Step 11: assistant

thinking

Calls code_execution

{
  "code": "seen=set()\nfor q in [\"openreview.net forum \\\"Same Question, Different Lies\\\" Cross-Context Consistency\",\n          \"\\\"Cross-Context Consistency\\\" sandbagging \\\"password-locked\\\" \\\"recall\\\" \\\"5% FPR\\\" C3 results USACO WMDP\",\n          \"yulonglin sandbagging-detection C3 paper pdf github alignment-research\",\n          \"\\\"Same Question, Different Lies\\\" lesswrong OR alignmentforum C3 sandbagging detection results\"]:\n    r=await web_search({\"query\":q})\n    if isinstance(r,str): r=json.loads(r)\n    for x in r[:8]:\n        if isinstance(x,str) or x.get('url') in seen: continue\n        seen.add(x.get('url'))\n        c=(x.get('content') or '')\n        print(x.get('title'),'|',x.get('url'),'|',len(c))\n    print('---')"
}

Calls web_search

{
  "query": "openreview.net forum \"Same Question, Different Lies\" Cross-Context Consistency"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01YYSXH4pujgjhytrGee2mYp"
  },
  "content": [
    {
      "url": "https://openreview.net/profile?id=%7ELennie_Wells1",
      "type": "web_search_result",
      "title": "Lennie Wells",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://icml.cc/virtual/2026/poster/61923",
      "type": "web_search_result",
      "title": "ICML Poster Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection",
      "page_age": "95 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.matsprogram.org/research/same-question-different-lies-cross-context-consistency-c3-for-black-box-sandbagging-detection",
      "type": "web_search_result",
      "title": "Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection - MATS Research",
      "page_age": null,
      "encrypted_content": "EtYMCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDHziRGTza7wekEZmYRoMEJ4MAMfPMJxpqW3mIjAKBaV7xivzW4NTSgPFQmOjwPgxPiXprFE3o/L6T7j+eBALOrDaXIaHG0WeCCuke/Qq2QttqQXha5vBbyHOcUuaUKS78gNW8SSYdKXTiMVZit+SrM0v3pEOoMnCwVL0nLck8vk2pnsfBjfGmf8pK6uIrW27Jy4Fqy1JQ0GTj9n67p2Lt5y6t2dFWQ2VTJ6fKGE79ZxPkW1hj4tA8gK0YbJJBhv22rE4F7Z87fKZWyRE59DZqu0ECr72h9GtiXABGnIJU8HNIwKgVCztE55rMQBRFYfeYxlWk++sa+UNricOmdlYGNS/XXe1044FpFDckIBwyYTkoj3Hao0KhMoGjwOpLX5vx28xc4WsBawQDMBpl1MqrBT747D+2KagyH2JiAvZIOY2ndb4UJ03gbEOE6csndeXKj4e9i/qMfFEymGxzM3o5luveLbvfaTTn/AueN+fKpjz9X4tRwNopCjRQx2Ncf3SwzajQyi2bBp7A1E6k9GEpjnbsh/uJv2xbhpbY5mI2lAGO+TQRE5Rt4I0g6bZWp0a9PXmWQkzx+96bnWZcaMgzZT7ze0bXas4SJlwXtEx+AlIdZMKR00xlXjDg/a0nfe9sVI0S+LXU5Fr8rIhIIh5OGT+X3olcHue1CPVg0QCFq1uTMP4i5wZ3XP3+4FGQV3L7p39mu5+LtlZA1+Trd0fX9Ox64ZP60BK0CjEjxBCdbHMv3nIGx1eyHOp9xRjp9R+TFqwLeQ3TPB042Y3yq+GK8yHJyX/+MLFcTD2LUVzUDxUX+J/StuPHg8YUMu9Gmd/tO4Gw7otQl9lCQ4rOtuNdv/xJpC6XonxP2vXheRqA1bWp6LKDSCGbYef906n4441SLmf1toWllPMhhBR2ubOb8cs9gF2WYv0GC4gtgQorIzskbs586Zz/cB4IaCxhIttIidXhpUzHR705RMhwF1JQWsEvuofDNej5DtYoBEVGq+Sr9QbJe5Vh3ISm6DtFUoapfGqwBJWMAv6pZF8AAokihqKSFyt9+QLrYFBCVXDkv0I0pI/DGxQla1ArqfcFkBECcby9Jn5AJZ1T5cFmI0r2VCq3aD1WnKuwiLKWCK9Mbkwr7eu10S1q3lVsuHBDBuCJL6+w/vor6/qrrL4P5dX/ZuJT3k/IQnnnlG5GPzjjH5Q5blAvOW9eFictEsyF4x4UhTQHCUDNx0y40TkqgTibfJv5kumRM7BLBsgpk426TqD4ve7HJzMDgjAyoLgZ/79M6KjGSa96sC+/w+hKvnhOQEHwJFvMx+mqQFwo2xwfJsmaFACybNHmrro1c7a7BhLHT6WK12ApZGd0oRU7/p7U9NbsmDl03l+9d85Z3mI7qng3z2+YVQTQSGmSVYsvcEiL6NSssjA3AK6UPeju7n/LuQm6cu/7Q1YN4dNz/T8v888K/G6Z97jTCaPx6Plqf0uCedjDb6XzGlgvEAndm3QWEfvEQMjkykQqjsDHdhMBgIBuxTpzZ36WWCOJbwhoohw5sW6HNtpTmzBjHwczYxs1UEV9OVWpby4pZ+odBkBz1kNN2rkmiJ6pjMhHQYRPhhJ8qgy7xh86nzj5M7yn+za8nXfDz7QBjhIkce+GgDmLEXJRE7XZZ7udOTe5jr12GjqQuUteq9swYr94jfH56l+pnepqcrIPi1lXG0Pv/Fvn2+IcXisyIratNA18JIFwvXUdiDSNBiBRnPG1G6849h3/Oq1LU4A6kiQ8ZY8zofBLGgtPnz2W627B2YphZvctACjj0m3T8XmrcPJBRRNu2qSTYTTASQAyqzOz1pEEZEVu05rpztqAfEVLLFJODLDBu/OZ04lmQQbORATVDtJE4OAQGCFj9m6k7DtGZYPrKhVI1yo6WJY7LFtVdqIUX8lD9xzr4WSIKUFkWHk4oTDChyFaHDAk2Nw/bTJefN8dEmsDqE1L06ngFR3uNZqMNS3ejdNQTLcqt8LMoAts3hJ/B+KDkd3xMsZxDhm+0mvYS30IjhCSjNyX/15RRB6GqCplaVjYg8gMCQSIWXF8/mk7Yky0wN7/olVg/aU1U5BD68BkY34Y8E8YdpF1+8YAw=="
    },
    {
      "url": "https://trustworthy-ai-workshop.github.io/iclr2026/papers",
      "type": "web_search_result",
      "title": "Accepted Papers",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://lacuna.tiptreesystems.com/work/same-question-different-lies-cross-context-consistency-c3-for-black-box/wrk_998abed3a801cfe59200f4eb8bf5c019",
      "type": "web_search_result",
      "title": "Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection — Lacuna",
      "page_age": "63 days ago",
      "encrypted_content": "EtUNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDKmdJlFZnsZ8KQ5iRhoMPf8+yHdNmKWOemAdIjBmhARI2kASIXbO0jSv7/Q5YVo2wUV+UGVRk/czpXxJs9rPCYMPPt261Ptm7a8aPV4q2AyHnxbyjCkfD7EHlnWy3pOqCQJoXYLrxJbuXCZsXvzC1nzHOdbgeD+rFW0jhWdFE4Sd6GerR7y6J44wN67mW45b11/Bdv9ToExVCsIUc9uEZjDIM/yJbl+Shsr9sf4ehC4wjx2MaL8Mq1MsA9XBrJr+Sn9j4eTFEWUsyqVuxCsFV7GgJb/p+/o6/h0wBEf3fVaSOsh0dIsxEUyiqwKIJ6cBip7IlECe4LTBtyCQF65p+sh1ayYsffOkcnIpwXYDTpg3R85EafJSWCSn/q7m3kA2VUOwTukg8uQLyRfB/0r+a9+wD3TGNnvu3W417uvVk0jL0zXWUkX+JBxyX80bAO7+YKwknLfJNN3zmpgEiwClCkkmu4ATUY4qb51h421V0kj3i34jjCPiWGlX3v2lWEAZ/uqPVTl/TMaNcJSN/l8KTPmY35ig1crG1dzha0ZWsCb9cf+K12opHOnfvpp2mqPlAXpUrNIbc7DEmpdLOW9rIFa8gLTfp5gHm7/SOY11wcHJi0dBw9MQOQrrrbCq2Bx5TuVp9ICeE4pgKUDNaifAGvVAdCmO2KlrJ72m+6aeEByMyWwg0DGnBmJ38kC/PlwVWTHyUa92jSPbyjXikfOiC89MnTQve20zZ+LDRb8+G7LvtMv/A2A6Z8fdOhCIFtRSWiF4kYjJgFlS9bQHi8HVy5uOiI4AcJxBttyq/LR11hD2LR/6C1C/1SaqHjv0egHkuNR6l94xd2ZrDAr6VHfnT8ryD71k7dEVXwmYSCjonZY6FP11ekuOSguok0kDFc0KWSAMC0DZwKTlDIlbl1pyvqMuVsEJgWV6YK9qJ6bCyZ9nfXcZZheicW8nv8oB8OwDves1tvawmnmDSFIR5JMej/JYsATE8Fanidg2jqiIQgrYkCbUkWCi/YF6sOybMk+OxeMKVS7XL38eB/XcQX6ooKBxoJ/rbzxwleEWyUnnoQQuO2qHHchSzi8UwGnxFoSytvvUzYVTpCcSuUjaBvdavkwEjwIt5Xp9rtPqgs+5FnAKRw70F3CUqIj7bNMoaPX3aLxfXW/n5qCUucsqNaK613T2HRZDuKd+XixzDVEvpFFZVPUIbqmsjvcs6b0+DQ3KOef38zuL9DqAx3kGdWRI+Hxg88BiK+W8HuJeK3C2Vg5OxpMNQK5cvtoHc8SmvC/TJNkX3diYblPTWXWvHk3pDUh7W1zi4rg7FBtR82StrYLteLp5SJkYRNGlzt3F3yLN6nH4x5V3yGLiyYe6JHzLQBHK57J7S0OmX0Cd2Y/K1f6WKV8FV1bvH/0KlyTYBkRfx7ELaJSwqJH9UN4k4oYqrRjMO3QvAAvjGFQKG1I7Mr45wEhvCO0ZffqpQ99X2IA3TxWS3Diksl1Yi3ZSJUyMGoz2YpAiTGBZaE/Qk4isypjGoFT7ddpBCTTJ9KBUs5p6c3HJRS7xHuHM0nQL6Zcla2MMuPA6aY/PNMzKam6eU9927h9IKV4lLSgtUIyfroD427ucqvc5b8YTALEbMKSbqXi/Zzx3+tNK2mVBdWhmnfatUaxex4dodAoP/2y9Mt0znMZPEUimEKZzDE0jrcIK2dNwcTOo57+Y64sWKt5Ch++otv6jlTWcxFGqea0c6wk40VTuRP+v8QFyMzbzw7MLNqlyDsteVmlG4G5bOVyBUIh514TWnv++1NyDQ5VbLApx1HCQH8Weyj8IricwxKdy4yLMiDuYy1a7okpPFcDGkyZeoOuCwRVEh9lU6aP51o5qx0cTv2oXFbB/wRkrKf2UMsMlK+9zb3wosmD1+ZEL516Hime3iJTgbdq/bwURvH6NaI8qHLUF0zAtX+8675vjNoqZGYgK8ylMI9cP4E3i7Lt3mz3yV4U8QVFwM3qai9T88iPo7jt1cHEvmnV1sQVICaMcP3okKMN+aLdY4VZ6Lp6DwqmjgHe0sjm8EXPnk3Ws8FaHQ9zZ0nXSAjQl6BKim8yiSxnh9jJrqiHlr9L7Cl+CCUTBMlqbodtAF0FhJdOwf2l5m3zVQ+j4FkL1r3qIgrOZF3SoClftzHq8FaFfp0yteY+puWOKober9l2+xOtqq6ef4cxuGRCTy7l6Lxg9bLyzEmyoJwTd34XEjmbOtRZrT9LHxZHaOAVDfxxpseH1RsPiEXJYEUj2taxARQetneb5jGadhefNGAM="
    },
    {
      "url": "https://lacuna.tiptreesystems.com/author/mary-phuong/aut_e4064d6d1fc44ab9b3129a626bf0dcc6",
      "type": "web_search_result",
      "title": "Mary Phuong — Lacuna",
      "page_age": null,
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    },
    {
      "url": "https://lacuna.tiptreesystems.com/author/lennie-wells/aut_f20aa1f26358406cb82e7e9817c555c8",
      "type": "web_search_result",
      "title": "Lennie Wells — Lacuna",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://lacuna.tiptreesystems.com/author/benjamin-arnav/aut_907f63567c0b46ec857163d6295b71cd",
      "type": "web_search_result",
      "title": "Benjamin Arnav — Lacuna",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://lacuna.tiptreesystems.com/author/pablo-bernabeu-perez-s7t9",
      "type": "web_search_result",
      "title": "Pablo Bernabeu-Perez (LASR Labs) — Lacuna",
      "page_age": "46 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01UPLPvRTBeeoLNK2QBDUCxa"
}

Calls web_search

{
  "query": "\"Cross-Context Consistency\" sandbagging \"password-locked\" \"recall\" \"5% FPR\" C3 results USACO WMDP"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01YYSXH4pujgjhytrGee2mYp"
  },
  "content": [
    {
      "url": "https://lacuna.tiptreesystems.com/work/when-lie-detectors-learn-model-identity-confounds",
      "type": "web_search_result",
      "title": "When Lie Detectors Learn Model Identity: Confounds in Black-Box Sandbagging Detection — Lacuna",
      "page_age": "30 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2412.01784",
      "type": "web_search_result",
      "title": "Noise Injection Reveals Hidden Capabilities of Sandbagging Language Models",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2406.07358",
      "type": "web_search_result",
      "title": "AI Sandbagging: Language Models can Strategically Underperform on Evaluations",
      "page_age": null,
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    },
    {
      "url": "https://arxiv.org/pdf/2608.29461",
      "type": "web_search_result",
      "title": "A Causal Model for Locating and Unlocking Sandbagging in Model Organisms",
      "page_age": null,
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    },
    {
      "url": "https://arxiv.org/pdf/2608.10315",
      "type": "web_search_result",
      "title": "Is This Your Final Answer? Cross-Contextual Consistency as a Measure of LLM Credibility",
      "page_age": null,
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    },
    {
      "url": "https://arxiv.org/pdf/1410.1490",
      "type": "web_search_result",
      "title": "Spaced Repetition and Mnemonics Enable Recall of Multiple Strong Passwords",
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    },
    {
      "url": "https://arxiv.org/pdf/2508.00943",
      "type": "web_search_result",
      "title": "LLMs Can Covertly Sandbag on Capability Evaluations Against Chain-of-Thought Monitoring",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://www.lesswrong.com/posts/pPEeMdgjpjHZWCDFw/white-box-control-at-uk-aisi-update-on-sandbagging",
      "type": "web_search_result",
      "title": "White Box Control at UK AISI - Update on Sandbagging Investigations — LessWrong",
      "page_age": "491 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://lacuna.tiptreesystems.com/work/when-lie-detectors-learn-model-identity-confounds-in-black-box-sandbagging/wrk_cc46e467031489731dcb56615007b479",
      "type": "web_search_result",
      "title": "When Lie Detectors Learn Model Identity: Confounds in Black-Box Sandbagging Detection — Lacuna",
      "page_age": "63 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_017iafCbQLmMrAM4aowQ7qSB"
}

Calls web_search

{
  "query": "yulonglin sandbagging-detection C3 paper pdf github alignment-research"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01YYSXH4pujgjhytrGee2mYp"
  },
  "content": [
    {
      "url": "https://github.com/alignment-research/sandbagging-detection/pull/4",
      "type": "web_search_result",
      "title": "yulong/dev by yulonglin · Pull Request #4 · alignment-research/sandbagging-detection · GitHub",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://github.com/alignment-research/sandbagging-detection/pull/6",
      "type": "web_search_result",
      "title": "feat(artifacts): research sabotage in 25 figures, every number line-cited by yulonglin · Pull Request #6 · alignment-research/sandbagging-detection · GitHub",
      "page_age": null,
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      "title": "Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection - MATS Research",
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    {
      "url": "https://github.com/alignment-research/sandbagging-detection",
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    },
    {
      "url": "https://arxiv.org/pdf/2611.14950",
      "type": "web_search_result",
      "title": "Stress-Testing Sandbagging Detection Under Adaptive Attack Bhoj Rani Soopal1",
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    },
    {
      "url": "https://icml.cc/virtual/2026/poster/61923",
      "type": "web_search_result",
      "title": "ICML Poster Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection",
      "page_age": "95 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2604.25067",
      "type": "web_search_result",
      "title": "Frontier Coding Agents Can Now Implement an AlphaZero Self-Play Machine Learning Pipeline For Connect Four That Performs Comparably to an External Solver",
      "page_age": null,
      "encrypted_content": "EsANCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDPcN9gp3vFC7IN+xyhoMkwolDp8Lr6BM5AgIIjAGCLzz8e/0ZHl0auejmIIoo88K/kg++Q4uWyD7K6l2QDNCn5KSSe656kAu7PFsB70qwwxlnNXDv833pi/WICnfrkT/zw4qW6EZLNVpX+lse/PTYaKVUz99/rsnsKONsS1fwCepx5Q6mJgUmpbKRzpd5q4fdy4vv58mSm1v3Iy2Ol9SxjRz0ux2MjmVQoxzVuLobjEX0ZLikCKUsiJTOx1UFsOH9N7V44fKo8/8SneeEc590/pO5Nj4XbsipdYzSMmnR5fyzreBQ5hZhEzfUGmgCxZWO2FbBXLvUa3b80jV8bcQ+SYObUQ+mKI/oN052CbUmcqOGJHQ2YYM37h82lSGgROESC0z3wklwq+2/oP8sADsLd6/BX/OwNp7DXnV3Wsx4PrXlVLJhxXJR8n7PXvrr36/F9CTsjYzLL2e+v38IhMFgbnVDQ7O6oNwLbbSkyXxZVjQK0pwPR+ebYRuo31NFisvPXd0cdyUPuKDZ1WJkyKOLYxdaMddN9mGyR4eSwLbweCVDYaBeQwEkeFFGPdGXiWngOjUk0MAnSmlQbjLdSvZW382DCP3pVC5kPj1Q9BfJsXh2P2Ku8P7EdG5Mq/eDSR5+Nkx97sRDC1rOi6eDCf+UxH/fSYZ/T4klwDJT73zwtbQdDlfLUibn0c0RkyFscHN4OLkJvCI+PKbyTXAgb2iBAQAhAuCsoz/Mh2OfWmikQxNzjC5/oF457wr8Oj58UfWf6VmAOcomKOUmWgLTQdqm5SK1xMQI7L1QO1hGRGdQMOWg0HeMbBgMdT8ZClsSumfiWLLVJEByuytHbgkbyk1eEWIHTfg7FWsES6rziuN4RtSCRIsBaqIeDwghznLLqQi/izP65p+cgLjViluDkLOMoj+s3+R7OVx26Kpi4YCZ9TkIkoADdV5WtwxVj5afwk/g6EVBK/FO1mfJgq/3luQiMWqEm2Izkvys3cPkqGt9yaisRB8Ra+H9Lk0o2mNbHAuVE1jo/lyaq//SHPW2mZ/Udzo455nM6tlt30am6egPRpX8e6O8YnkHGdQuaUpvmzbeIJLpBXbdelT2Aek2R/Xvbh9gLuPnvnTrCurK46lRNb1373N83yp1LhVSzxzC79Z5N9BfFNfZMV47s3tLFcxhXYhIUm2I/GclbgzYiEKZpPqQWiSfRuxr9zRnHEGoeIJn74eDTd4xV6hEhuBgi3LePfYQX/+FWI9bKhNtg2e/QVEkeZoE5rG7hfUMTPgCaTaMb4A0LDeno57ei7lOOIal7+AeW1vKcieJnM05CK/RApptSc0LqDQuimFbRD0z7RrOtPrYZ1eHWCZox1Y6AAUNO2I9GTBOlxjVGfH3MHlSV1+8V3EclN3QDMrqK62oJxVJt5mXNA38AWhF8oEqawpFv6et+YCUE16Z4rUMPltXhq1Cs/OM5ZURvPp15tydZQCIB1PXp1udUmTnrm3eSx5eWWVfHqoVxLKPhci3mtIPpqA2c2p7IBfEoB/BTAIU4lhIGkRO1r5Clc+tmpS6lYF6uf3NKn8UhoKPhhux0rULtm5jx+JRVIZBfUm2SUe8SYQ8m0ftn49k/Tp6GHGVhJto1B4xJgxocm0ANM7BIzWDs7J2lhKHwSJWey5/hLHqIMArVhi8oIby30VW97YB0vcdPTi9/lKqpN+Ii7fNfOtWsnVPlscq0trwCrPQOnzO+/Txyaq98kVBPcHFEj7VTP4vo8djWyhvY5Dief+YYCaANBAjKlmQUATbCfuREQXbUBfa7xvCELIHTPzpeXvz1MXPH5UoFGj4kSeQkN41q+naDpqjE7GkdQR/CseKyaW2Xp6ycInqSuotkVeU+Zgm1Nx5ZPHKlTe23+Kxck1x95Z7HODFzIp+qazh8X7vzsg4iwGheqM3ztLzKlDLRQQpy4Xma9g6jf5AoePg6Mxv936/HUACDBu89TgKA9DEiEMF11IZsEHCk8mJQC+Ope3samQ/vfp16LhBKLo5xNni1qienLlsQO725bCHbzrS/e1spTxSUxTsk4szWBvsRoHwdicZ1xVfLqcmGkCyKTCwEZlU4SXFTdDsgMW+IlFRPjA5LGGSMmQ/J30xOKsIQFgfuSh5oy6LmTegYW+CMy0EKhFVAN5l7zN0W327CnCzmygtefihiExxpmvViKFN4QWUS4LFTx1fDQxHlivhHRn2+gzB7MrsXQKrwWFnxguZxVW693HAVG0GAM="
    },
    {
      "url": "https://arxiv.org/pdf/2406.07358",
      "type": "web_search_result",
      "title": "Published as a conference paper at ICLR 2025",
      "page_age": "883 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.researchgate.net/publication/398476411_Auditing_Games_for_Sandbagging",
      "type": "web_search_result",
      "title": "(PDF) Auditing Games for Sandbagging",
      "page_age": "341 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01EY5iW8ws1k8Kw1UPZy6PuF"
}

Calls web_search

{
  "query": "\"Same Question, Different Lies\" lesswrong OR alignmentforum C3 sandbagging detection results"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01YYSXH4pujgjhytrGee2mYp"
  },
  "content": [
    {
      "url": "https://www.alignmentforum.org/posts/noxJrzXcdz738uqMi/i-don-t-find-the-lie-detection-results-that-surprising-by-an",
      "type": "web_search_result",
      "title": "I don’t find the lie detection results that surprising (by an author of the paper) — AI Alignment Forum",
      "page_age": "1136 days ago",
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      "url": "https://www.alignmentforum.org/posts/5dkhdRMypeuyoXfmb/is-this-lie-detector-really-just-a-lie-detector-an",
      "type": "web_search_result",
      "title": "Is This Lie Detector Really Just a Lie Detector? An Investigation of LLM Probe Specificity. — AI Alignment Forum",
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    {
      "url": "https://www.alignmentforum.org/posts/pPEeMdgjpjHZWCDFw/white-box-control-at-uk-aisi-update-on-sandbagging",
      "type": "web_search_result",
      "title": "White Box Control at UK AISI - Update on Sandbagging Investigations — AI Alignment Forum",
      "page_age": "491 days ago",
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    {
      "url": "https://arxiv.org/pdf/2606.12618",
      "type": "web_search_result",
      "title": "\"Did you lie?\" Evaluating Lie Detectors across Model Scale and Belief-Verified Model Organisms",
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    {
      "url": "https://www.alignmentforum.org/posts/QMLwKemqMDATkkjJG/auditing-games-for-sandbagging-paper",
      "type": "web_search_result",
      "title": "Auditing Games for Sandbagging [paper] — AI Alignment Forum",
      "page_age": "340 days ago",
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      "url": "https://arxiv.org/pdf/2604.25249",
      "type": "web_search_result",
      "title": "Below-Chance Blindness: Prompted Underperformance in Small LLMs Produces Positional Bias Rather than Answer Avoidance",
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      "title": "Misalignment and Strategic Underperformance: An Analysis of Sandbagging and Exploration Hacking — AI Alignment Forum",
      "page_age": "554 days ago",
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      "type": "web_search_result",
      "title": "Finding Deception in Language Models — AI Alignment Forum",
      "page_age": "815 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01CyUTKPGEisUrHDv8A4kfc9"
}

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_01YYSXH4pujgjhytrGee2mYp"
}

thinking

Calls read_page

{
  "url": "https://github.com/alignment-research/sandbagging-detection",
  "max_chars": 9000
}

Calls read_page

{
  "url": "https://lacuna.tiptreesystems.com/work/same-question-different-lies-cross-context-consistency-c3-for-black-box/wrk_998abed3a801cfe59200f4eb8bf5c019",
  "max_chars": 9000
}