Run step

Step 3: assistant

2026-11-15 04:45:28 UTC · previous step · next step

thinking

Calls code_execution

{
  "code": "import json\nfor q in [\"sandbagging detection paraphrase consistency language models\",\"cross-context consistency sandbagging detection Lin\",\"sandbagging detection inconsistency paraphrased questions recall false positive password-locked\"]:\n    r=await web_search({\"query\":q})\n    for x in r[:6]:\n        print(x.get('title'),x.get('url'),(x.get('content') or '')[:300].replace('\\n',' '))\n    print('---')"
}

Calls web_search

{
  "query": "sandbagging detection paraphrase consistency language models"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01FejniKJJyX4NhwAmwby8FZ"
  },
  "content": [
    {
      "url": "https://www.alphaxiv.org/abs/2406.07358",
      "type": "web_search_result",
      "title": "AI Sandbagging: Language Models can Strategically Underperform on Evaluations",
      "page_age": "647 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://huggingface.co/datasets/james-sullivan/consistency_sandbagging_eval",
      "type": "web_search_result",
      "title": "james-sullivan/consistency_sandbagging_eval · Datasets at Hugging Face",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://jamessullivan092.substack.com/p/playing-dumb-detecting-sandbagging",
      "type": "web_search_result",
      "title": "Playing Dumb: Detecting Sandbagging in Frontier LLMs via Consistency Checks",
      "page_age": "305 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.lesswrong.com/posts/g3doG7J7JHKnghmja/playing-dumb-detecting-sandbagging-in-frontier-llms-via",
      "type": "web_search_result",
      "title": "Playing Dumb: Detecting Sandbagging in Frontier LLMs via Consistency Checks — LessWrong",
      "page_age": "306 days ago",
      "encrypted_content": "EsUNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDIRGtxjwgVRGTs8E5hoMQZD57MXidnnDvEBHIjA+gAqBvh0VBsAoTEggdLIEwpoJVYw+3kwE4zOMIvqnELcK+uVparQw1l38smuAEUEqyAwHSGeaismJNSoHKXADO2KHQaTw/q+9FsOyafopRqJ9nBeVqSp0EFTCc//qrFlSoHp84Y897JHHpUXrj7tBbeyxbehJPgAUlxcMsOp6DK/GmJetLcnD+vwyTuHJJ+iUfWN0ApIuuNqLNcpNjlhAk5MNRDmhU1DkJ4aReQpsmw2SqQoJPoUeov9nRZYelB2mkPeSpW1G5A7YVhdVdPYtu3NV2D8Ayvl3cjnNEF5B3VVShL3hI5+uVMJaaegFJtPQ5iHm6oBz1lTPDnoNC+EG46GfKgd0upZoWxJg9Y8c9xe5zFr1Ua9FZ/bK1OuBEat8agWQgyKuLsfU1jlKAib0dCEnrezjzHcQATFJJ1qrnBbINRbitvpgKDSAlaS9aGjGP7PpSRfVwK0f7Rw2FcDh58P0SQK7ZGpuTVPFg/ze8eM2Tt4vmxVIoMFfu9A8qfx/NLv7P/JMM1iMBg1WIhN6d2hYeOk1g2g5kVzkAV6fe0gVh4dWqqo7Lohv4VAt9Slc57MYLnb1X+b6Uv4tS5QLiAnbXPky9DgrDewtCBDuHa3d/eLyM2bP/CXIiw52K+7Cv1aLCQcwX4hA8qmxXB4i1fmiGdo57Hl2wPG1mRPb7M3tRa4THq+SNewweMlJ4QfDV2NUllBpPRSHJolZNjvQlwX5QsRvTilOLkMqFtvLVCzYT0HzNhESId0Y/x6fXpPMNDkU9tM7J6gEgBfSkbY/sdvF4FeItvIcx4Hnqzhks1fMzMCenWzemvPEdhuoJhuVQeU40qcM/YJTURyN15Cs1ZHqlKUZwXf6a0FnDCRAWVUglOSsYUlH/ZGN2s8qnOu1dx8eGuy4MgAyetVMLKcEkQ7MHyPTkrbo1qbjWL4+ChS6dvUI0NgDfcG5uSHIKX63pjvLd2csmJo8Nr8Ak1nQfP68Z2c9ST/DhLa3U7cmwJyrF1H9m8tK8mOs18pfF7SrlvHCpHHZy/rNBAj/FNZqTgaNCAo96THs64MWLWmAekWg3iZtN/Z/omBBO3G2LGEdZ4+4tLfhacOcf/dZ0piTVnNzKEYOlR9RwypD2/ifFKI7m/Qxt/ts47I1jYUagU04QP/m8utjNqxc1cSvIa2OuhmpE+IREpryV7dqxaLGNLi3OVjIgAc0pOhlVA5u/VE+XsX10yTGz53fvc7cWIIDBHSuFOxfcxhlc3tL/LY1CsvK+vkHqpLfwHoGEaEaEm6Cnv+L8qtr4P8mtwaKIN1lZZOQK9hiGTNnwIO6fbsHOXW4G5d1dfrS+LvphY20ghVY9YXIzhu0NeCMDIWnoOWjzX89f5TnBk45mzCYeJHq0UZ+6hCCg1W2Q+PcO5E9F1GosFjPRRMtyraYQs9GXwI3+cxKmxi501LmxQCgEckeOJzJ9ZJURcc5+raIAvRiHLlul+IQW29PHygpKNcxRFQRlWQ3t8mN5Ob9WAVRd7iLIlZw8xF+8UiCFfIvnBv8vMI9i4BJiykWmEnmmG0sW08k0wowdkhl4jAMnW+OF98eXCnIGfJ8Gk8lJdPLnqIBu4MirziuC2JMORKOZ01Flt8Hax0vmkZnzJVPcmmWiH5NmixtVzeOEdChF4GcqlFsNlN/W2yFH59xf+7HcDzEGR+gNnPOxfG8jKOhbhqxq/kv67A7pnKni97Fk00z4KN6LKbrg4fZurlT5BkC8wXJChZJp1sLw9qwe1fq4a+FOKUf6fPLKI7R/4yO0tQFcXpp6xqL87Kld+TotTHgGGwCksrRp885hTmKTwCDTpMyG0Tw7altDDdROpSmQwfGT2S5sUh2fgMhrwUnHhtpfENrQQakk32xLtakfQb37nSVTmUoxoc4AfAqLeIvYpyGB00D11Yfs9+p2s2eVFuIKUFK2xrNBi0UUhbzlwSOQvOl+cJ4zaDs0jmG3LE6+ud6Ucg7OQ7HOC3Gv4UVk44km+1XzHS/e3dek+yQE2UnTyQBI4b3kplWNYTZ/3kcFwZ59srmth9IEKVFzkabz10hQh6VwgxRPtG2QUNnaUv9XZwdsZry3CIL/5hrco1xUfHZqjdh2HXYIiAwEhwidXfweUZ0SuEqqFjyRJzRyWpQ1e0ijwvnVlAdk3je8OV57PFktG4RX2yBdpN+omWT8lKJyfodHIXOtN5DArIzVJQ2yV8YAw=="
    },
    {
      "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://www.lesswrong.com/posts/pEZ6ChmGLf3FF5z9y/model-organisms-of-sandbagging-in-the-wild",
      "type": "web_search_result",
      "title": "Model Organisms of Sandbagging in the Wild — LessWrong",
      "page_age": "100 days ago",
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    },
    {
      "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,
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    },
    {
      "url": "https://arxiv.org/pdf/2410.13787",
      "type": "web_search_result",
      "title": "Looking Inward: Language Models Can Learn About Themselves by Introspection",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_016HQ5zDiq5K1VPnFj73W7rA"
}

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_01FejniKJJyX4NhwAmwby8FZ/cell.py\", line 12, in <module>\n    print(x.get('title'),x.get('url'),(x.get('content') or '')[:300].replace('\\n',' '))\n          ^^^^^\nAttributeError: 'str' object has no attribute 'get'\n",
    "content": [],
    "return_code": 1,
    "encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDITNBVAk+f6eBjBC6RoMRKUzGOhgE6HSVwwlIjDIEtaWMB/EQ3UbY+M1Ecbd53oUAexpUgoL4gATWTFTtfLA67FvJp5irdkb5Oo2V20qEj8nq65G8CA3c3OMI7gVdP0YQRgD"
  },
  "tool_use_id": "srvtoolu_01FejniKJJyX4NhwAmwby8FZ"
}

Calls code_execution

{
  "code": "for q in [\"sandbagging detection paraphrase consistency language models\",\"cross-context consistency sandbagging detection\",\"sandbagging detection inconsistency paraphrased questions password-locked recall\"]:\n    r=await web_search({\"query\":q})\n    if isinstance(r,str): r=json.loads(r)\n    for x in r[:6]:\n        if isinstance(x,dict): print(x.get('title'),x.get('url'),(x.get('content') or '')[:300].replace('\\n',' '))\n        else: print(x)\n    print('---')"
}

Calls web_search

{
  "query": "sandbagging detection paraphrase consistency language models"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01WE5GdgxZ1y8JrPEbFAB3UG"
  },
  "content": [
    {
      "url": "https://github.com/james-sullivan/consistency-sandbagging-detection",
      "type": "web_search_result",
      "title": "GitHub - james-sullivan/consistency-sandbagging-detection · GitHub",
      "page_age": null,
      "encrypted_content": "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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": "647 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://huggingface.co/datasets/james-sullivan/consistency_sandbagging_eval",
      "type": "web_search_result",
      "title": "james-sullivan/consistency_sandbagging_eval · Datasets at Hugging Face",
      "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",
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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://www.lesswrong.com/posts/g3doG7J7JHKnghmja/playing-dumb-detecting-sandbagging-in-frontier-llms-via",
      "type": "web_search_result",
      "title": "Playing Dumb: Detecting Sandbagging in Frontier LLMs via Consistency Checks — LessWrong",
      "page_age": "306 days ago",
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    {
      "url": "https://www.lesswrong.com/posts/pEZ6ChmGLf3FF5z9y/model-organisms-of-sandbagging-in-the-wild",
      "type": "web_search_result",
      "title": "Model Organisms of Sandbagging in the Wild — LessWrong",
      "page_age": "100 days ago",
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    },
    {
      "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/2410.13787",
      "type": "web_search_result",
      "title": "Looking Inward: Language Models Can Learn About Themselves by Introspection",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01MVHAzKQXW6icP1fWyKccda"
}

Calls web_search

{
  "query": "cross-context consistency sandbagging detection"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01WE5GdgxZ1y8JrPEbFAB3UG"
  },
  "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": "96 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": "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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,
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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",
      "page_age": null,
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    },
    {
      "url": "https://arxiv.org/html/2507.12872v1",
      "type": "web_search_result",
      "title": "Manipulation Attacks by Misaligned AI: Risk Analysis and Safety Case Framework",
      "page_age": "485 days ago",
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    },
    {
      "url": "https://www.lesswrong.com/posts/g3doG7J7JHKnghmja/playing-dumb-detecting-sandbagging-in-frontier-llms-via",
      "type": "web_search_result",
      "title": "Playing Dumb: Detecting Sandbagging in Frontier LLMs via Consistency Checks — LessWrong",
      "page_age": "306 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": "64 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://huggingface.co/datasets/james-sullivan/consistency_sandbagging_eval",
      "type": "web_search_result",
      "title": "james-sullivan/consistency_sandbagging_eval · Datasets at Hugging Face",
      "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": "31 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01R2r7ARaEvGBzc9eY3Bcbjx"
}

Calls web_search

{
  "query": "sandbagging detection inconsistency paraphrased questions password-locked recall"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01WE5GdgxZ1y8JrPEbFAB3UG"
  },
  "content": [
    {
      "url": "https://arxiv.org/html/2512.07810v1",
      "type": "web_search_result",
      "title": "Auditing Games for Sandbagging",
      "page_age": "341 days ago",
      "encrypted_content": "EtcNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDHhTg9bCV3x47LsiABoM8M6ZSlfpFkEAAekTIjDOkkMzHPr4X9xqVbAm/VZViAJNysd1KvRGIPchsZs1UFF3GfSjy9tD4v0ekuZNUj4q2gxa7f2BbhEijku1HPv/c35qurlIueEWUbIvmS7eXD15UFOWr/Sztflzjy8DTj3V/cOh7HCAzQ3V4DNIs2zixeqhY7uUKI4lsTlTnT+4sZT6SsdGz+vvqRWhs9hr0Gf41IJPiuNl1MdM93XNT28GAxMVaGxSw96x6PdnVSSC8X9wlv87IGpkZ1O3llC6fNvwFSPm212g6sNglDDbpu6BXwuBkRAdQsaVT+9+33gIxEmaOti26ryl5BjZRNBaKdSXU0e5tOWy6AjzXOx88E9wShKF2oR71lPRAHvX75Su7euhw1W180PDPj72J1mTTsPuDVNNrCY9WcgY0/wE7HbC7UDLevuu79e+p4q/2lJcDiPK3GH4RsKmfUqf0F4dxHt+Y5jQw4YlozFcArxwQdPksKEOe7aff22S/+WYlZqeu8xcmjRd2rcBgcH+XYS+SOm+w74VaHZQ46umQ0ygA7KU41LCUS+8hGhA1ARh7hfWvAMEZQrPfNfcIgDJQ/oDLRYRcRomRRoyPZp2K3RdABB1iFIc1/uWxPm3f7UFOowd/0tIynATSv1WhSa/dIUE8Nto5q5k9iVXy6NUuk9TuT7ZaQwLdQHN0GNUtpj4kNR7Y2+bKeZJYn7qM0Sjrij6Rh6Ztwr80uv7FguqybeLnu4+7KxsVezM7sA2EIbswcG5b2a85DlICyLk3+hWzKixOGChC2yZs/LFY73Qg6eSdm5cXVQHfpwB/UJQxwsuyxo6kBn3B1zDMOQH9PShP4mX+ELwIhPnDSTulXKSlAGsikIxpKX4ecvha0iB1EBd9htYchRqO+rvP9b+XPeZof/IpflR8QVKwJhcJexcSXqIs85gpgI5i1KAM1vgYctcprV8CKqQg3yXYT645UBzVIamemUwHT3cGr7thQ9R+iZ2r2g7d3WTAa9zmBbnGI9plImU5fFde2E58UzlJWQSavZFv+tm8egbPYAH9KXWN/fDAKf5aTFBKJ7Bf2FkIY+WJisSjvj8pE4dp7Qw367XEofSk08kakTvViwC1eJayGbOHtqEVnYF/gZcY/V4TvlsMLWYSkQAlphfn5xDMasqALkUp7u8TXRvzwy/ysdMDxH3VNSFzVp47u8TiTxQAYlLX3+OGJAR41vlM4u2VNsOx6Vd0iRLr8tYt4rRTzzWH37V9XTNXJGr3YrZ0kcn95kn7XbXQf5ksC57fkvXV258aeGqC/bQ9eAe3s/pA6f4ajvcRkP1yLfOXnX5VSfIE4gCvq97QnVpJ13K1Fb1OJ0h0jq501k2EhwlkM8XvSeIoM/Fu0DcAmSViG4orOeNggjMExgxSYznlc+0syxVW9EZgKwskDiEhAFNHL8jKLaqtsQ5MP4OhHXofHSixMEcXlnwC1U2mBqhoSYuA1s1gkqEL2aq02pbuIBkmv9BL3g6KuOx1TjRMAr55oDjPrpm73OhMd/8LXkMKeuL92jg6o/OcDzfWcyF8IJ+QIPftcXzpSJ7sB89J16Mq1emq6GPw4btjiLgLkSRxdLEOTufHMdFumUnRm7dSGCPcBMuN0YfKi76Mk24ONCNq0y+sMMNZk0xlQLtS+6QDRHiZNL5f17Ew6cPAzgmmmbotqw8Tnr8+rZ1AB+hfST7j4kbMwNhl0pIWRYI1aUGgKavZAlHlSGLuxzW/OTA27pe3tEwm4FumzhJrbW3jLDmHw2tpKLDsg8F/y0sAfUd715e4fn7fN1b+Bc7EHMNpnGjh3CI7tKYiHJeM+QKqPFeY5lwVfxwHyDxmaBVlQuKALXv9Al4/JVKyzqz7g5BuoukXheEq4hHmsjI+V/bgvfMbRZbAsavy4FuQK0RYztz9Ipoujq/NSnNzLW2j1tp1OW3GKlKCz47s8j/z5ptm7mTgTu0sd9ID6EKTzNN8Qhfh+7cd7Zr0Lgb0xFXnm9XCqkHXk4nxdSvStE1o8s1RK6vITEBPNYLC2QDw85DiXl8XZk2dxtpabu7nZPxo3SXTY7aYkwm9YN+2FY0cc6odzhEcS2sCB6QWqdVvrxx2aqJHMLqf25nSiowHAjtAGFXAhi8QFJMq4KxJ26HlmVESwdyhG4p6jdYEpMVA3+TKxoU1SPzIoqmwtlt95g7Rq3g8gJSr2yOkcArKwtSkk/X3ody8GyZ/gSEl9HJtKhM+6DNKnn79zdI0Y2f9dQYAw=="
    },
    {
      "url": "https://arxiv.org/pdf/2406.07358",
      "type": "web_search_result",
      "title": "Published as a conference paper at ICLR 2025",
      "page_age": "884 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": "64 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://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": "96 days ago",
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    },
    {
      "url": "https://arxiv.org/pdf/2512.07810",
      "type": "web_search_result",
      "title": "AUDITING GAMES FOR SANDBAGGING Jordan Taylor1,∗ Sid Black1 Dillon Bowen2",
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    {
      "url": "https://arxiv.org/pdf/2608.29458",
      "type": "web_search_result",
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"
  },
  "tool_use_id": "srvtoolu_01WE5GdgxZ1y8JrPEbFAB3UG"
}

thinking

Calls read_page

{
  "url": "https://icml.cc/virtual/2026/poster/61923",
  "max_chars": 5000
}

Calls read_page

{
  "url": "https://arxiv.org/html/2611.14950",
  "max_chars": 12000
}