction\",\"url\":\"https://arxiv.org/html/2605.01643\",\"encrypted_content\":\"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\",\"page_age\":\"184 days ago\"},{\"type\":\"web_search_result\",\"title\":\"How might we safely pass the buck to AI? - by Josh 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Alignment remains a hard, unsolved problem — AI Alignment Forum\",\"url\":\"https://www.alignmentforum.org/posts/epjuxGnSPof3GnMSL/alignment-remains-a-hard-unsolved-problem\",\"encrypted_content\":\"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\",\"page_age\":\"349 days ago\"},{\"type\":\"web_search_result\",\"title\":\"AUTOMATED ALIGNMENT IS HARDER THAN YOU THINK Aleksandr Bowkis\",\"url\":\"https://arxiv.org/pdf/2605.06390\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"The Compounding Error Problem — Why 99.9% Alignment Decays to 60% in 500 Generations - My Intuition\",\"url\":\"https://my-intuition.com/societal-and-ethical-perspectives/the-compounding-error-problem-why-99-9-alignment-decays-to-60-in-500-generations/\",\"encrypted_content\":\"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\",\"page_age\":\"151 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Alignment Pretraining: AI Discourse Causes Self-Fulfilling (Mis)alignment\",\"url\":\"https://arxiv.org/pdf/2601.10160\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"On the Dangers of Bootstrapping Generation for Continual Learning and Beyond — Lacuna\",\"url\":\"https://lacuna.tiptreesystems.com/work/on-the-dangers-of-bootstrapping-generation-for-continual-learning-and-beyond/wrk_4f63aa05c8a8a39da19c777fa3c39767\",\"encrypted_content\":\"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\",\"page_age\":\"425 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Stephen McAleese comments on How might we safely pass the buck to AI? - LessWrong 2.0 viewer\",\"url\":\"https://www.greaterwrong.com/posts/TTFsKxQThrqgWeXYJ/how-might-we-safely-pass-the-buck-to-ai/comment/tnxBzwoqWYvGc7xcS\",\"encrypted_content\":\"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\",\"page_age\":\"627 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Automated Researchers Can Mitigate Well-characterized Alignment Failures\",\"url\":\"https://arxiv.org/pdf/2608.28945\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"If AI alignment is only as hard as building the steam engine, then we likely still die — 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2026\",\"url\":\"https://mintresearch.org/newsletters/yinai/2026-09-11/\",\"encrypted_content\":\"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\",\"page_age\":\"61 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Super Co-alignment of Human and AI for Sustainable Symbiotic Society\",\"url\":\"https://arxiv.org/pdf/2504.17404\",\"encrypted_content\":\"EtYNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDFw5pmeXo5mY4AYjoxoMUujJ8hfiKGGFg19lIjA3iapNjT2z/cz7DrPIGSUcxQR5BNyV3GTda4NYfVt2r3kjMSNnhZnXhQirEIRoEX8q2QzVFPgOHRDIgZDaPgltIFfvO76g3tPCqE1NQMSZie2AQbz+PGQNmKBYSNATuPPbiSneELvdi41cbZZzrtL6KQomBNCJIVXRcTe6DGPPyDa3Q26JJhNIsRyfLj9mtOlLlMyDCBpxsNjQY37o7xmJVnUHTc7ztXUNHIUoc8X15u1+bxJDojFyOQtfHxaH9oqTIkKTU/Ot6A/Cx117fYJluIXjhI2mOSCWgULEwsoQCq7ATXgO8QD2iSfa/DYsEg5w2iHPcW+e6qJFK/WZJw3RYMdc/lkS51MQ3Z9dbgWm1VlWU6BS3YZMG7RwGi3hrm9SEVTkoWoaB1c9oUf8T6MkK/71p4L6I9vRB1GqII1c655SHPsamLnYFA1eLeV1fB3xQZfmQ75Na4KwTZ5DFt6g4d/8xQagdC/dgNUvbR4zb3Vc0nBVbhkjFyA0UDTy/MbH3B5WuaTskAEUEuS+gC8kmT93YDaqLg7ktzodpkyiq+9vPOU6sshy+nq7dCmBcDONR1mBA0gdh9I2tEakseDTjQb37BOW8WYBzDtbLaEZUBD/CELD/L1x/YUA+sEyexZpg8MJ2KVgtm1/FEHxXw7UP/cSvKWefkfWcVHxNzB4pTbyDghKq+IISywYB3lTYvJldmLRdL7xw0JJLwrSN614YJ2QfW2RimW2UyVYhcKyWyVpZg6GhiRrNcTt8jza8/TPrnhw2ViAD7tk5rF2ak9pyk7YxJXIOR0ctQj+d7kGnh/N+QAR2PMHiHzgpOCcWiD9aHyjgVdzXm9a/XVQZOht0R+kdasWfu6yea3RpTDYPldFnbZL5+7uPJudCiTPC0QZP2jXjkorGjhjXtMqm/2b33Tme8nTMHo1DhUWOeqZ+/oHmnEqUHS9hCEBST/W9IrVCODDn97hD+YjYKfge+7h8D0vvriD/RDzxZJgWqAJaIbpF0nHsprNWxrJWEWigcMLx6OYgr5E1XiDZezWF50aHeidpWZ6GrxRtYefSWHkm6kuMwGIk3J+7uOljtDmztLf6u63xnajPp/j1qq2Z1F0TGL23lRf9zF4JUpJof23YX+ftjAsGZLK6r+vLGfoXzkBXaRnRwDwYtOd/WJTgj9uD3Mx0R5NnVHOwhCqy76t27ddyJpcQ7uWwNx1eA2F99YGQPPFvfYjUo4LlK+JXfwSwN0vO/hEkIPoWvpyHHHez5qfDWZveyCqECiQ1EXC/k+AxqQHHeKLykRKmLEZlD7jZMXznRQxTIkrxofZjJBiuipc/WdJ1+7RUQa4NbG0JUZ7irvSaNd3bMdrZoqYYhIwyeSgDV3wkjpwiDoXG69o8WR6qWSD4CNtDduh33itYAhPH8iLBJgJtJ8lhYFguRKLiSmDtKEiJJXPJtTjQ/LGDJFroS9lbeAuVi0rEqu5DRmve5JNYdDfYhKEZd0h76m7gj7XLg9QgaYVhhp04XNhBhrYhhy2irHZUWaG64APcj/6qh9lVpZYuBkRGNFobwYIRZAnvw70oBiTYSOUCcGCqS5a45ZgfKNWf/g0II6SUN2HOmVdehdrJOeIpyQzrmHkLjs1ZAOB+KMCHWfMr71FzTzp+AyPYGEQqW4ZkRjBpO1/5HyNhJBNqBsmezC4S09h0yH48QaeEVz8GRP0vBx9A2+L20r0KfULFxq/WlEMHdJoUAi97Q86btalsBSGHeZvxhQfmj+XAIyTLty//a5DWTim+hunJ2Mtuo21Clbn57WZO19wuw8SGLwp/1im98NaYp0Z4+EQvef2TKhmLkCYmNX8/eMv1NlG2jqzc2xxjjtGGfCkU/25H4bIvJwm0boRrraV/Sc5WzdIDEeZ/NwvZWv/a/QYejhytOu/U4geqXho0xb83Q+warMFIY4agx6GHoPVA3hKgzoIaNuqTU5Bw1K87kYhwly/zVlCqK9I9Ub5+fKnzSTcbs01IHH1uI5AkcikdSBn8avxFr48ZTS5oddSfeeD7m5fCM3fa5zBCOMtO29jLTePWPEXZGHX9Qm83ys+WFLVvj+LUoVSc9fmIH4GC+TgBrdIgXsjEM8t1fb7AFn+JzFC6NGUMaV4qTAl4yl687pi+ioaHgameOcgs29stGBabLN7y8uWufj54DweYiZAKDjJuAvOlFugAR18LN0CXAcXMK9HA/QaNmbJ2JX5Skw09niMfTbwHRgD\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Automated Researchers Can Mitigate Well-characterized Alignment Failures\",\"url\":\"https://arxiv.org/html/2608.28945v2\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Superalignment 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Alignment Pretraining: AI Discourse Causes Self-Fulfilling 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Entropy-Based Measurement of Value Drift and Alignment Work in Large Language Models\",\"url\":\"https://arxiv.org/pdf/2512.03047\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Automated Alignment is Harder Than You Think\",\"url\":\"https://arxiv.org/html/2605.06390v3\",\"encrypted_content\":\"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\",\"page_age\":\"180 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Superalignment: the problem that outlived its 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days ago\"}],\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01DfELiGHjRTGnC1a9n66ePg\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01KkojEQzoRN19kqAFE4n8rw\",\"name\":\"web_search\",\"input\":{\"query\":\"Christiano corrigibility \\\"basin of attraction\\\" successors more corrigible\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01DfELiGHjRTGnC1a9n66ePg\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01KkojEQzoRN19kqAFE4n8rw\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"Jeremy Gillen — AI Alignment 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"The corrigibility basin of attraction is a misleading gloss — 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"4. Existing Writing on Corrigibility — AI Alignment Forum\",\"url\":\"https://www.alignmentforum.org/posts/d7jSrBaLzFLvKgy32/4-existing-writing-on-corrigibility\",\"encrypted_content\":\"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\",\"page_age\":\"884 days ago\"},{\"type\":\"web_search_result\",\"title\":\"A broad basin of attraction around human values? — LessWrong\",\"url\":\"https://www.lesswrong.com/posts/TrvkWBwYvvJjSqSCj/a-broad-basin-of-attraction-around-human-values\",\"encrypted_content\":\"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\",\"page_age\":\"1674 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Three mental images from thinking about AGI debate & corrigibility — LessWrong\",\"url\":\"https://www.lesswrong.com/posts/WjY9y7r52vaNZ2WmH/three-mental-images-from-thinking-about-agi-debate-and\",\"encrypted_content\":\"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\",\"page_age\":\"2291 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Corrigibility — LessWrong\",\"url\":\"https://www.lesswrong.com/posts/fkLYhTQteAu5SinAc/corrigibility\",\"encrypted_content\":\"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\",\"page_age\":\"2905 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Corrigibility\",\"url\":\"https://www.longtermwiki.com/wiki/E79\",\"encrypted_content\":\"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\",\"page_age\":\"286 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Corrigibility. Corrigible AI seems nearly as good as…\",\"url\":\"https://ai-alignment.com/corrigibility-3039e668638?gi=a7b97e862239\",\"encrypted_content\":\"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\",\"page_age\":\"3334 days ago\"},{\"type\":\"web_search_result\",\"title\":\"An Approach to Technical AGI Safety and 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"(PDF) Scaling Laws For Scalable 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Scaling Laws for Scalable Oversight — LessWrong\",\"url\":\"https://www.lesswrong.com/posts/x59FhzuM9yuvZHAHW/scaling-laws-for-scalable-oversight\",\"encrypted_content\":\"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\",\"page_age\":\"560 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Notes on Scalable Oversight 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Scaling Laws For Scalable Oversight\",\"url\":\"https://arxiv.org/pdf/2504.18530\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"CHAPTER 8 Scalable Oversight Markov Grey French Center for AI Safety 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Beyond Owls: Subliminal Learning Can Transfer Learned Capabilities and Backdoors\",\"url\":\"https://arxiv.org/html/2610.10657v1\",\"encrypted_content\":\"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\",\"page_age\":\"35 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Reviewing Model Collapse and 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Subliminal Learning: LLMs Transmit Behavioral Traits via Hidden Signals in Data — 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Alignment Pretraining: AI Discourse Causes Self-Fulfilling 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do we solve the alignment problem? - Joe Carlsmith\",\"url\":\"https://joecarlsmith.com/2025/02/13/how-do-we-solve-the-alignment-problem/\",\"encrypted_content\":\"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\",\"page_age\":\"286 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Can we safely automate alignment research? - Joe Carlsmith\",\"url\":\"https://joecarlsmith.com/2025/04/30/can-we-safely-automate-alignment-research/\",\"encrypted_content\":\"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\",\"page_age\":\"559 days ago\"},{\"type\":\"web_search_result\",\"title\":\"AI Alignment Strategies from a Risk Perspective: Independent Safety Mechanisms or Shared 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sketch of an AI control safety 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Video and transcript of talk on automating alignment research - Joe 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Automated alignment is harder than you 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\",\"stderr\":\"\",\"return_code\":0,\"content\":[]}},{\"type\":\"thinking\",\"thinking\":\"\",\"signature\":\"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\"},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01Fc34wiEfs36A7kJM2ACcBc\",\"name\":\"code_execution\",\"input\":{\"code\":\"import re\\nurls = [\\\"https://arxiv.org/pdf/2605.06390\\\",\\\"https://arxiv.org/html/2605.06390v3\\\",\\\"https://blog.redwoodresearch.org/p/how-might-we-safely-pass-the-buck\\\",\\\"https://arxiv.org/pdf/2504.01849\\\",\\\"https://www.alignmentforum.org/posts/epjuxGnSPof3GnMSL/alignment-remains-a-hard-unsolved-problem\\\",\\\"https://joecarlsmith.com/2025/04/30/can-we-safely-automate-alignment-research/\\\",\\\"https://www.lesswrong.com/posts/oLbpfPkdtcknABvvw/the-corrigibility-basin-of-attraction-is-a-misleading-gloss\\\",\\\"https://arxiv.org/html/2608.28945v2\\\",\\\"https://www.lesswrong.com/posts/x59FhzuM9yuvZHAHW/scaling-laws-for-scalable-oversight\\\",\\\"https://arxiv.org/pdf/2510.11235\\\"]\\nkw = re.compile(r\\\"(bootstrap|compound|successor|drift|accumulat|basin|generation|chain|correlat)\\\", re.I)\\nfor u in urls:\\n    x = store.get(u)\\n    if not x: print(\\\"MISSING\\\", u); continue\\n    c = x['content']\\n    print(\\\"\\\\n##\\\", x['title'][:70], len(c))\\n    hits = [m.start() for m in kw.finditer(c)]\\n    shown = 0; last=-1000\\n    for h in hits:\\n        if h-last < 500: continue\\n        print(\\\"   ...\\\", c[max(0,h-200):h+350].replace(\\\"\\\\n\\\",\\\" \\\"))\\n        last = h; shown += 1\\n        if shown>=5: break\\n\"}},{\"type\":\"code_execution_tool_result\",\"tool_use_id\":\"srvtoolu_01Fc34wiEfs36A7kJM2ACcBc\",\"content\":{\"type\":\"code_execution_result\",\"stdout\":\"\\n## AUTOMATED ALIGNMENT IS HARDER THAN YOU THINK Aleksandr Bowkis 1580\\n   ... Use these agents to build increasingly sophisticated empirical safety cases for each successive generation of agents, gradually automating more of the research process. … 3 The ‘undetected errors’ failure mode  systematic, undetected errors, and even correct research could be incorrectly aggregated  not resemble human mistakes; 3) AI-generated alignment solutions may involve arguments  • Use these agents to build increasingly sophisticated em\\n   ... human**  **review) contains more errors than equivalent human research**.  Agent errors are also amplified when agents begin to both define and optimise against alignment metrics.  Mis-modelling this correlation structure can lead to undetected errors  compelling but in fact contains undetected, systematic errors. These errors can occur in individual outputs or  alignment research.\\n\\n## Automated Alignment is Harder Than You Think 427\\n\\n## How might we safely pass the buck to AI? - by Josh Clymer 1583\\n   ... The most promising scalable safety plan I’m aware of is to iteratively pass the buck, where AI successors pass the buck again to yet more powerful AI. … Demonstrating alignment is one way to justify passing the buck.  # How might we safely pass the buck to AI?  This post explains how developers might safely “pass the buck” to AI.  I imaging many readers might object to the “pass the buck” framing.  Yes, developing safe superintelligence is m\\n   ...  then maybe AI that we pass the buck to will only have a few months to create safe ",
  "truncated": true,
  "originalChars": 211257
}