Step 19: assistant

Calls code_execution

{
  "code": "out=[]\nfor q in [\"C3 Cross-Context Consistency sandbagging fine-tuned password-locked model recall \\\"5% FPR\\\" results limitations deterministic error\",\n          \"\\\"Cross-Context Consistency\\\" sandbagging \\\"password-locked\\\" Lin Phuong C3 \\\"fine-tuned\\\" recall USACO \\\"discovered incentive\\\"\",\n          \"\\\"When Lie Detectors Learn Model Identity\\\" confounds black-box sandbagging detection\",\n          \"alphaxiv \\\"Same Question, Different Lies\\\" Cross-Context Consistency sandbagging\",\n          \"C3 sandbagging detection \\\"consistent\\\" sandbagging strategies evade paraphrase consistency \\\"weaker model\\\" imitation Lin 2026\"]:\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): continue\n        t=(x.get('title') or '')\n        c=(x.get('content') or '')\n        if 'Same Question' in t or 'Lie Detectors Learn' in t or 'sandbagging-detection' in (x.get('url') or '') or 'Black-Box Detection of Sandbagging' in t:\n            print('##',t,'|',x.get('url'))\n            print(c[:1800])\n    print('-----')"
}

Calls web_search

{
  "query": "C3 Cross-Context Consistency sandbagging fine-tuned password-locked model recall \"5% FPR\" results limitations deterministic error"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01L8vVK5pqjA8V45rv7vg11S"
  },
  "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/html/2608.29458",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2603.16244",
      "type": "web_search_result",
      "title": "More Rounds, More Noise: Why Multi-Turn Review Fails to Improve Cross-Context Verification",
      "page_age": null,
      "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://metr.org/blog/2025-10-14-malt-dataset-of-natural-and-prompted-behaviors/",
      "type": "web_search_result",
      "title": "MALT: A Dataset of Natural and Prompted Behaviors That Threaten Eval Integrity - METR",
      "page_age": "396 days ago",
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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",
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    },
    {
      "url": "https://arxiv.org/pdf/2608.29458",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities",
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    {
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    },
    {
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      "type": "web_search_result",
      "title": "From Hidden States to Confessions:Auditing Deception in Reasoning Models",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_0183VDuqMji8AGr9hF3cuDv6"
}

Calls web_search

{
  "query": "\"Cross-Context Consistency\" sandbagging \"password-locked\" Lin Phuong C3 \"fine-tuned\" recall USACO \"discovered incentive\""
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01L8vVK5pqjA8V45rv7vg11S"
  },
  "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/2608.29458",
      "type": "web_search_result",
      "title": "Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2412.01784v1",
      "type": "web_search_result",
      "title": "Noise Injection Reveals Hidden Capabilities of Sandbagging Language Models",
      "page_age": "711 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.lesswrong.com/posts/jsmNCj9QKcfdg8fJk/an-introduction-to-ai-sandbagging",
      "type": "web_search_result",
      "title": "An Introduction to AI Sandbagging — LessWrong",
      "page_age": "931 days ago",
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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",
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    },
    {
      "url": "https://arxiv.org/pdf/2604.24618",
      "type": "web_search_result",
      "title": "Evaluating whether AI models would sabotage AI safety research",
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    },
    {
      "url": "https://www.alphaxiv.org/abs/2406.07358",
      "type": "web_search_result",
      "title": "AI Sandbagging: Language Models can Strategically Underperform on Evaluations",
      "page_age": "646 days ago",
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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/2608.29461",
      "type": "web_search_result",
      "title": "A Causal Model for Locating and Unlocking Sandbagging in Model Organisms",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01UCqXuLmu49k5Z1mS3NA3o1"
}

Calls web_search

{
  "query": "\"When Lie Detectors Learn Model Identity\" confounds black-box sandbagging detection"
}

web_search_tool_result

{
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  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01L8vVK5pqjA8V45rv7vg11S"
  },
  "content": [
    {
      "url": "https://sites.google.com/view/icbinb-2026/papers",
      "type": "web_search_result",
      "title": "ICLR Workshop 2026 - Papers",
      "page_age": null,
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    },
    {
      "url": "https://www.alphaxiv.org/@benjamin-arnav",
      "type": "web_search_result",
      "title": "Benjamin Arnav on alphaXiv",
      "page_age": null,
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    },
    {
      "url": "https://iclr.cc/virtual/2026/workshop/10000772",
      "type": "web_search_result",
      "title": "I Can't Believe It's Not Better: Where Large Language Models need to improve",
      "page_age": "201 days ago",
      "encrypted_content": "EtIECioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDBfBQj+gaxaSsicbBRoMQAtmtiM2Ig70U2hRIjD5g0hEa5UQn3e43Ex2MLZRZJU5HihbZdbXst9QXQbjVJh0eQZSn4AD50g8w8iHBDsq1QNxYYkmvDo0+/369BQih29z9KvNeSNySirf/gxVzMkJX2bXGh9b0m7RIbcDEDy2FAZXhDxHqm+Ycmo99PSH/XbwS0mK22efsICwS0m7v+rcN4tAkRoF5mDHxcoJv6q367CElacK7m8JqYZZDhJqGhWGC9HsQ+O+3lE9l3eitb57oECvVsmORcrIvWmUBRNPFp8lFucnSLiU6ILOmg58vjYg+zng0+BOfAsJJK7Ib5vmfAzvfXdinBOAuA7u6+s1KPBRYceftwHYUEu3wMGtBnH4JT/9VLCS4dC4cke3WeGCIBaHr6MVg7VHGgaNSQ97geEoJQN/eiUTx8MmoZ+mNMcklprYtynRxjjNi80DbeSv+gp0BrJ7ekpJHUlGWTuFPaJxemlpuuEdA36oJ+Irzz1FeUJ1MQEGx3qVuJXWQeCXpDMHG+j2UUY5a5wadVCY3eRGffcjnoo+mxME6WNW0z8pkzoNALq2OUGDQKNgN/vh8DM6MufNHULyyiRAbC78xKK7H9kilpUXh3CgIZR33czoB7qDO0BuyHWiuwErhhyd2Jy+MK+76UvR09vPmcvEZ7e5hZ8uas5syChAhEhwLfao40wBbIvrvDZh03k65zmvwagUYJjZGAM="
    },
    {
      "url": "https://openreview.net/profile?id=%7ELennie_Wells1",
      "type": "web_search_result",
      "title": "Lennie Wells - PhD student, University of Cambridge",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "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",
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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",
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      "url": "https://lacuna.tiptreesystems.com/author/benjamin-arnav/aut_907f63567c0b46ec857163d6295b71cd",
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    },
    {
      "url": "https://arxiv.org/pdf/2309.15840",
      "type": "web_search_result",
      "title": "How to Catch an AI Liar: Lie Detection in Black-Box LLMs by Asking Unrelated Questions",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01GAz79LDahTVYYUm2zWExww"
}

Calls web_search

{
  "query": "alphaxiv \"Same Question, Different Lies\" Cross-Context Consistency sandbagging"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01L8vVK5pqjA8V45rv7vg11S"
  },
  "content": [
    {
      "url": "https://www.alphaxiv.org/@benjamin-arnav",
      "type": "web_search_result",
      "title": "Benjamin Arnav on alphaXiv",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://www.alphaxiv.org/@lennie-wells",
      "type": "web_search_result",
      "title": "Lennie Wells on alphaXiv",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2611.14950",
      "type": "web_search_result",
      "title": "Stress-Testing Sandbagging Detection Under Adaptive Attack",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://scholar.google.com/citations?hl=en&user=WteTYJgAAAAJ",
      "type": "web_search_result",
      "title": "Benjamin Arnav - Google Scholar",
      "page_age": null,
      "encrypted_content": "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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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      "title": "Pablo Bernabeu-Perez (LASR Labs) — Lacuna",
      "page_age": "46 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01Q17UPJdToa28WKPjvpQFY5"
}

Calls web_search

{
  "query": "C3 sandbagging detection \"consistent\" sandbagging strategies evade paraphrase consistency \"weaker model\" imitation Lin 2026"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01L8vVK5pqjA8V45rv7vg11S"
  },
  "content": [
    {
      "url": "https://arxiv.org/html/2611.14950",
      "type": "web_search_result",
      "title": "Stress-Testing Sandbagging Detection Under Adaptive Attack",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2512.07810",
      "type": "web_search_result",
      "title": "Auditing Games for Sandbagging",
      "page_age": "109 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": "EtANCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDEe1otOnrjNsVF50JhoMPcdpqPmIz2vSfZ77IjCLHULIKf2MpxsHRwUPd2nIuwdr5dhjxmBNp6dP0nVv5CVC+qE2rWMg8AoyTANiRV8q0ww7aZeqTeNDt8VjAgWcq8TvPFena0u+mIgIR5MUAXbMhrB4VCwgOOM+fuy7gyyUUxPVa3WNoRwjPdPl35B3mSXf0TheQX1gm66+agivPuOCR7LdC//TsaBB893WeNJWR3ls+kwKtI5/ZUu3vgXWGA51lwZcqrHQErImZIPNo5MkcEVVN3yr9QaIfi86xIElFoJHgj3evY5bNuTkD54Qugrn0EZhRIzKdvOnb92JFsnwxiM9VQX0lYqtiB5+o6y87PoXvQpcgi6TXmMngmlgCsNVCoWTXfwm82/RoMH34CTYya/OLqcFIqQES+3YjmnbUcRsMhai0ZytgIxQGLpLhNFx0Sa9o/ka7uZ50auslkazExsgjAJC2WP7wRVUSRV1wsbcvu+fka1LjQctbMgBab3pEnomQXU+3k/Pkt+yDSIH6OHHjAwgBcZdeAI0/vvrTPv+/smhx63E/ZX3EDtA1Aouw5wkVStuS1XgqyE4LUwImNluQk8Ehfso1ijbZ0SIiZ2q8LT4Pn+gfHASLAp63R2NwRpijPes1nD1DZXKULjugjo1NTDOsekSTGcacI9Ki0uu8EkTMSC3GiM/2YS+46XsEiphNm/ukeRoDOe9yyakEOjYQ6Tk3gcaMBUr+TGIK35CTcSOB8u61n5xogbthYxrXBAm7wXu44MMvKyjIbE8jMatqr4W/WbQJVtHPCBLtcMcIbUFxGYo6KxIQp1RSsivzXQnd0+eatlXWH6zKbAMeBg7kZ9lZ8ElBCmhdu9XfbQTH33/decKzu6iufJJBNL5UzoA1qPuLxhL+glkqrmU8xIBPZKaemkvPTeXIKtXMCbdj8ve58yTqblQMUltue9dqcPAF+/E/dIKWL5lVIdRDFRwaYaG+MMHBi4GiHbFIhqfylCeLCrNO31x3s67VO0IZeKIq0+pgMisHVtABINqSGKVQsGZsoVsBkFuUcrowwVm7nyiMKRJicgr9eAa0f0vPfuPit/nHNo/iChkUjdaiCCtGImm2aOwG+mvLYYsJYR1IR4XE6ne4F/pFzBbEpFxFSKx8VKZEd6B2T2f5DXrs3YyP5FG9SX8/Qk9psFg+8RqxN00gFL5pWceAoXc+HjSt/e4wbhVaKHV8jMjcpORkIaMWhrIcw6Dc3C7gVctK+swAO/eOGQAFOD1NKS2fVJw1t6HFBq4OUpCuMrzvbpxL/4ZOx1fmrIqeGXWAJKBP9IpNrms+PE80axy/pWd46w8bLtdlHAtkXVA0QHYyJ9WN7M8KEFcaxRAZfrznc6mnmAp1BNCHcXT8XsRlYZbRi7FHz5ZagiSmwVA1TChLXdv2eIuy7Q7vloPynS2+05yYDK36jmfsKw2Lvgo2S0qKhaB46MhlebAAzfmZpo2FS8p5xX077pFsquJFOijYY1z0uMiDcU8Js81EDnykpKW8C/IZL7lr3yr4PD5n3YzhAbUD4t5MlyDBqhZZkqtxI6HnpEcpdCrZqspl5qV9Cr7nJ1xiB8RegyA9rxbn45Q+E7ZPD8HrrHjXmDTpm7yt6eqnttjvBgXU4ojFI3QwQLM4mF08oGeCGlyAESOKGlpFctai1XfERm6H96+j88FkM/aiSQBrrmfTOaLO+5QkeSIiqC4p/wAN+kHFEeICxr6Uz3HnC6doIprwBYqgu6X1BZh99PHcDaAcrZs390bvzawwb8fU8ZGfzw9kV1LhdbSwhl9gVZd6esVNwAELV+RABHibiBHagkQUujPICEXZGCmJDcpsaH8Kdo5PI8ov3N6N2TxRGVMq/Bi0VfRE/6xxwL06MQgtkXsreIH9Z62qRqvogc3+MjybYhvdVc+N3luWvG6T/JRJZI6JehHmWTEjP/8TSbm+nQpiakjHJFzWG6103+G5RaZS/TGiAdpIOp6tVvKa1CKpmTVPEVm8bjzPIEkds6uiwtsHUcQiVCaNttYkONMCAdhlxb+XdVKb2vVXt/aUSYagsmlaqLfaSp//1wAx9ojvySuqdfYZMQa2PRdzY3c09ss6ilrmn/jibTPcUr8qJuQqAkVdZ0QYhJgjFg5JVkSsA8CfR06wlLPOMZhOlX3hhEw38C5l1bwpCKUwo8b+HK2vPARTU8CSBFqFdXzcM2pYE2x8oJnjvB5UDeSgzqfmQpOVeV4+9TyWo65QhiLZsD10RgD"
    },
    {
      "url": "https://arxiv.org/pdf/2604.26206",
      "type": "web_search_result",
      "title": "Option-Order Randomisation Reveals a Distributional Position Attractor in Prompted Sandbagging",
      "page_age": null,
      "encrypted_content": "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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",
      "page_age": null,
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"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"
  },
  "tool_use_id": "srvtoolu_01L8vVK5pqjA8V45rv7vg11S"
}

thinking

Calls code_execution

{
  "code": "for q in [\"proceedings.mlr.press 2026 \\\"Same Question, Different Lies\\\" Cross-Context Consistency\",\n          \"\\\"Same Question, Different Lies\\\" C3 sandbagging \\\"password-locked\\\" \\\"WMDP\\\" \\\"GSM8K\\\" recall \\\"consistent\\\" sandbagger \\\"stealth\\\" prompts paraphrase\"]:\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): continue\n        t=(x.get('title') or ''); u=x.get('url') or ''\n        c=(x.get('content') or '')\n        print('##',t,'|',u,'|',len(c))\n        if ('mlr.press' in u or 'alphaxiv' in u or 'sparai' in u or 'lesswrong' in u) : print(c[:1500])\n    print('-----')"
}

Calls web_search

{
  "query": "proceedings.mlr.press 2026 \"Same Question, Different Lies\" Cross-Context Consistency"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01KzGbjc3LUzYYMnsfRQEn9H"
  },
  "content": [
    {
      "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",
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      "title": "Accepted Papers",
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      "encrypted_content": "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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/pablo-bernabeu-perez-s7t9",
      "type": "web_search_result",
      "title": "Pablo Bernabeu-Perez (LASR Labs) — Lacuna",
      "page_age": "46 days ago",
      "encrypted_content": "Et4ICioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDNERtirq36QtYqxbiRoMv+sOT/0A4/o/1BMlIjC/WuGZWRW5K+xNM7amF3YS4MTmc2BQ3i0kBcehUaNOb86xaQ4WVl62Ri0R/VBOvmgq4QebqKVIW3/QX98vSRy+XgsiVu7w9aC8kxXGUCwmhHevfYUpVcKMAMWJnaemIbb5j1+71zuqlF8OGSotQG0TENazB991an+IF6+ec5SLKh/Ez1n7TAQOMPwBEqH6H1MYZIBzqapI9mCzfT2dUGuoqpHmqaer6wOBgxEvwFMJQAUj9ZxzxA7yx+7N180vl6MBQERSg0YcHBJ7yNe1hqRLGjO2U10i6NlpVr10iWkbvF4YicvVVYzuGJbtLj9V2Z1tdEcr1LPiqgYv0iJxD6iLCFgVrV0obyZf6MCyB1YNMD+5WNiXVglK+vbTU6+vkfSwGtpcQ93YeUr8Bii43H7axWI0UAlXyNYXK5rAKgmv85Lfz4DoO4wQbCr912suBKbQo1mBXxuYZrNMqUWR0h0DUoSAoGiXv7P27BOdhUlawzkcWzUqwl+O7sp/1uPgsPY2tywljn17ARDlRWAmfjJz/KNIbXay+iFxYz+pcm6L7qw/4ZFtVkxdtr4ZTvLFzaAC/83l/AWHmI4eP341k1DKnFF+CHi3Pn0itXcTou5EgSnzHF3/h22jCaRuQSqDEbip5r/OPHIiY2QcQlPXNu1koG2n0JzotC56/Ba1vY0247MlHTCUmrSKaWraSV4NQGGzXkXFO1E+16Dt1pghzk/zBEgDkForBxpdlAnvgHcDfsrUVv+OX8MbF50k+f00bVgjXHIkKE1qFF0cWVL5nSewpn3xziiCWKhFFpXmm5vcGwtBeaRU+eTlgw0HUk22nRkgrYR596Egc5WlShk+NQ6LHKM9Zg8fgzb4SSxzYRhCveUhU5Us5tSI9CxbLkFPk1j9lkXfyQsItQgS7QeRupXZ71vqfvbMiY0uVzP2ZTbM9eluqW+6GFfUhCsq0d5vJ6kLOqBayCWc5jZJjTjzNq2AnmIefmJ4SEESLnaeLcpVZrZ+NodTb43PDfTz1U4zidr91ecbbqDydekBxDda2cM7IB/eSgSrlq1xQed/4O1KtTQJ6pP6LN+zqGW7xb5xs6a6WzedatKfJZJV3yu2lwQ1s+R1qqQmP9Qe85i+rx+oL2v74DgP0XYl0ndnHpqZy/nW4BFOfdEmxr6pwf+SqpMqm23PgKqyw0MwzLBdJW/lKrrRHVUZWIfCsZke+quA9CaLz7yEXFGRS743CQNykiEnWnpfeddmhQO3C0+O5dvsGrMg9PJ1AoWKjo2fNX5BOWLBSvCrP+YLTb5AkAFNAb6JqTu6822z/Jd5SSni1JCs+3H4iAVuhCecuxHg8qeK6wzjsI5enLtyMyxq7pBdXG138Y6iJ16LeCPHrOU4U4jydf0nJ3UYAw=="
    }
  ],
  "tool_use_id": "srvtoolu_01XXPEXrGKqHcgyr3thz2qgy"
}

Calls web_search

{
  "query": "\"Same Question, Different Lies\" C3 sandbagging \"password-locked\" \"WMDP\" \"GSM8K\" recall \"consistent\" sandbagger \"stealth\" prompts paraphrase"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01KzGbjc3LUzYYMnsfRQEn9H"
  },
  "content": [
    {
      "url": "https://arxiv.org/pdf/2611.14950",
      "type": "web_search_result",
      "title": "Stress-Testing Sandbagging Detection Under Adaptive Attack Bhoj Rani Soopal1",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2611.14950",
      "type": "web_search_result",
      "title": "Stress-Testing Sandbagging Detection Under Adaptive Attack",
      "page_age": null,
      "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,
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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",
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    },
    {
      "url": "https://arxiv.org/html/2412.01784",
      "type": "web_search_result",
      "title": "Noise Injection Reveals Hidden Capabilities of Sandbagging Language Models",
      "page_age": "346 days ago",
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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",
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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",
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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",
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    "content": [],
    "return_code": 0,
    "encrypted_stdout": "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"
  },
  "tool_use_id": "srvtoolu_01KzGbjc3LUzYYMnsfRQEn9H"
}

thinking

Calls read_arxiv_source

{
  "arxiv_id": "2604.28182"
}

Calls read_page

{
  "url": "https://arxiv.org/html/2508.00943",
  "offset": 6000,
  "max_chars": 20000
}

Calls read_page

{
  "url": "https://arxiv.org/html/2604.26206",
  "offset": 22000,
  "max_chars": 12000
}