Run step
Step 7: assistant
thinking
Calls code_execution
{
"code": "\nimport json, re\nqs = [\n \"Wentworth \\\"Verification Is Not Easier Than Generation In General\\\" LessWrong\",\n \"Christiano \\\"Where I agree and disagree with Eliezer\\\" verification easier than generation\",\n \"Greenblatt \\\"AI Control: Improving Safety Despite Intentional Subversion\\\" trusted monitoring safety 62% GPT-3.5 backdoor\",\n \"Engels \\\"Scaling Laws for Scalable Oversight\\\" backdoor code guard Houdini Elo win rate\",\n \"weaker monitor stronger agent detection rate capability gap 2026 monitoring sabotage evaluation\",\n \"Wentworth \\\"My core disagreement with Paul\\\" OR \\\"Christiano\\\" verification generation delegation experts\",\n]\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\"], \"|\", len(x.get(\"content\") or \"\"))\n"
}Calls web_search
{
"query": "Wentworth \"Verification Is Not Easier Than Generation In General\" LessWrong"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01SVukXnpqhQzYSTro8AXdoM"
},
"content": [
{
"url": "https://marcosnewsletter.substack.com/p/ai-agent-autonomy",
"type": "web_search_result",
"title": "AI Agent Autonomy Depends on What You Can Verify",
"page_age": "43 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general",
"type": "web_search_result",
"title": "Verification Is Not Easier Than Generation In General — LessWrong",
"page_age": "1436 days ago",
"encrypted_content": "Es4NCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDE1tAXKQhq7hHhmiHhoMXW6K8nm7hEvxTy0gIjBteFgfSpGxxY05Yre9gSpWV7UfYJ9zDrj4UWRq4tiT9YgjZ1VWJ7DVOifULHsQDzkq0QyczlwI9VgcoJK9J0dBnE9W8bJAmQ/wJZyvvesJC9hen2m+49dvkCOKm665KQTDf/GlHZYrAI4DNEm5ZizeOehPWn+swnC8WShOnL4O+YXHMe33QgrnWqpzd3ecwy+oninRyQoy2aSgr4N2SJtmhEu4ibFBJAym2xayRaXmPuN3u4+OdgvU/P+HQrPczrquTNBfjVP9J9rLXzk9FtFWNFMlBqC2gmXFtrmnZ9+qwnfCCaXR5zrduz9mP70w1FIhXv8vCIYQiBgexVivoQ0ahf9vIJ+1SfP901qUtB1/bt0OooEiOqiqLrtn6LLajQhf3XrBWOTwFTfbjDaet3fCCOk6oLNbXhtX0lfWGuKsgmfBZ54oSRFSlS6Ae3MPwQIiQHNf9OCrqV9lJOexhdShawCAegIgkrh3sIBa1lReQMdwSpy02KqdihYm859v0V7MKK3/QoYKSwZRWl5MfHvaxf+Xvev7kMvrXb1ZtveLaOZa1Fl7B9KY8tb68+Wh1Ui528kM5E3WgVjm/3fE2z8p4UbeiR+Q+pdbqYQuEekQwWfKOWj+ipZohFoVckvck4n3+NbRLd1ABXJI1nxXKgLpJ7ZasZ1lUANnyWNuJ7B3pYY84EFyKju+YVNl0SoADpTCnLwbZm2kaFSfEGEbuA6X9cMKgJwB1ranSEwSrCCRISiygCoUmh4E93g/a2aFIRlwjPVm0SFUIsbYxMHgxTns38vYdYCfYqSaCf2jUrQJJ6zNQqR5Md7GC/o49xNltFi471SoBa8eqrjwIuq1jC6agbmvcyutHQORw6dJwgNAonoAmqxzYJqZenX+ou5PC+a6UZRMi36qvnc5kvHIXlbm144DeFU4x/xyTLW52EaN8LB7G2ssGmzfXzNDJpea/1dSl8m72SVN88cmTpgjNjWM2Qup9/I2JMa1Y3D7qwkDP21wv0Ca5CkqvQQbJ7FKGwVVY+PFIFShvz2tX51kKajHm9bJGkq2HV8pkr2VAYq7pFzSqu0F+QVsfZcaGcDmMYsKEE7zyCDYVj2xPM0qXayLLM4lTUTCImHVJwNUB07i61xNEiucu3VtU3HFy7k4MyAveZqK5znibFaYU7/p+H6QUt2w89lKh1JjNMKGwQ0AdHBVxgtKbn/n+vast3dJQGok8P79X4gHW9dkRPgggsqJCkaU4s6gyMELxHfLfaBGjgdElonE1caYO4r2XGyM+HxqmUVP8a7tizV9rYRuxB+Eu0Mh0rby4oftYY1050GE+gCXTiwqIBsJ8oNW04sV5TjmFXgdhSSQun9tRMF0PIa/LCkzRGyfrRPrJjsuN1dEStXryomsKzXyTlto/j/l6zr1eR/fblgdIR9eXl1dVwhwhL59Lu71grGXM28l/Lzj3cnqI9YO+88y88P7yjS5wJwKl4x3YQ2JRfUmfu6z4ty9KyArTpNN5FqNsWWR8ck1KucXvf2sKslwsjiQdeVvYy8CLUEM8PR4uYgaphzJVdb3asGJTOiUb1QriufwcaACU7yWMlbimZYNT4LIC1HEDieoC5EKZxSl4+bySLBObNBi+wdFpRcXN5ydCwFDj490WY3Lw5FBQltnyAal+93hyJfSLzPF6UNIrCVqloqdrODK2ZrO2R6pwjl40HC5vYGNsA8jy1HmpqW+dZiAEU7t6JZWymitZRY1sKh3iWfdP977ttaSq0vHZ9DkpZ8gWerhkIzsjSDzFQ2d55WehMHzQlvtDN7KTbPtqQpKwROuupJVO59i+OG5VeWgxyl87bvSj5BDkZeNYu2kdP1cH4Qp2QZjtBPIStVp8NNSGlpzDV6EEY419/DYhdNsDUJsoilwQ35ywMwb7X2zI3bA9iFSJNDN951NECoa9RIA9adu8cGjvijMQnSD5NJS17XmRyouIcROlKnyVbwkf8G7iwpl0s1LN9Q8cx83K1uLarBLtjXQEV9+LbX7HAkpcZ6OU2ljXSrBfn+0+vjwha0gIuloC2DhCJEukXPOrNvhhRi6pE/4K8NckU2q66fa3uqYQSzPe1RLUKlLLGIyTr+qMboCmNOkLXEs/580uVIwxsZjikPiWayxaAqTf8WImIQbiV0GZj9JMqrQ6m/xcvJYZOHGKLprdlKbErqd/Z9T7IcdLJcRShSvB5+ClAZ9BW1eqez2/Z/OLnAYAw=="
},
{
"url": "https://www.lesswrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general?commentId=ixhbh9kteKyKqS27J",
"type": "web_search_result",
"title": "Verification Is Not Easier Than Generation In General — LessWrong",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.ivoox.com/en/lw-verification-is-not-easier-than-generation-audios-mp3_rf_98063103_1.html",
"type": "web_search_result",
"title": "LW - Verification Is Not Easier Than Generation In General by johnswentworth - The Nonlinear Library - Podcast on iVoox",
"page_age": "1436 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.greaterwrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general/comment/sRAg9C8kmoPQ2RGtf",
"type": "web_search_result",
"title": "johnswentworth comments on Verification Is Not Easier Than Generation In General - LessWrong 2.0 viewer",
"page_age": "1436 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/7Z4WC4AFgfmZ3fCDC",
"type": "web_search_result",
"title": "Instrumental Goals Are A Different And Friendlier Kind Of Thing Than Terminal Goals — LessWrong",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/44Cv4HFoWEZvFnL5u/ai-37-moving-too-fast",
"type": "web_search_result",
"title": "AI #37: Moving Too Fast — LessWrong",
"page_age": "1098 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.greaterwrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general/comment/vWCjKkf52Zqjnrib3",
"type": "web_search_result",
"title": "[deleted] comments on Verification Is Not Easier Than Generation In General - LessWrong 2.0 viewer",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.greaterwrong.com/posts/7Z4WC4AFgfmZ3fCDC/instrumental-goals-are-a-different-and-friendlier-kind-of",
"type": "web_search_result",
"title": "Instrumental Goals Are A Different And Friendlier Kind Of Thing Than Terminal Goals - LessWrong 2.0 viewer",
"page_age": "656 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01Hee4gzpBSqiJzEzvjLuBr9"
}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_01SVukXnpqhQzYSTro8AXdoM/cell.py\", line 24, in <module>\n if x.get(\"type\")==\"web_search_result\":\n ^^^^^\nAttributeError: 'str' object has no attribute 'get'\n",
"content": [],
"return_code": 1,
"encrypted_stdout": "Et0BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDI8Vt2mXzS26DIgJfBoMuEPu94J8GL1m/+ifIjDqk6UVDuZkMN06D5gI8qLlqGSt0pHidghTN5WlpCKmw+HoTzanjnCa88PoABUtPyQqYVKPh9Ib68owT1YOMBzsoMvzFjQb6ChLBS+yqD5yF7ypvJvXRSO8WtaRq7T9Eee4AwrAYMsmJnRWKJFLjOHl+tazxWuqIfkg9XSv7Z21l5uAwHEWqV7ToKh0TXBqoZKHdSQYAw=="
},
"tool_use_id": "srvtoolu_01SVukXnpqhQzYSTro8AXdoM"
}Calls code_execution
{
"code": "\nres = {}\nfor q in qs:\n r = await web_search({\"query\": q})\n if isinstance(r, str):\n try: r = json.loads(r)\n except Exception as e: print(\"ERR\", r[:200]); continue\n if isinstance(r, dict): r = r.get(\"results\", r.get(\"content\", [r]))\n res[q] = r\n print(\"==\", q[:70])\n for x in r[:6]:\n if isinstance(x, dict) and x.get(\"type\")==\"web_search_result\":\n print(\" -\", x[\"title\"][:80], \"|\", x[\"url\"], \"|\", len(x.get(\"content\") or \"\"))\n else:\n print(\" ?\", str(x)[:150])\n"
}Calls web_search
{
"query": "Wentworth \"Verification Is Not Easier Than Generation In General\" LessWrong"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01W5i29xpXjCzjM5BU4JTL4n"
},
"content": [
{
"url": "https://marcosnewsletter.substack.com/p/ai-agent-autonomy",
"type": "web_search_result",
"title": "AI Agent Autonomy Depends on What You Can Verify",
"page_age": "43 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general",
"type": "web_search_result",
"title": "Verification Is Not Easier Than Generation In General — LessWrong",
"page_age": "1436 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general?commentId=ixhbh9kteKyKqS27J",
"type": "web_search_result",
"title": "Verification Is Not Easier Than Generation In General — LessWrong",
"page_age": null,
"encrypted_content": "Er4NCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDP9AX4e06ZFAqUD9dRoMNpEj9afvVjTcwK+FIjCNkfcrcfvCgHNMK2zRGZJ/xBhzauCyyUh3Npt0KZliGNPyyVHVTyedy6io305GqF0qwQybRZlBo682XLKJKgqnjPAj5doWOegHSUP0JCDUEJi/Xov7YVeqJ5uzRwMUPRz0Vbgry8wMTeYkEM10yxA31s1SzWZw5XzMTBW9comuzibSGz/raOsYlEqX06AOBZz+UNIGRroh5DZ/C54EG/g7yGgwGPh5iApiGu+iAMwPKvXpj1gxajEoMWCFN+1fK4Z+db6gN1CZE/L3xKUAb9ODwY9SrQwVJTl+rGYyEoxKg2KxGpOsFCfvGiKAPZMK2IgG2xSuau3rMDFF37eqXQZqD0FMJPulMdajr0vwPyxS1f9WEtwIRfUIAy//0LnNVyud8To7UOLZ5b41Df68ayxZgMgmIsB1Nxawjz57c6Oa8bxR9GdqN1MQSVvWM1EMWwEVLJFLrjTh5dgGNAnLdJoDxSVI3Bn1LBEqAc6jWglf3dKIfpDofrYSyqZd04ltUwRJgv74TfMOtdM4bVgOFdaTdR8+outtmoMAwZ3PHiGBB/Es/w3Pf8PyTeiPDEhCpoFv74whvRJwSK81Nc+1YqO6v+S5Emxq+GeQ/DG64jIt7cvfktOs8itK86VkUgdpkUi0HUiqwQ/ZBbMz+xt78KMCuKfxdlg8bct6CkH5EPmzZfoaVtLwrlSWzIeyDek/vPxlkWwt+hxEmuJ7oeoXbFUm+uo3z64OxVl8jQQXP2RhiArBVPDJchQFj0Of/nRU6r5ii8GX95pDElXB75jImf6/B1FL/WRYzVmXHsInlH2LpZE09KlH8hvni+8Si+yI36q+caC9u+Bapfu0+oxXe5cilL7X0aqI6MXe49Xb5sBslCnT+vWV/3nFG/8pC4+jHUpP1JloKFHqPjna7/8ZRXmNXtwRWDPB3Gy6LFEwcj3EK8XX5uLqBKvbQT0pta/WcTtOGdaF1sVc0Ooj1Af0USq23wE8PSnMyxQzJn04bvVb3ZNMRiY4gt9+FKnvDQq/aQS9sXArybRxVgvP+UIlLJtQ23n40giSx8UnBAUXjqo8ri7awjWHZ0slRH6JgIfiZm/qIJ/syG2OF7QAFeHlOHfHEMdMqWLnyKVcYAmQaXbT7RYgEeBSRwqHpqNS4rtHO/L9wFfhXhI+pqDvPaR3Lw35SEdGoehFwdq0jq1NrWuxXk/NJAmLGBwqlSYfBupAlO+XvJqJEvnEIxJezor7yG0Iy6YrtmjfAQdmjtKXJExge4zDOXiLFMu7/0F44Hub6r7ZR/UtqpW6Xjbw9l1j5Y6V+YmgeFdSBJ/Qr7UNMi+H/bPLtFNJF2aWAyZnYXtfXhwojtpEjPjM12gRT9zBaPrRUP/wIvosCsfV24Z8rMSXYIcaYwZVcqguAJ3FHtM9+Gm8Ut56mkbic4Xh2h/y84LnF/0gGFGgLWwZG0k9/lVLTuTzD95yOYM4wJ6+2cpM5rMpYa+VRTuBaarHOCpykkeN3YFbFG/75FDUffUNbamTJHFoeTBkOmaowORIrms4zBSbb7AYI21OUY6tiKTwsTVOydTJs/+o0eqFtKZRaMl+zJ3liF/tw8K3ZsV1NcEP8r0G/Oeg+1JP/uXzniVF+nzdOJuNI6JP/dyUePjcEZSP1Fm5TRRH/bqLb9BtZuxEk1M08scB9jQjaaCV5/iZzc9V+BU9x659+LAqPkhBilr7bTX0uyZQ2dm6RjKI9FScb/e9kXiYZxUe0FZ+hyZR3aqRwgeaytqttOmWbMec3xZPUoLuR5gDgASWIATgRmEebTDa6ybosqZBc0IxbGFvA8WjjFMoiphxyJggrKi6jGuzLEo0SDy6H5MZ9Fm5PU9Hn02rKlKfOoEX+DGgU84rBfhOcmrmqgXsCO0TPQ3nKN5N6WfxXt82gDjxHPjy2TZFDvhl0hiAA5R8MaDlqQdE1zvcdBiqCGXyJaacY1FBlF1vdj0PkmyACUx+P48nMoHoXkjNXuULcV6rYbE6f/vjtBj9xzQyAFgFLMYAnGwqaitauGcO2k15gbYpbnAaOr5u4us/hczadeTJUrLyce24z6cY8NHrTWwk3YEXje4VQyOYCBCJgHckYUXf9gV472Caeyp9NUk/0oNisl2GwnC9E4HgB+5NlDcu2PBLW+ttY6TcCGtqvIlPCVrDpQe4tLfvtyjqvSKOuTSPWgpu5QJW84MqgvqwIBgD"
},
{
"url": "https://www.ivoox.com/en/lw-verification-is-not-easier-than-generation-audios-mp3_rf_98063103_1.html",
"type": "web_search_result",
"title": "LW - Verification Is Not Easier Than Generation In General by johnswentworth - The Nonlinear Library - Podcast on iVoox",
"page_age": "1436 days ago",
"encrypted_content": "EvILCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDN8iRCf9p7SO5hT++hoMGZb50DHPNIYs0/40IjAL+OYRfxh0q8otRr/j57UvfO1ryoqLXbLADwqMRL9l2oGPfUr9+EwLL7FMxHhz1P8q9QpTHG9kTwR0mwtnEALvVJyUjLMmPi8UiC9Cj4QxQpe1JzK/Gy0tbW9zrL7p6GFT6jcV0tv99Q3wh7/Z/hoCsv7Zwe1Jr8C/FD8XqU1ilw0+hRo9IL1nx4LOFVGhjRhH37Yn79kTlwjepqSk7C0tu6HpmZ4J+LeLkPxDNx1XmAXeKF4g8gt7mi92yqn0f9vhUch7eQmqAYa8Dw7vZhSe15r/LnxBFrzFZe6ycTMeZ+eXtcV+fXaSBzAO4WBFFOEvui4vitqNVEote8z7SvYZ3no/D+KG8Bg+jvis361EYEeKpnl3TIjFrcJvwG7LHrm1raO2CROtFxsHOwZtkswPqZWWcX2XBAj0MQMYNdYEqQt/HZxqaFNGQnTdMYXkhDyuB+6e2fwsWyotgkVue9lkODqRlwZ089DI00U+dcy95uMVII6Jv6+LM+GQzGr6SO3Ri4w07DvR7d7drjLH+gf02gaFnjn83eeK9HGFmLOg8aD1FLCzdXnPteGu8PUMC9AS7WhyCgKX8iG2M+VJOKYoQoPv6p3iFHQLbutSUmN3IKbBBxRdbNWV6Wk08S3LuEz0XjzE/N/X+yvIx+pu1ZLiQnCypgN2ilDgzzcUWUzDj8z821S65WH2SWR5JbiD3e66sEZHH4hCcPRAhB/vLvTEoUGKx1A9poMst6sUDSVkzWK3Bmxlyoe9yhadlP2TIjeTuBWXBvgnsOwBHAMnfmaI56tMOvVf79s3Q50cWJegbr5J32hS7QY5H+g9xXfM+BUys0fPIREqVwb55ODgNpedOjQYGSeHxMEyWzWzIFHfPkn9Zm3qCXeNAohSDtF1L5iq1TNITF+m1WA9FyBL/mZ2qDDvw1UOpTbx/Cog2Qfu38QLuccKbunVrbON2AwT74fcrr+T5T6atg/7Lg3/xeJvlUJN1SOSGhcov/yine2G4DP2TN8DhXeJ5m6mKD6yfUQZi14ajkjWhet7/bYlkmypyostmgb8A9LDAEo8j5lW/LNGGs9ELAZHhP2LuTxxkQthCctAdYgi05fpDcXx+VaRFE/HF4ePmqg9/+90Ahn8GEeBGFKchahPihvDuHJf2DrtlWeo5K+pL/gsficu0D/0F8ef95wMFE7ciQupdXd6D+LXu5Yi2cqn1J2+HqFhCTLbvhy+tJKnRnxMlWm45TNxM8At2sGcgvbmVTJEh3EQUxMYv+3ujTwHCD+vpeBcsoDhXf2I/XL+nsIJOuU5Tpg/UmI9W13ON6ZeX5X2uL9mPyAo0EEF+fux0ArfYFngNvGo2/U5Q/KNJi9lYvWYvH73Vw3fGcl51vHxhtoGRDdblPW/riQq2rTNBzunikHUG+R4n0zeqafuVomlKG0wGiNEyCzwpyeYVX1z/8ElhSJ+lv92Jm9nGQCqjeoyEtuSFZc496cR+AEm7pdUN4UeWbdd2kfzUk+q2ckFuhOYsHdk5TweD0HhsTLuwkZ50PLVMkvky5I2Wg7aqpLby9DzqcgPVFlYkyvvMgohZECb1r7EPOkRWAuB9e/jB94eeNUU1FxrZIop6YM4JNt7PslmEMB4y+FMyd/0GX6mC/0q+lnjqKeZ6qGQJc2Yw+13S8cKmGblSOgP+FpjtYPa7KrKpJCGTFGa6VEvR0pOdYSLxI1w3K5KyNIQXOJJTtH83eCMALdZZPu3usYcb0GDjJOToo/+UHVz4X+7ryUK8UcObBeuC2R3MVcWHChx/8jnVp3ezJS+a9sNpduAoeHOtVXdxgyaZ1I9RJD0vmRSIW7xe9CWvfPweHEMhGso4wmuyGclxu0B0qQnQyS3i6ysO9nS6ObGcAVKqJub852UQOpH5PW65chCVeWC+8iLEDzxMW45rqTyZageh55qWxgD"
},
{
"url": "https://www.greaterwrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general/comment/sRAg9C8kmoPQ2RGtf",
"type": "web_search_result",
"title": "johnswentworth comments on Verification Is Not Easier Than Generation In General - LessWrong 2.0 viewer",
"page_age": "1436 days ago",
"encrypted_content": "EtENCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDJRK3GIKle1ttT16+BoMNvft/dhZRGkhuh8DIjABzA5X9l45a9okafqk74NMgzFKjT3nM0VsFuGRIVfmwB1e2+T4mdGwlqhZ0O/5kTMq1Ax+hYdUmrdExPW81dixLrjeBUWF2SXU0S9RUzUJAuOL2TrOMUADK2jenTv/sc851zc2uVFSv9jHQI99bUtvWmFSMgzcjvUfABXvCnv1G4G5Kb3EV80Xq1NWcXfLxcab+rbzV2PqigjFPyfJsDt6o9wKEzmD8/AbXwnVTPyB/ntnekkvPtCfw/ziuB2iwdkHPfZtm4rqynddxaIvIDZLNpdt2dRi4T51VwaIqSCr8na8bIu66LavBKP6KO1+dwXGfFI2V8gR2ZZLLzy9PXrBSO0GMIgCHAiSQCqMJ1nbPT6+AnBYa2lZuZRi6OivQgIdLKR+XA7AzN0FDeEE9sUligaK/o9vbuet1tL7tCD82KZTpTUGYh9f8JpnJ1xIKH9GjO9dx00mrr3MFGB9fW01+u5bPaxATuTGhWTdR1rVUCeknMtnlpNaTEojsHeOH82G21jeaDjm4XB3/JYx1TM3q2InHv8wwpEU+Dfn7L9uFku4pjsXLMaS4ABSuECkEsw8VydtvTFgQVUR37GtAjSh1Tv7BDTTYlGu5Jf1adN5BaxHzYGlkohQSxayL9bR/bgCppD/UrEkVtgGp/zO4VLM34iO4VUrFhlxP3uE5kwZSrEKVUkZCQo7UAxq2dtfhML2eeVhYK7XxiaON5m5tAo+TYrjoAzPtig/dGezzzwecHlLsRkhMhOvg4rjZUpUS5jAUtBmKZmTfXyofuILrETjKRTNI7cKY8DjMUjQlwGyAgwmfT8g9SpLSX3RettZwWhM8YlifHf+E9LQOioKmW+LTrM8ZW4XWM69o5SaiEUbTedIIuSbZkTY1Ssee6QAeQJVDBjHSO8Kzci+Moq6W/ysPf0RworoCPxTjPTjXc2Ff7hTpKZt4tdlDegZzCJchMYzQd7IqkMKVhrmd8t0BL9oMH61Lk/eeNt5MqyqElFUhVlLRkVyjOXjFOFG0i0eZvZWIzJGJHLoEnmkIiu6IQJNKarx0LT+1YLxN1nyQRckbeNvggIzJfG3VOwMaABI4tgjEqvHx31PtKPaIuZH57ZzSymG/WVuUvZ7ZdkSpnopaVJXLtSu3cj/tAoJ0YjJufBsbYsxNVxeGX6pmbwXDJdWbC8zTjgk0QRXTqeLATV60Bfb1ueNhRL6MFn7n6Znyn5Xzltle8HT72MztI/ExZm23ktPeVy5lxrE71Onk8sngj9jp/A47KQWG63S0N0p5g4wGPpAc5faFHf5JrDiJ4hMPzPFZkGNZI4bEQbL8o2uhFUjezf4zJKXkIR/p5aU9txjClDRze/luizvoKOE14IT4dq03L1mvEUHD+IMlqmXrIaUG3M1P+RXivfaRc1a5biqiaaUcre1jOHBoMSPygfe4781HQ8O14WVRWzjEjzj/vFV7qeLTnCA7spXzBfIMY/nc2CeVeX+aS2ga0sMT6QLo/a266XTeQHaKMOBXr+SvonLtg5nNAS7c0YPSXfjP2AZ/P36duWcqjhwiIvbUX1lKmE+zprw7g39uRHfbt6ZcXnQqwvS8Lt2M70zRUG4yhg3m3e46oaJ4VDAn2F1p4AJ52uQLkxtXVBif6vs4NBJZtYf698T7eE6vqrd7yAndo79paPhG/wfyawHVbsr7/ttlNBUMrpQ7IAH3o7QmAmg0T5Kbb8m09wiu8c01oD//dojrgD0MuPE7AM2nlLcn4zTWrEa617GnpwDi5GNCB4H7uGnOptpRg3o0Hnjt4CJkbBO5/ZaSILYDD3HfTA8vF8qSo8G9QTS7VU2de80V8M+R0DOQyLUurCIJxV+2PG6JiFCt1uULW6o/HwPmVzpEQfEnxVQ8jSVtKtEL0/ET4ka4I2aZLCMv5xxwxFe35a8OojT+om93frbmbyetaStWeqFqnNJtgJJGm3n7twaH2/Be92jytporZ66u9mEEq4ZGUJSMwPqS0eCOWg236D4nzk1Tb+IpdHb0xgU6sKJkowmpxA/CVPyn6Uoyet8CrI6VU9lU4esCjY40YlLN+zkyB9MONkpe6CzMp00bMCwu/XvAi17GGDnR+Ty0/vQIKNOPdwo36pQEkOb+mkXa+50F0H+PXgwnpC92BX0Xc6hQT65DONUAhp1UPEKR0NYvDxeqk1fvTKSu+ytTx6fVQXmmxhSPz1U9PWfNTVQSWQN8Z+6q+87obqarswYAw=="
},
{
"url": "https://www.lesswrong.com/posts/7Z4WC4AFgfmZ3fCDC",
"type": "web_search_result",
"title": "Instrumental Goals Are A Different And Friendlier Kind Of Thing Than Terminal Goals — LessWrong",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/44Cv4HFoWEZvFnL5u/ai-37-moving-too-fast",
"type": "web_search_result",
"title": "AI #37: Moving Too Fast — LessWrong",
"page_age": "1098 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.greaterwrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general/comment/vWCjKkf52Zqjnrib3",
"type": "web_search_result",
"title": "[deleted] comments on Verification Is Not Easier Than Generation In General - LessWrong 2.0 viewer",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.greaterwrong.com/posts/7Z4WC4AFgfmZ3fCDC/instrumental-goals-are-a-different-and-friendlier-kind-of",
"type": "web_search_result",
"title": "Instrumental Goals Are A Different And Friendlier Kind Of Thing Than Terminal Goals - LessWrong 2.0 viewer",
"page_age": "656 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01EMjxKdPiY4uB5Dx3Qs5GKs"
}Calls web_search
{
"query": "Christiano \"Where I agree and disagree with Eliezer\" verification easier than generation"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01W5i29xpXjCzjM5BU4JTL4n"
},
"content": [
{
"url": "https://www.lesswrong.com/posts/8HYJwQepynHsRKr6j/critical-review-of-christiano-s-disagreements-with-yudkowsky",
"type": "web_search_result",
"title": "Critical review of Christiano's disagreements with Yudkowsky — LessWrong",
"page_age": "1050 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/CoZhXrhpQxpy9xw9y/where-i-agree-and-disagree-with-eliezer",
"type": "web_search_result",
"title": "Where I agree and disagree with Eliezer — LessWrong",
"page_age": "1605 days ago",
"encrypted_content": "EswNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDNum3KN6S3BcMo9J7BoMgg8nwaArAsGq+5E2IjBOtimxK/8myqDSVDDxrlym0VtCyn2Rk00Chd48bBJzbXsxvCA2TnVvdfl6JkQiad8qzwwwOBN/UDJm2h16qvZbu1V/pNKty7bKLBKhmTkFjxa6KpSXGDRxrETFnksdWM1H421r6YIGomCiFJo/W0Wi/1lchRPltFryoaetO4ivF02/1v/WgQF6/r3f5OBZ9jGk8/oEh6i1shpooScxtipcEJRvhK8zy84MJIkz8ltDZjNjSrClqmHL7xLizDgW1bza7zIY3Qh7zHMvAWH1zlzWbC9Ps/U9x/GhffUUrI9Nuh58xbsWxFAAYmin1hTu/NWh7lCowshCUtAjvPZW1pDU4XD2+3/k31z0/VzLuTAS9P5f/HcA3YtFUVyP6RAsD57zupa+TRloegxk5w3uirWjxF4zZ2UjTJRFyopj4rGktTEx0Q2+qTHfzWol60gTfd+7cdqxKDJY8+vTBIFRLbjUo+C5VklLpjJS8F2l6Skt/lzqViuClvMMceE0BPSnfkuNJMr96ATmKNvsxe26Ty4ro6VtIr4hhaMcZcS2GdATdoSG/GDnsO1MBzmPFcdqBnGqxXDsiu0jU/QWCM1LLBm2Bfo7TTj4OCnZ4uooUKQ2YuFV4a9/RmWQ1oo85uKQAMmIpDBaohQ1NAqmXBA7E5QKkKake5w3jaTDHf6ZPDM9zBTWIlg93Q5vQ2a9zqEjvVtZLiF9EiBmwAe8Mf9yrhD1Q4qoNqh9cEqlrcamq6KKy+rX1bA6G49u9lNVhg/aOz0pX4fU4OGulR5uLzHw6KE8Rg7at1u6OrdduouRYlNW4YOZLrM6AddLmK9ZkUB//xR/tG7BSove7grIAOkd9AS2P6RS7/S0T7NKFjlgTfnhCk9jueTknizOCBPQhvKPMmbK82v9AhYYat6uFmcdLVDrz7nX7mCT+mvDV5FN08LXRAVn1BnEsNzWwTu9M/CBnfc9gK4qob6vEU0fd57pI22OEKVByKyMn9bi61Q4XIVjzhxrkMzjK7VzK0SRPEn8epTOtHFfYndo5O+zxOZshLiCoQ9NMg3GczQSkve9ohWp09p3Y7IPlp5gpAV6te6rCmekkpYHPXxVQpK4zy3iUCwud3PVhx3Vt4QsbVgdM/y5gIep3N+SrnY2Bj2e/oyvUFIkyHTG8PSN9rJJp2JYZJA214zwCO4x5tXOpo9KbnF+ieCZLh0VNoOOVRjpXv5BUYZJDx+CRy4v5H+OpwLyFh4xhIL9b8WAIoBFR+LDZF/eB1WTZiFtui7FYkKTVwf41Vy8DQLfL0MDgP9VajyT411BYqJDbrMCnK/isA3qIy+PNYRPuc1WMkMUfaJw90vnHxFlctmvQmDYX8g8kqxzEm7x94BGIbIX5VEMX0eGcp3zDwPxM1bDVLrBUnCyvP4XVAaQFEROpCWhiif5ELrSwH18z9Ie4GVdfZc4vnZ/mMVVRVxr9FUJ5xT8SFOzcYcnYWnYcAn/gCkuqpD4tNfGEgRzkc/RGFjqfc3izzpa1grRNo1EVI/1b29qLv6kZ1wCCBV6HN+8I6cDBOgDHERkoPrjLES0L+CwMnnhu5MptktGxeYCCNTdRD6z7xdIQK46vPmO4uUnARKR91LpEQ6HmWHk6l6UUaDz9mmMzuAW8uFTdpNKWWlCU62DrcoFS8JJnkJxjxjcZTl9rZ/SxWTEMF+EJi13HEY7LMHy5rN0hZWFUILbKMEA19RU2+ymv+jSUJpxPTVaPd6GuUps1UyjXXX9V9hyJLGJE6uhXsOzzpr058vIVriRzkzcD5DrgNxIW+NrSjmDFXsVRlPBndUxnY2xrZAVpCBx/vWDq7+xMHJQAOCNsn271z+DT9ln+0i9U5XNgLN/aL4SwEpeLJUUU+rPcZsSKaV2nEIyXnLKG376811xX2QOo/ACdPl4KC+UVuygG7PTRuAul2FU9w9ZcMyKVP03emAi3l9fxUjxvYMNr0zzIQbi3G1avnXpyB1UhM4gvC08kgchRc3nG/ahQkibbV4M7DkgyWTatlIuAxtXVmsGIPY5FDuFhA1UIxcxtaWqCOBnuMxqpdkHITgwApCcCoA13x01MXRI8UbsowtnXLJ0G1jsKc6W2Fxrp4fppTnPh5GNRgrfN3Sg74KaQDOsyR80qxZ1XSUVep4FN9Qc/B+MGPhlTW9TKzX7Q1JOhz47iPwi2iXGQe/7U021ixn28/Tck87QnltMjn2nUOUHwxncGAM="
},
{
"url": "https://www.lesswrong.com/posts/uMQ3cqWDPHhjtiesc/agi-ruin-a-list-of-lethalities",
"type": "web_search_result",
"title": "AGI Ruin: A List of Lethalities — LessWrong",
"page_age": "1619 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.greaterwrong.com/posts/CoZhXrhpQxpy9xw9y/where-i-agree-and-disagree-with-eliezer",
"type": "web_search_result",
"title": "Where I agree and disagree with Eliezer - LessWrong 2.0 viewer",
"page_age": "1606 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.greaterwrong.com/posts/CoZhXrhpQxpy9xw9y/where-i-agree-and-disagree-with-eliezer/comment/pP3vnyAjJzuY8juuQ",
"type": "web_search_result",
"title": "Eli Tyre comments on Where I agree and disagree with Eliezer - LessWrong 2.0 viewer",
"page_age": "1327 days ago",
"encrypted_content": "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"
},
{
"url": "https://dynomight.substack.com/p/wanting",
"type": "web_search_result",
"title": "The AI safety problem is wanting - dynomight internet newsletter",
"page_age": "503 days ago",
"encrypted_content": "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"
},
{
"url": "https://podcasts.apple.com/lt/podcast/where-i-agree-and-disagree-with-eliezer-by-paul-christiano/id1630783021?i=1000567397327",
"type": "web_search_result",
"title": "\"Where I agree and disagree wi…–LessWrong (Curated & Popular)",
"page_age": "1603 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/users/alyssavance/replies",
"type": "web_search_result",
"title": "User Comment Replies — LessWrong",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2507.02856",
"type": "web_search_result",
"title": "Answer Matching Outperforms Multiple Choice for Language Model Evaluation",
"page_age": null,
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01NLSLhoQBN9z78P6tHBBmG1"
}Calls web_search
{
"query": "Greenblatt \"AI Control: Improving Safety Despite Intentional Subversion\" trusted monitoring safety 62% GPT-3.5 backdoor"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01W5i29xpXjCzjM5BU4JTL4n"
},
"content": [
{
"url": "https://arxiv.org/pdf/2312.06942",
"type": "web_search_result",
"title": "AI CONTROL: IMPROVING SAFETY DESPITE INTENTIONAL SUBVERSION Ryan Greenblatt∗",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.alphaxiv.org/abs/2312.06942",
"type": "web_search_result",
"title": "AI Control: Improving Safety Despite Intentional Subversion",
"page_age": "841 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2312.06942v5",
"type": "web_search_result",
"title": "AI Control: Improving Safety Despite Intentional Subversion",
"page_age": "841 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2312.06942v3",
"type": "web_search_result",
"title": "AI Control: Improving Safety Despite Intentional Subversion",
"page_age": "1041 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.semanticscholar.org/paper/fbd13beeb4706fb3b07b8bd22a16f0504683fcf3",
"type": "web_search_result",
"title": "[PDF] AI Control: Improving Safety Despite Intentional Subversion",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/abs/2312.06942",
"type": "web_search_result",
"title": "[2312.06942] AI Control: Improving Safety Despite Intentional Subversion",
"page_age": "841 days ago",
"encrypted_content": "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"
},
{
"url": "https://github.com/vlgiitr/papers_we_read/blob/master/summaries/AI_Control.md",
"type": "web_search_result",
"title": "papers_we_read/summaries/AI_Control.md at master · vlgiitr/papers_we_read · GitHub",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://lacuna.tiptreesystems.com/work/ai-control-improving-safety-despite-intentional-subversion/wrk_2a23f654e58d39eeea500e304775fa18",
"type": "web_search_result",
"title": "AI Control: Improving Safety Despite Intentional Subversion — Lacuna",
"page_age": "790 days ago",
"encrypted_content": "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"
},
{
"url": "https://paperswithcode.co/paper/2312.06942",
"type": "web_search_result",
"title": "AI Control: Improving Safety Despite Intentional Subversion (arXiv:2312.06942)",
"page_age": "1065 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_015HkRB9KARXyrHbyoELGWS5"
}Calls web_search
{
"query": "Engels \"Scaling Laws for Scalable Oversight\" backdoor code guard Houdini Elo win rate"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01W5i29xpXjCzjM5BU4JTL4n"
},
"content": [
{
"url": "https://research.iaifi.org/posts/scaling-laws-for-scalable-oversight/",
"type": "web_search_result",
"title": "Scaling Laws For Scalable Oversight",
"page_age": "565 days ago",
"encrypted_content": "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"
},
{
"url": "https://medium.com/@nabilw/notes-on-scalable-oversight-architectures-e388adba621e",
"type": "web_search_result",
"title": "Notes on Scalable Oversight Architectures",
"page_age": "533 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.emergentmind.com/topics/scalable-oversight-protocols",
"type": "web_search_result",
"title": "Scalable Oversight Protocols",
"page_age": "268 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.aimodels.fyi/author-profile/Joshua%20Engels-c56c1993-c03d-491c-8f4c-60e6d95b38ff",
"type": "web_search_result",
"title": "Papers by Joshua Engels",
"page_age": null,
"encrypted_content": "EtwNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDGMnjVURKVdllSgbOxoM1CX1uoA/gZy30q8BIjCpSs90QItADDHRodkMh8mgsJvefrTQSs0bLy82CMCISdU6pgZjqfkvFN89UrS34W8q3wzCv3QQdO7ckOagh/1fcgsoscohGX5Cye3O5IKLPqlneBXoegmgvyNcfFj1xUDr7uCUwBr/U40o8lBSDiWgDryvS6KY4Cz5+UE4SWIzD8peK9oA7wN5z7nH7gJSc63hCZ1H3Ub4OReidwZCZxwpoR8aWhW2MtiPCfT66yDFpSStnrXMgQ7Of2X79z1SF+rHS7MHxdyn4ccFclAPXMC6QCSW9Sq0fFjnKN7534rQQBm/MVPmy4iJ4JeJh6NYITdqoPTzhmI4/vpW57xuQOeJfyFq2l2B72Jo9wtaE774c/XAYWecX/Hr+HrasQ4ytc2x8C7Mktv60e6BhRiLUd1tafLUgaGp9stCOzAeXb0zZD+TVkmKiuVIXMss+AI0kHLnHPCB1QUutoS2j2mU9VcpxQ0MKtu0iC9erJV7d1BCvMBSx/SYQtpqKrI+SUn0DUN0kSe2X48ISM2S6gXAV8xh5GJ/UCTF6DmeDIZ0p1LuUZo0rjGHQIUNp/f7KQMugKlJVVNi62rTUq1w2nQw7ToU3FjZUaOGZ0v+3lV1GVve+QKBYXSgV/ipS20I2J7WGHS470A+/FdacPSNYLKgGze+fDCd0X79cGqh7p2oX5TkIHzE1ptSoJvRjEjnBTqHm0bsxMrPslU6XWhXBHPi9ApYeuN8vAeX/Ye+QVUx+f/QzZvwd45dPNnVbLkzl+VsHUu03vRbNADer9HuYrqRZ5zcnksLkfHuY2Zue9TVx6tGyggf9keyIwy4OBXcbzczjGqUVJk7fOH0ftenbWW3GEqAQT1yCbKMoYOM26czMp6rVm6nJdMHl+n9IKZgMR+vaq2RwUbGokE0G5dx1Xi/LT8JucWvP3r3SZQ/HDO2SJKmiYXG0y8KAlrQrCDZ8DyZBrJh2a2vh0ntryKxt757I6u7Qvrm7DRBynpRwiA7grm+oGeGzMm+XmCxeG4jxpiZiL40UtDa22mup2lS55GBc9cAcKxoIGdwN6HnJEFquUJ9p5u1LqOdKFQMP263+Op+46gzcg7Qy7+lrsRba+ttXMnPENy/Lpcxxogm2G8nhsUNG5kD9vMnDOVXGF5qRAn0+vSY21SP1jaLpkRp2WMoiFdGtK2CVyNtzpl7nmd06QhHFgKkFaDX5pEzQSYFmg6bIFIkfOlE0SM4IshLBDHZXZcgGk3uQsYHDO80t8AoZiUJhtHue4VaHDqvQxl5Ca5tsv39COFoVyuapDWh3HWuCFOg8fXgGvwnM9fmHJune1LeCPu5n7OZFvZ9mbDM0dam5x4s12XXQn4J7IRC/90d2I60VnzcglHqB82p5IEN/LIWquMuECGka9UufU6VAWhGYwcquM/Vuxy5sipOOds40j36xkS8tbkEg6SjP1PqN2ty6E1rMgPdi/miwPE3bM9AZ/hhinN6KvBQD6g5h/j+bZSMTLVcsqJDjut1aCXTCkftXdoC/9YBdMEyRFMBtrvoT1SrbLmtplloia1v2GwUGri1qIK5mtkCtVL3PVgGrT8bG1Cp78hXQIjete2JmfoWbqndiO6TBUDS1edJBJboPYdnuEYfW0Kr3Ct2XZ9KSY26ARQX/JsA2rYio1bpicy3JLk8hrmkbBODmLf2r9mTyedBNuQxAFAKOFDo5WKMmBHJCRdUnsBGLfigVfjDFcrMO7hAy2gWSqy6c0NZ6fzd9sjG2m/CP8i7SFgI85CbkPv3NfPG5evOFHlhzw7Dh9g8qS7WF8DuVx8jaKJOg5SKPIjxoThuBWrcwSkaiuY6pGXg2Ed81NDkpK2eimNguzmiOjGxX6A3tVjJeyY1ciHpNLSulq4WkK/uEAnym23RMvx+aArp3gGxmglRQFt7aeJ/BqyKX0SQCyl4AHh6JRiV+GhuJyFiaF/F2qRtb0J9RTL493FAph9vct9Wv8XJPyaNpizNO34ORJ1mbxt06O3jnxXCH3FuTpKATPj7TMQYjdP/8iU3hvq8nwuKksyUWr3H1hdo4/fC2rnfleNsI10cNxhbvV+zh83H/WS5pBXY9OEFT9nt82IbrHgLP7bWE32iC6K3HBmFno09V7/2NLodCKHgogOCtxSgnQCA0jQUuaO1xtlVbENeqnyA9XMx/otQ0ztr2ZopM5kWIt8pgzHPcPz3XYCZ7L3bBkDtltwF5hcxsWea8GEjPcvvwiLawBUWsYZsRxgD"
},
{
"url": "https://www.greaterwrong.com/posts/x59FhzuM9yuvZHAHW/untitled-draft-yhra",
"type": "web_search_result",
"title": "Scaling Laws for Scalable Oversight - LessWrong 2.0 viewer",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2504.18530",
"type": "web_search_result",
"title": "Scaling Laws For Scalable Oversight",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://bytez.com/docs/neurips/115536/paper",
"type": "web_search_result",
"title": "Scaling Laws For Scalable Oversight",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.aimodels.fyi/papers/arxiv/scaling-laws-scalable-oversight",
"type": "web_search_result",
"title": "Scaling Laws For Scalable Oversight",
"page_age": "563 days ago",
"encrypted_content": "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"
},
{
"url": "https://lacuna.tiptreesystems.com/work/scaling-laws-for-scalable-oversight/wrk_e6652e83d4f3e911d4d60a84b80ec159",
"type": "web_search_result",
"title": "Scaling Laws For Scalable Oversight — Lacuna",
"page_age": "426 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01XvSgNK6e5aV3XaMPSqcFZd"
}Calls web_search
{
"query": "weaker monitor stronger agent detection rate capability gap 2026 monitoring sabotage evaluation"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01W5i29xpXjCzjM5BU4JTL4n"
},
"content": [
{
"url": "https://arxiv.org/pdf/2605.09684",
"type": "web_search_result",
"title": "MonitoringBench: Semi-Automated Red-Teaming for Agent Monitoring",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2605.09684",
"type": "web_search_result",
"title": "MonitoringBench: Semi-Automated Red-Teaming for Agent Monitoring",
"page_age": "185 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2607.06596v1",
"type": "web_search_result",
"title": "Calibration-Family Overfit: Why Trusted Sabotage Monitors ...",
"page_age": "128 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2601.21112",
"type": "web_search_result",
"title": "How does information access affect LLM monitors’ ability to detect sabotage?",
"page_age": null,
"encrypted_content": "ErsNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDOLwFAvsd4UAtpV8/BoMz2HgYDLlqpFbM9pxIjDEMGUqACmmTJy9zZTwlZWUh+N2Nv8XBW3m/mF6a3anuOvX8gFRUamh/3fh8GOzKysqvgwebw7ueOmBUXcBLbfiK+ezww3SVAibvW5KDh5oHmpkBdxwvOPU53rk7NOFNkZDzk/k9uG4HU/Gi8UD2KaWc41G0qfWNvnCL3m2sM7r66yd+OhWKxSGWwJndgV6wzA8wTAL94niFSoAvfgWZvOHAAWwuPoe4hX4abbghQhkQbfcNpcQY8rsy+DasjlbfRvmKtWAB+WRFutc0UNHR7WQQAelo2noZs58If6VvmxsndryOe1Y8ZNLudyeJzGLkHDk+he7VKVrv1yWexGuZz8DM5PN71e8Cwe2sNPKXZh81v4GRjl6o9r7PBZ6oh2CSG1aaXcTtXgIIUNuawXUDMdAxhJTDa/GoAXQtcyIEq+GEfxHvLl5moDnjTK2T74eIf2y+kTrqNG0Lob+Lizcg8WQZKhG0ktqG4966dtyrSyojr/9uHCip5nOWBX7u9s0b6uSd6APvfc8r0vnHY18eXOy3uVAWHSM4HXlTd/rAn7G/4/XeUPVreXz8+LgX05lNy0kMoOBf7GCQZC+3vPw7t6G9HDq5GX1SJ4pVb5iy8cXvSCEFcJmemkkD7ADXqvD77jcssABZyhfBUjKHDERfbmenWEwcsGFhjo5Oto4K1CHDgwkj0qnj6kolWWz6bh7z002QQEG8e0zpzE3emmHu0uNpNpCBxH3AXVtaKH+yD6a1GB3xP0/dV7MOWoG46QIR03XajR87Fpz/l4WoCaitZKX5csYo5RMh8Cat8SEmjqArE5LynqrZMmJgmAWyIkdsD7RjwftsrOG5I2MG2lwkDHziyxVqrhdYl/VTGT882xps6Cp7IJ7EWwCIcAgJxeACXIT8rTBoOKSldiJTvG131D1t1LAxsZPl17hzIz5E7V1CR2BaW3KwUAyBpUIEHvdm50DIo+xRqTtx48iHjxLXweBa7390XLKHcsZ/DOzWfEgnOnNt990PGlL+h/LavCooz9/Y4pIJOippPMsEswkVrcqVJqZvi0KuumeF8Q9iuRF4rUEYkw24rNLf+amWe0sw8q/VGYos9h1xs6aHF7hL999+Bqbxt+YZMfQOWhF/ilU1k81IEWNahOHg98q/9EmImVZ0iX8qh9XioUIXz8VJ3lH5KNaohQf+uVrb7Vip5lNcZh+xRO4fPqIUtJdI+E081w7GtMK5G5zeisD8pljLa1d0jmhWlAMA1bufYMGrrtOYl2zlHLqODMi9pwIP+xN3KpuQVds5a5GSPRQQfLjve0AGetgshEE6HcYPYQJun+SD1hX4OVH6a3RqnHVXp4CQD8r3YtaMwYHBXao4yw2KLfhmnFMRB9TD5URcTjLzUiAJRzMczgqYMoYMnZdPPv03rr4EZmbJtdVIgIXrfrQIU/MoA99co/034u72dahJCSUT1C/yH1HXlRIE/stNvIZYeNg1oWnVd59Dd7kXlxiT7qsLa3RZoS38b4TO38SFEIWD7ogaZ6etaHyDAeofrOF1Nqz8SRirNP6EqezMJOt2i07DaKdg7yEUHMtPrqRlzWSWoDpOH/5GJj/XMcYEK3C8sE5pNsDyewpZwzRUPUIcvwjQzX5pXQdl0MB4hs8DdYQdzuJ4cK42DUF6lR0ITnXSBUE9PRkpUxBsKyM6BCpj9vFT9Rf9Es8/a9UyZFIgq3BT6EKTwPuCNSMoxemK98t//hhFtALJALPh9xO5PlgTDcRsY3W+V+R+fp2pFJLlf296tyKZuwXWuHADvP3PGQotOfHMe34BuVhZrtE6Oav6ZtUxG3mO/HZpuFeRAMnpEspHMe0Sb21qToTQInNQWlVpxcF79gNl/ZpwrUiqm4F7peIzer4Z/k9g6BFDI86+NdOfNerUalAVCRyOxlRoQtU4TkXYR6QmjOKwUXA+MVQiJw/8H0xSR1BmkNXl29DpY2s+qCzg+s4o6Vq+xf5Ayj7v40t8yAp94EtLIvIup4yxz1HG8wFl3mEzvXTLVWKUWpTfTDbk9v0F2jU1hXq0gfMo/k8c92yhI5imcaYAgbnVlaU7zMP07KNcxWKugrrjigfchOe6nWD4tgh4flY3QRz5QrjQNxypFgmQvBZqJTHkpk5FveKkJ8kMN3EU8/Mg2y5ftMkO5srUf4DFDT3CQV4ntNvaj6KQcHSOxUAnbMLMf8V+BgD"
},
{
"url": "https://arxiv.org/html/2607.06596",
"type": "web_search_result",
"title": "Calibration-Family Overfit: Why Trusted Sabotage Monitors Don’t Transfer Across Lineages",
"page_age": "113 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2606.05647",
"type": "web_search_result",
"title": "Coding with “Enemy”: Can Human Developers Detect AI Agent Sabotage?",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2606.05647",
"type": "web_search_result",
"title": "Coding with the Enemy:Can Human Developers Detect AI Agent Sabotage?",
"page_age": "160 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2606.05647v1",
"type": "web_search_result",
"title": "Coding with “Enemy”:Can Human Developers Detect AI Agent Sabotage?",
"page_age": "160 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.alphaxiv.org/abs/2606.11998",
"type": "web_search_result",
"title": "Bootstrapped Monitoring: Leveraging Transparent Reasoning to Oversee Stronger AI Agents",
"page_age": "154 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_017LkghuLwQxcitgpLhkSrWC"
}Calls web_search
{
"query": "Wentworth \"My core disagreement with Paul\" OR \"Christiano\" verification generation delegation experts"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01W5i29xpXjCzjM5BU4JTL4n"
},
"content": [
{
"url": "https://www.lesswrong.com/posts/7fJRPB6CF6uPKMLWi/my-ai-model-delta-compared-to-christiano",
"type": "web_search_result",
"title": "My AI Model Delta Compared To Christiano — LessWrong",
"page_age": "882 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.greaterwrong.com/posts/7fJRPB6CF6uPKMLWi/my-ai-model-delta-compared-to-christiano",
"type": "web_search_result",
"title": "My AI Model Delta Compared To Christiano - LessWrong 2.0 viewer",
"page_age": "882 days ago",
"encrypted_content": "EvcMCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDOMomud3yfKxuaFvaBoMCt9KN8TERhohOZCVIjBtAxbspCNWyG/0mg2XEwA5o1R7Wuq8i2cnRduN3afKHTuBaAi/cCfkyWe0qijtCx8q+gsrESkLrDiKXuoAy1lPzHJ0iS7FAo0xfuBAzzeEiiX1/3Lk2Krk7i6HM9vmhCgnvk2VsZTnH5ANUlT2LSBLdVyCAidYqdQNyBnd7U1ObtUqQFQTYzlm2ZVelugHlkyQ+/hZqi2AQKUpBkep/bruK3O6aIg//sEi28TaLtq60kmVkBN2mFfvosSY6i0L6BWK3UQh/wfloa4Y77VQm6I5ORs/9IJXdABE5I7QSI0t5L+cOWlnzD/kMfXvAmYQUWEBo8nR3CUl24jspsC3uG3nBTFCcZBI8L+jeedBrzqqAxBYEiZV8RVcgFCNsgxOml1Avod6El1ZXA3F1dydRrtIKJTtS1O2xTuRV3qiiKn+79tYGa3py+25rreUHKyIgtAgYx3F1tGPBy23pgSYo65WLNVbsIst3hOEk9VhcS4kQGyZLcXllI5foyOEIe3MLW8o8OWPmHv694lJ7qS41kT0129D48TMjuWyPti3pUzIc+kCQ9AcdlihslMN9m4Y7B2R7JBrOVKJ3kMG/PLOelba6ub6aMgdR3LSVYbNlRmKHohxqW9EQZoKD/K8U0Rhd0O0nT0LI6//omxnJo/SOEUdYTZRCmB5oW9HnxPq8TsgZ8LFLmjvKdVW+iMtOxa8xv8AS+vIwoTSg67S5OhTfZnei+nt/lWUysqYNTJypoG1kySld8ysIEzTFMUilJyhjkLbSSMDXm7PefFSnAgyP50DXOnZEiLXYEOnYF0d4pyp9SDuyFUXx7q6mrJgWc33GVzEKF19Q9nHrfK63GQr4TTXgcixy+raIiCcgb5/AxJbDYxlsgI3H28Hn6bRSDyFndh9AGtqN9+liND/+SxlOBxKJJaf0qOi8ixs0nJdKAUwVHS9T6ruIhMRtWO2kDyDDVPts7udxayeALspQ82YsgxM7JYlJmJkaPRQLXfDBgluIagpc99y7FHfB/qzWLHSGl9aMGNmWD4Ax7Ctk09NbOndZkguwM28NV6DfIXFeIy1nXj5k4xiyr73UXNm/wBqPomnFNOSp7DKvxtruYYjdg6O16WqYbXrXXPm6UEAljDJP29ItA6vZOlyZXMBrqZ7VXLGgmHG1htNsNlWK6RYarWio1tXLnJBLgl6BSMTbdRe8Ok9feW0EJEdH/P/4CadT76O1dTqTOY1EZIRqV51+a47JQnUNeF2EFV6Qj5E1nHsFNBtcc2RFfPaiqb1Jurnn1cn3DcOErRtsoC4HQsqjM4iBj0zLRLvQkX73O4ppy8I9AiEIOTdgIokesmCmCX4/7izvHQngH7jYqV26w27KRa9XVYEJMxWD7ULoi8PSmRQTji++yEH5qvUaidn13dwlJdIsMmigZziZcUvCY6zBCFDy32miTRSHBdeYH3LYlzrcaPHV5AHgiLolGNTsasGIUKRD10eAQVqCTmBioC+jqhTXGAzelDF6FIEM0g6Okwk2jsd8TuhJFqAijkvliezND97mjbXTzRh3uoKqDJEm74UAXv+JWp+dce8XSm+0Tukyx/bCDUBRVQakCbYDiNm69YDguzK10wGg4fSBFstyn6VELUelSMt/85M1eRc2cCPhoVc5XZUnHXlMitzD2VUGlhH6mfB0WdpESZJIfSSSmvTjBxNlB2WZoQRSzOQhglLje3WKyTT8XL9R0aR0aItnm4PTXEyuMb0ZJ0Rl8NUAf71y1p5PligO80m3zP0K4PVLQGl5cgmXjxqbDIKiy/3x4D6kVkrpMjQPmTvb8gAwQpWSWpFQNdw2EyjTx8JIkwTFjNj2nn6wupe4HJjIkFSVrS8LyCpNxZB7A/okvT1UjxSYhV5HJ9g5JUpTiNy53Abd1uuKZOSPzbft8Q+/sgmETT/gjNgdAWhiFSzAXeiW1JrTtO5EubwtYovoO+ptb7UL6KYgmEnDiT1c6N3RXN61a8COkYUTgutgbzDHCWGFHJhaIjv1NI8+i7+wogO/4WZYwZr071eR3+Mpks2Wnhy4AJJr9TCPnj4P2j44gCBEiO1/r0lN3xoMkaHtGEiIQd3YHIjgdhlWxJ2ismtwpMYAw=="
},
{
"url": "https://www.lesswrong.com/posts/8HYJwQepynHsRKr6j/critical-review-of-christiano-s-disagreements-with-yudkowsky",
"type": "web_search_result",
"title": "Critical review of Christiano's disagreements with Yudkowsky — LessWrong",
"page_age": "1050 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/CoZhXrhpQxpy9xw9y/where-i-agree-and-disagree-with-eliezer",
"type": "web_search_result",
"title": "Where I agree and disagree with Eliezer — LessWrong",
"page_age": "1605 days ago",
"encrypted_content": "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"
},
{
"url": "https://axrp.net/episode/2021/12/02/episode-12-ai-xrisk-paul-christiano.html",
"type": "web_search_result",
"title": "12 - AI Existential Risk with Paul Christiano",
"page_age": "1805 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general",
"type": "web_search_result",
"title": "Verification Is Not Easier Than Generation In General — LessWrong",
"page_age": "1436 days ago",
"encrypted_content": "EvUICioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDEnGQR8mB7GQknlM2xoMlBOhtUXTqTPYYWrJIjB859O1b4dmbT0OnvvJnWPX7ewZ/sLUp+3FNt8jzAUwqwT3GXN6trGDq2cBTbkYzEAq+AcBuvftW/uJc0o5NevjORvUlJ31f/mbcrXgXkHfvdL1sFV6TEUqNQMZjpFlcKUepdGJ9WcadW28EPN+1QZTRWeDOS2xECMJbSvbQfa2GR5TsKt7U2zrkvwzfphJ3+Our1ncoYybzSeE7+pT0I/ZNJWAOoV/xkcQQVtgjecZtuxiUEwMMe0fIAbtSdh5sfORJ7yN1J7KpGxrDpoA8kKWG+IXBTzo/nzKoIKBz00i4nDpqFEDhrMGjbLGTXAnOc1XuO8uE6dRqihlHYHzx5QrMhCm81xjD6IkwwSWjlH0x6rf2ZGMx/5Bqt8v5EnzQqF39roy6O9Dz3qk88uuGSbO4uUnIqZ2Y8oN5yiba1EKSPS5EVYu8CKQbqDJvxMHechmwANUWLvxARN7inl1c0rt+jYbJbHSFcPmMJbZf0dmhNmbf1PDF7/5QWtDEpS65m1TTZYZAv6xA6rDIiNetlADPtYQB7heyFLAMsyJsjoEKtnVxWoOwfyDaZdrBrvuYvsqQ9ESr+roKTyCzP+h+NHlS4Z0QVf3GruRbng3+c/pY21rSW/CTq1fNBePnjVt6hn3k1keprILLAAO836sYNXsv5KfsLHi7dRhVykuXzoTz+pMNogKJF3ZTpX3+BZoPdTy0T83vwmVQBYUVJHtfZb+UEkZdW691oL9eYgL7KS5Yw3L4StPvzBwDzhfPsFSFQ7ghsBb3VvrtBDo5anKVMt2I7tK/9D0G/tD/Vvx1jeuWawJmQ0Z3MvJYlwQ1uqh1w0MSRTnKwDY57hZVhcgsg7IJACTpvQ0Cdk6g0dDeNFGHVeBvx1vIHgSzPBPT+tK9dWu4TolAKiwVCZwwPY75yboH9d9ptH7ygoT0ar3pC9NEkErjfBBfMk6pD+6AMYpe28EwkrwtFCIkjIjOnEGvDmkKx/8Ov1ck6SKIAE4KOyN3zsGoxaDb3fUqlsqSSaozjBP+WRhKI1dhVF/CzgSD2DDHPrxKEHE5HidoLKdzLDpkEiP8Uricr737YYlTnw4iaLpMhqYq2/ugK5EVga8J/rQk6DOnyX+ZMH711a6jG6L5QRYBHJzP0Io2t0Pz6k31eSLJgS8gGaqGNkkgcuQe5y5LA8/6FFAhKmP6gK+e9i5SNlgzah1byYTgEHxOra63xsaK8LpwAp2ywVdksUWqrPAs50FPPAMU67MFGCNo0HLE6t7LVlcDf94yLddztX+4U5e9LUaN5/7CqNGsbFuFaRVmCWes4HW6BeHSZfWzy0TtV3JTh05QXxw5w5b0ccl+nwq0cKrPu1sQYeuOVAPZs9VRMRk4pBbqHRFncW8ryCHOlfL43WLk2E8JVXPoM/UVI/1+tpLMG72mI5WXRgD"
},
{
"url": "https://www.lesswrong.com/posts/S7csET9CgBtpi7sCh/challenges-to-christiano-s-capability-amplification-proposal",
"type": "web_search_result",
"title": "Challenges to Christiano’s capability amplification proposal — LessWrong",
"page_age": "3098 days ago",
"encrypted_content": "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"
},
{
"url": "https://en.wikipedia.org/wiki/Paul_Christiano",
"type": "web_search_result",
"title": "Paul Christiano",
"page_age": null,
"encrypted_content": "EuMNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDP7wj1UR24gqtGoAlhoM6nimULwQ1USrvElqIjCTHJAu9dL2dYJW0uNRIYLsrs0YJFDbU/NvZL6aiJ4oaAI7gYNVzXM+cEvhNxmEWVcq5gxKvjmQ/6tl9CvBtbFtffLPbx8TvoFrII4LyRsUJdJ9pIo1HIc7gZ2JH9XNLTfVvXg0ohw4sqL9CPyrrIOuD6W99vOJB2vOyuXGk6w1ayHM3tyGtSpa9MSo39+zl58ZusttEp1/rtRhrYpuKEI6My0QfMD7mfcrcDa5xWfmoaUh+L74eRkyv8vpNaSgd3iebhGl0cJVUh1SBH0gi+sUF9GH2xqo5LXM22h+ZmbbaCbkj43Qaq4VR0Cd4mh1gkZcVlVTQIM3iDlGQxL4ecX84sAWlBgz93bO5c9jBIf2EwMuXaMpjAfatPiCg0Ftd3BWIIJutPUh7rXR6qIvzLB3Fz8aJ5l7+iYFt75SLbdfkBqJIGEu0fDQMcwF1PN/3St0Haih55gNvCs4LmIGSMeorPRZXnXkOiokAcaVQPlRwr4k+UXKBPdnI3+VgqFPM+8+TWm4bI5tV/F6QACYvjdn/XHvDPuaj0CjplyrzpSjvacV65x/SRmGOo1ncVnvwkg4rDW7EGk048Rzg0Ss+qphIL7eLeimpkLwLj/E+d3mBzzQk7GDIMCB1RIISKM/edjyelymi5ePC5qXN+Oa+X9z6dbzZq5UtBue7xu9oWjSj84FYYMBAbGj70k34hwMwwB197000SNCSNspnSprRFGccvSppnZdFUFQ7pxCsJojQsnNf6GWGMmwU/ei0qDluG4prCX0q7HW7RrGd+yrbMyrJH1fHmaLCRfwl78WogiUKAmH4fsX1vao9OCnW2iQ4Z1McMp00Os8Yu733hjunjpRm/gT2hn9KWnGb0O+nrZNpzl+ffXbirrJbyCHvdCLxbK9VJ2/QHR3xQ+S5osqKukQX6Jtt+oOJ/kFB+WOKmlzlCz/citiT0dG32M/GLYo1HtMgnmzfhIplix3CrochlsJXmhyB2vMfDc4WDfbGD9D0GNqjndzC4QAMQjdyRoWB0C214CEWNlWna0n+WcDsHqonhH9FmCfcdwhvCLoXMFxqV2ZEcz8DElzUM9XujiaKRgk4rt5ZvPTysxNvUQ0+yHVYtzAix71vpDWHGCyKgnIgfJslnBLGVxzE9r+QGO7stbl5IM3wXH7xeR7pChNs6TYCXUoiqRHt0WU30KQ/Tf/L/V4zr0FL3DJ8hmczHJfq0BkTqkcL7BrUILRDObGELpoWjAIQP9KTPT3KSIZ49BMFKFTZ3rxJHJq4scnda4irUdW/HmwhEg8HDTSgYUf23yXe8Q5kangNOS+gshf7XlN4iVDKFnHfOHGB+Z7kZa6Pv3W4BsKV3YH5Km17ixfH2nrvjPW5vf3tCbmbUnWxnzoO2rNk3wvHJtu1prQLZcf6nk6WWBJmBraMx3wZ+y4ztzT6uipboqCivM+SqOJX/4bTeRO6p71lVSZFQjzXvChQxIQ1dzjL6ARfmEXJhiFt3Ti0kc+SkhfHr+S6pXmv6pBgRlFV65Gy2pi6A356xNuDZ4V0K2O2qO0x7tiKdDZ4ZS240Kl+1kmN4EJFZ/ZlBPcLvkgCs2z2bmd7iVms+f6qQDTxLdkKrhMv9MeIK/nDCUgLww1R3HcKiVxXCvKqCxfGZws9eygy9bHAp5Pu5khNIm4OuEg6GcvJpsQyHhkmUbkdSNAklMZF3uyAy4yVxgBjrdGHmMI6nNyqeVabs7Dd8gJIci8/5LhGzEjvWlmknp7PeATUdB4j+d2DKwvNLMs5c+PwKdOHv8wC9wgJb9EscTTqKHFgG4FeKWw0SM24RjmF/9d7I97eD/EKPsDtmq3GMOPQhGqAKkBizSjmUORSnw5cklxJoASYn13h09Eichux7sYzLU8tz+C5VOOQZURr/NI0G8Gz9RF/LahKZj0phNQ9ugnFc6qY4TNSBaEHYavsyvOToFchOJIZoYOJT/aNqxsWhi84SepvB+tA/nYys733nj4eqR4hC8jIkdC+R7JASr1KxL+cXoG2FU0KdT2DAu5CqLK6tTDdXrjC2GSEDBzZPeFX56QT41YBgpdpDav63lkg+GldIbmQTAmMM1rnVqaF3PUdpipsJFUbddaQXNfM9krBylyZd5QEEGp71Atzt4jsEuJ7wgzfxqhT88oNfYSJVtqHpPoGDfU/FOw1p2XCog5fYSwNr+KG7JOsvHa+wKwmfnYdnmB32qEYJKmG4Cymiwie9MawwTHl7gprb8U8H/Zf8nqzvQYAw=="
},
{
"url": "https://www.greaterwrong.com/posts/S7csET9CgBtpi7sCh/challenges-to-christiano-s-capability-amplification-proposal",
"type": "web_search_result",
"title": "Challenges to Christiano’s capability amplification proposal - LessWrong 2.0 viewer",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2506.02175",
"type": "web_search_result",
"title": "AI Debate Aids Assessment of Controversial Claims",
"page_age": null,
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01ScLNxDKZJdmmmTkhNwvaX3"
}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_01W5i29xpXjCzjM5BU4JTL4n"
}thinking
Calls code_execution
{
"code": "\ndef show(qi, idxs, n=1600):\n q = qs[qi]\n for i in idxs:\n x = res[q][i]\n print(\"##\", x[\"url\"]); print((x.get(\"content\") or \"\")[:n]); print()\nshow(1,[1],1600); show(4,[0,3,5],1300); show(3,[0],1200)\n"
}code_execution_tool_result
{
"type": "code_execution_tool_result",
"content": {
"type": "code_execution_result",
"stderr": "",
"stdout": "## https://www.lesswrong.com/posts/CoZhXrhpQxpy9xw9y/where-i-agree-and-disagree-with-eliezer\nAs Paul points out, **verification will often be a lot easier than generation**, and I think techniques that leverage this (also with superintelligent systems that may not be aligned) is underdiscussed.\n\nAs Paul points out, verification will often be a lot easier than generation, and I think techniques that leverage this (also with superintelligent systems that may not be aligned) is underdiscussed.\n\nI think it doesn’t match well with pragmatic experience in R&D in almost any domain, where verification is *much, much* easier than generation in virtually every domain.\n\nI, personally, would like 5 or 10 examples, from disparate fields, of verification being easier than generation.\n\n(This is actually a separate argument/line-of-evidence that verification is not, in practice and in general, easier than generation.)\n\nAgainst an intelligent adversary, verification might be much harder than generation.\n\nActually, my more specific question is \"is verification still easier than generation, if the generation is adversarial?\" That seems like a much more specific problem space than just \"generation and verification in general.\"\n\nI agree that \"verification is much, much easier than generation\". But I don't agree that verification is generally 'easy enough'.\n\n\"I think it doesn’t match well with pragmatic experience in R&D in almost any domain, where verification is much, much easier than generation in virtually every domain.\"\n\nComing from the world of software, generating solutions that seem to work is almost always far easier than any sort of formal verification that they work.\n\n## https://arxiv.org/pdf/2605.09684\nMonitoring capability is concentrated in frontier models, with significant performance drops for\n\nmonitor capabilities and failure modes.\n\nstronger attacks: Opus-4.5 monitor’s catch rate falls from 94.9% on elicited-only\n\nten held-out monitors, with catch rates generally increasing with monitor capability.\n\narXiv:2605.09684v1 [cs.CR] 10 May 2026\n\nFigure 1: **Top:** Our proposed red-teaming methodology for monitoring capability evaluation.\n\nLower is stronger.\n\nFor example, Opus-only has a catch rate of 94.9%, while Recon\n\nThis pattern is less consistent on weaker monitors.\n\n**3.2** **MonitoringBench: evaluating current monitoring capabilities**\n\nMonitoring capability is concentrated in frontier models, with significant performance drops for\n\nweaker models across both settings. Results here reflect broad monitor capability trends, as models\n\nThis capability gradient suggests that asynchronous monitoring of strong sabotage trajectories may\n\nresults show they are less reliable against stronger attacks.\n\n**Monitor capability** Across all tasks, monitor capability is the primary driver of performance.\n\nweaker models fail almost uniformly (2–5%).\n\ndetection, this would raise concerns about the robustness of trusted monitoring as capability gaps\n\nFigure 6: *Stepwise monitor catch rate at\n\n## https://arxiv.org/pdf/2601.21112\nFinding 2: **The capability gap between weak and strong** … Claude-3.7-Sonnet, again confirming our observation that information filtering is more useful for weaker monitors.\n\nwhere agents must conduct sabotage while evading monitors. Leveraging this effect, we introduce\n\n*extract-and-evaluate* (EaE) monitoring—a new hierarchical approach where one monitor isolates\n\nrelevant excerpts from the monitored agent’s trajectory and another monitor scores these excerpts.\n\nIn BigCodeBench-Sabotage with a GPT-4.1-mini\n\nmonitor, EaE improves sabotage detection rates\n\nwith Claude-3.7-Sonnet as the monitor and EaE always being the best strategy otherwise.\n\nuseful than not showing the CoT to the monitor at all: action-only monitoring is the worst-performing monitoring strategy\n\n**Finding 2: The capability gap between weak and strong**\n\n**monitors is larger in environments with longer trajectories.** The performance gap between Claude-3.7-Sonnet and\n\n*Figure 13.* **Catch rates at 1% FPR in BigCodeBench-Sabotage, broken down by side task subtlety.\n\n**the monitor.**\n\nFigures 10 and 12, in combination with Figure 8, confirm our claim in Section 6 that information filtering has a stronger\n\nClaude-3.7-Sonnet, again confirming our observation that information filtering is more useful for weaker monit\n\n## https://arxiv.org/pdf/2606.05647\nA weaker monitor can catch most sabotage attempts from a stronger agent. Across the 19\n\nWe find that 83*/*88 (94%) of developers in the no-monitor\n\nconditions fail to detect sabotage, and our analysis of participant feedback attributes\n\nalert participants.\n\nAcross more than 100 study sessions, we find that participants cannot reliably detect AI sabotage\n\nfail to identify the sabotage without a monitor (Section 4.1).\n\nA real-time LLM monitor mitigates this risk but only to a limited\n\nThe monitor flags 16*/*19 (84%) of sabotage attempts, yet even when it correctly flags\n\nmalicious agent actions, sabotage still succeeds in 9*/*16 (56%) of the alerted sessions (Section 4.2),\n\n**4.2** **Question 2: Can an LLM Monitor Help Sabotage Detection?**\n\n**A weaker monitor can catch most sabotage attempts from a stronger agent.** Across the 19\n\nsessions with the monitor enabled, the monitor (Claude-Haiku-4.5) flags 16*/*19 (84%) of the sabotage\n\nattempts, indicating that a weaker monitor can detect sabotage from a more capable agent in most\n\ncases and supporting the feasibility of weak-to-strong monitoring [Kale et al., 2025].\n\n**The monitor reduces sabotage, but to a limited extent.** The monitor produces a meaningful\n\nmonitor. The monitor’s detection rate of 16*/*19 (84%) overstates its real-\n\n## https://research.iaifi.org/posts/scaling-laws-for-scalable-oversight/\nApplying NSO theory to the four games, assuming a 400 Elo gap between the weakest and strongest AI in the chain, yields: Mafia: 13.5% success rate · Debate: 51.7% success rate · **Backdoor Code: 10.0% success rate** · Wargames: 9.4% success rate\n\n# Scaling Laws For Scalable Oversight\n## How It Works\nTo measure capability, they borrow **Elo scores** from competitive chess. Each model gets two scores: one as Guard, one as Houdini. A 400-point gap means the stronger player wins roughly 91% of the time.\n\n- **Mafia**: A social deduction game where the Houdini is the hidden traitor and the Guard must identify them through conversation.\n- **Debate**: One AI argues for a false claim; another tries to expose the deception to a judge.\n- **Backdoor Code**: The Houdini hides malicious functionality in code; the Guard must audit and detect it.\n- **Wargames**: A geopolitical simulation where the Houdini pursues dangerous military escalation while the Guard tries to intervene.\n\nApplying NSO theory to the four games, assuming a 400 Elo gap between the weakest and strongest AI in the chain, yields:\n\n- **Mafia**: 13.5% success rate\n- **Debate**: 51.7% success rate\n- **Backdoor Code**: 10.0% success \n\n",
"content": [],
"return_code": 0,
"abort_reason": null
},
"tool_use_id": "srvtoolu_01QcnrvhQvro1rBD6BSgBqi3"
}thinking
Calls read_page
{
"url": "https://www.greaterwrong.com/posts/CoZhXrhpQxpy9xw9y/where-i-agree-and-disagree-with-eliezer",
"offset": 19000,
"max_chars": 6000
}Calls read_page
{
"url": "https://www.greaterwrong.com/posts/2PDC69DDJuAx6GANa/verification-is-not-easier-than-generation-in-general",
"max_chars": 7000
}Calls read_page
{
"url": "https://arxiv.org/abs/2605.09684",
"max_chars": 3500
}