Step 3: assistant

{
  "preview": "{\"stopReason\":\"tool_use\",\"content\":[{\"type\":\"thinking\",\"thinking\":\"\",\"signature\":\"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\"},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01DGHdfzyUqm4eb1p9vAQXY7\",\"name\":\"code_execution\",\"input\":{\"code\":\"r = await web_search({\\\"query\\\": \\\"Auditing Games for Sandbagging 2512.07810 Cedar logit-matching black-box detection\\\"})\\nfor x in r[:4]: print(x['url'], x['content'][:1500], '\\\\n---')\\nr = await web_search({\\\"query\\\": \\\"cross-context consistency sandbagging detection ICML 2026 black-box\\\"})\\nfor x in r[:4]: print(x['url'], x['content'][:800], '\\\\n---')\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01Y3zs5bPFMBUfyAuYJWQfDF\",\"name\":\"web_search\",\"input\":{\"query\":\"Auditing Games for Sandbagging 2512.07810 Cedar logit-matching black-box detection\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01DGHdfzyUqm4eb1p9vAQXY7\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01Y3zs5bPFMBUfyAuYJWQfDF\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"Auditing Games for Sandbagging\",\"url\":\"https://arxiv.org/html/2512.07810\",\"encrypted_content\":\"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\",\"page_age\":\"109 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Auditing Games for Sandbagging\",\"url\":\"https://www.alphaxiv.org/abs/2512.07810\",\"encrypted_content\":\"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\",\"page_age\":\"341 days ago\"},{\"type\":\"web_search_result\",\"title\":\"(PDF) Auditing Games for Sandbagging\",\"url\":\"https://www.researchgate.net/publication/398476411_Auditing_Games_for_Sandbagging\",\"encrypted_content\":\"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\",\"page_age\":\"341 days ago\"},{\"type\":\"web_search_result\",\"title\":\"GitHub - marijanikolicds/spar-fa26-blackbox-sandbagging-cedar: Static dashboard: black-box sandbagging detection on Cedar (built site only; generated from a private repo) · GitHub\",\"url\":\"https://github.com/marijanikolicds/spar-fa26-blackbox-sandbagging-cedar\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"[2512.07810] Auditing Games for 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Black-Box Detection of Sandbagging in LLMs - SPAR Project\",\"url\":\"https://sparai.org/projects/f26/rec8w4557sqlldYIj/\",\"encrypted_content\":\"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\",\"page_age\":\"49 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Auditing Games for Sandbagging [paper] - LessWrong 2.0 viewer\",\"url\":\"https://www.greaterwrong.com/posts/QMLwKemqMDATkkjJG/auditing-games-for-sandbagging-paper\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"www.arxiv.org\",\"url\":\"https://www.arxiv.org/pdf/2512.07810\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"arxiv.org\",\"url\":\"https://arxiv.org/html/2512.07810v1\",\"encrypted_content\":\"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\",\"page_age\":null}],\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01DGHdfzyUqm4eb1p9vAQXY7\"}},{\"type\":\"code_execution_tool_result\",\"tool_use_id\":\"srvtoolu_01DGHdfzyUqm4eb1p9vAQXY7\",\"content\":{\"type\":\"encrypted_code_execution_result\",\"encrypted_stdout\":\"Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDNhU4ktrMc4F73WzMhoMHZ2OhmV6CyovniMcIjBX0A1ptLGr1oLc3ySgRpYKn75nmRuby4xTv5LuH2sooFhYsOjnmtJDQ/PLqWKzoIwqEuOxYpjDKVrAVVu5oSWC+76yPBgD\",\"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_01DGHdfzyUqm4eb1p9vAQXY7/cell.py\\\", line 9, in <module>\\n    for x in r[:4]: print(x['url'], x['content'][:1500], '\\\\n---')\\n                          ~^^^^^^^\\nTypeError: string indices must be integers, not 'str'\\n\",\"return_code\":1,\"content\":[]}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01JvqFtXBkXWcVSKBHVYQLe5\",\"name\":\"code_execution\",\"input\":{\"code\":\"import json\\ndef show(r,n=4,k=1200):\\n    if isinstance(r,str): r=json.loads(r)\\n    for x in r[:n]: print(x.get('url'), str(x.get('content'))[:k], '\\\\n---')\\nr = await web_search({\\\"query\\\": \\\"Auditing Games for Sandbagging 2512.07810 Cedar logit-matching black-box detection\\\"})\\nshow(r)\\nr = await web_search({\\\"query\\\": \\\"cross-context consistency sandbagging detection ICML 2026 black-box\\\"})\\nshow(r,4,800)\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01B1tnDGSYoTgFr483gDghxy\",\"name\":\"web_search\",\"input\":{\"query\":\"Auditing Games for Sandbagging 2512.07810 Cedar logit-matching black-box detection\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01JvqFtXBkXWcVSKBHVYQLe5\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01B1tnDGSYoTgFr483gDghxy\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"Auditing Games for Sandbagging\",\"url\":\"https://arxiv.org/html/2512.07810\",\"encrypted_content\":\"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\",\"page_age\":\"109 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Auditing Games for 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"(PDF) Auditing Games for Sandbagging\",\"url\":\"https://www.researchgate.net/publication/398476411_Auditing_Games_for_Sandbagging\",\"encrypted_content\":\"EswNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDN+LRNvyxC3B7gw3ehoMsQT+mjCUXYGOv91lIjBnA671mUKcPrXNwT55ld1t0SYK1fGc8xaa/EcdZSVqMDVQOpUa7ReoaRfPK/Ii9VMqzwyK44nGoH04zJyTXdYXb4MvXDMxL39ZvSzTPidaYNXR2FGnjnl1zeeDvdyCRL29JNxETTeKZ4lp4Qme3mV87w04VBPOGe4n+8ukgU8dktBP92KfSqwmjzDWYCc5ff1VzPQ4MIzgt9483C6zhtAXQUhZ28/svys6xV/Di+rdbEa1PQBS5D42xQZSPMa7IGDI3GPs7D/Po60yt45Si0fa6LaYfCAJHui6vmb7xMcQNIgqxzIfXt7qfcTpqX0ba9ilRDBclsPokEvOP8z6PYXTCul9QziNML48YlFS5NH6gtKzKcrrd4EjMGekUJuPb/EcRu2RQZO6u13Cmn5a1Yto4w/DLxDJqJYAfscgthcAHkr2FfJrP4W8rq+CnWTOeEHw7vXOToCkBbZYQh6j8yvZiBSj5Z4E6CYQ1UXrSS8md05PN72Pm+zeMsYXT8px4TdIevo+IRqto/sXD5ZJNz1LUq/JZR2n4zM0wSnLF53tbcpOJamFl1S0xM5L2tq72qe3HZzUtDrLEnk2eodikUyg3JKmHZQRClCStcvtHlNyIqF6yypCU30Noj6A/cS8JdPRvMlwpn68MaPczXIuAcT2rhsg+S2eDNXAkePdQjPfGu6Tg3S8QXI/v9Yp2t73OdTL6UTHj3tvHLjNpjhtak9YUb1RldxjbKGh7oa1qTo3H9Z0G0dhKO4g3d5RkrmUlY+x0oZH6kl5WLwoYsaQvItzABEn2BLqw4BQRrgSrzgymMDUoGKYWx4Z327d/PL1Y7XuzwDI6l95/ljLBAW7+nZlHJyLnuffu/HqKWxWr5ttdqoLhgg5WKpDgurrrKZq8Acv2IWEx3WWWI4Ns+cHPLEKEdOrDRGFvRVtMPiN5LGzTr2SYO7RTaORiW+gbWyOhxnGbC27Fjz+F88kFsmU9wWmjSGfemz8x/DzPvm4Pop1jP+w/s66yJGFiaKDJ4T1xmjgso9mYcZXVeeu3ett9XIztbxRYkowsrEkl/7JpmQS7UM7asTedKTaIE+69W2IBzR+uvi+X18FU03dd2TNDQHz6H26J4ZANoDL5fOmQwKOawta1V7voG2bYSgYRLIFVlJzhbBpIEvCD3h7NeszxiRaEDHyTqffo0vKi+bKwa3gcZJmK41rYy9XMPKeLymewQwweROx6u0rj039ejiWC02jYk5xDaMNCC/ZOd6VpFRCRTu3Lt6jAv6X0cxFcXZWSGZbdhWk+kWv61pkOAsFBz/mfmjyeCQv0qawchvMgRV/n//XTUBDkWB911HnbJ+0GjDeHKEuZlqvjvuaOXwyWjyW+6gVUeViT6pKBLsgIw1CDBDJoMgU6M9LhPMUfIwVfm5WNYc9l+2xNhREd2hy0kPpu3iMFGO5adWU+Wv40c8hXOxFHtAt45tUtHLq64MmJ3UQBFWi9ur7R3a9DfeQu2xzsSFBdyxmVZaBCCFi+FS4QM+2DB8qgoxOhRCi0WznAF+OW1tLhr0aMmaMCDGtDH6h8C1QOVZ79iP2wYB2OuF+QvoEYDX3SfDCaEzsJ6H6+tR52ou6NMx30ePj8/E8pdhHKHsdARMURY5ob5QIfssBhehRFOR3R7py3CXyp3kI0x8LsM6RODQuoV/wZ3S00iUznaxu3ngQhblVeA/2IaXHRxtA6zGszCSb35wtp/78roJyyMLSge6u51aYzWFQ3Nua/g+fPxYXa1ue/7I2ZPo8uyNumen5tqVFBq1YahcT2v2LfTFxBybhpgB3frEDbJOCtc+3EFVgcN30e6K9LaE9CC5BbynILgiLYOylILwsK44QcW3rC0Qc/2E/+9IYqrmf4fYTsFDgn3jwSfBWcxABrStm4Vp/H2wopY+vRpzLSm0c+gZ1fFo1vKnVndODr7YBnAUzER4WVJyfwGGzXplrx2MwxgXTw+MY5rcft8CLhfGMDmApEVFubficr9N/4Q6WOOfQTgtsbFqTzETZHxC8sOCdszSpCTm5binv4AK8G83po4lRsfHCxqhIjC/lPCBlBf+Vetvm5Kk3W2owyJRyBim+pCbfqeBs9O8FKi5nGdY4ZCK79N83KerYjrEYEBNSM9JHnL6YOloRgFvx7wZsW5F1+bbgk+K3UmCqbTI18WQBJACDDwAbvrTTRwDOHH0yUC20OhnV0mixprgmLFt08jWQGAM=\",\"page_age\":\"341 days ago\"},{\"type\":\"web_search_result\",\"title\":\"GitHub - marijanikolicds/spar-fa26-blackbox-sandbagging-cedar: Static dashboard: black-box sandbagging detection on Cedar (built site only; generated from a private repo) · GitHub\",\"url\":\"https://github.com/marijanikolicds/spar-fa26-blackbox-sandbagging-cedar\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"[2512.07810] Auditing Games for 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Black-Box Detection of Sandbagging in LLMs - SPAR 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Auditing Games for Sandbagging [paper] - LessWrong 2.0 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection - MATS 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Stress-Testing Sandbagging Detection Under Adaptive Attack Bhoj Rani Soopal1\",\"url\":\"https://arxiv.org/pdf/2611.14950\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection — 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Black-Box Detection of Sandbagging in LLMs - SPAR 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"When Lie Detectors Learn Model Identity: Confounds in Black-Box Sandbagging Detection — Lacuna\",\"url\":\"https://lacuna.tiptreesystems.com/work/when-lie-detectors-learn-model-identity-confounds-in-black-box-sandbagging/wrk_cc46e467031489731dcb56615007b479\",\"encrypted_content\":\"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\",\"page_age\":\"63 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Pablo Bernabeu-Perez (LASR Labs) — 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\",\"stderr\":\"\",\"return_code\":0,\"content\":[]}},{\"type\":\"thinking\",\"thinking\":\"\",\"signature\":\"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\"},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01J7m2gSYnEWawbPWHYozXsD\",\"name\":\"code_execution\",\"input\":{\"code\":\"for q in [\\\"C3 cross-context consistency sandbagging fine-tuned model organisms password-locked weak model imitation results\\\",\\n          \\\"marijanikolicds spar blackbox sandbagging cedar dashboard results\\\",\\n          \\\"Auditing Games for Sandbagging trial game prompt distilled black-box accuracy comparison blue team\\\"]:\\n    r = await web_search({\\\"query\\\": q}); show(r,3,1500); print(\\\"=======\\\")\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01Ghj5MYZFDqx56xQniZWp8P\",\"name\":\"web_search\",\"input\":{\"query\":\"C3 cross-context consistency sandbagging fine-tuned model organisms password-locked weak model imitation results\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01J7m2gSYnEWawbPWHYozXsD\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01Ghj5MYZFDqx56xQniZWp8P\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged Capabilities\",\"url\":\"https://arxiv.org/html/2608.29458\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"GitHub - ShreyasVR2545/semantic-lock-sandbagging: Preregistered AI-safety study of sandbagging model organisms: trigger type sets the sign of cross-capability alignment (task-local locks dismantle it, situational locks amplify it) and cue-sharing sets its size. All five predictions failed, four reversed. · GitHub\",\"url\":\"https://github.com/ShreyasVR2545/semantic-lock-sandbagging\",\"encrypted_content\":\"ErcHCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDASIEvrnbL1MS1yd2xoMT183jahEqphmLMDGIjBjo+2gSM7BQ0KuSHsFhF0grX7rHX1/5haEkOj/09VFC1idB8Xo9zRdLmPtz+RoM08qugYyxGQ3YGuPEZSxJ5Aqx2vkkCztZg1h6EoNhkpnk+F8Q+Z02SedQbaC92FhmsRefGmLRUWDEllrPPklR+o0J58lOEgJPPvhJzjtwc3EcM2rI3CSNRKzZRnTMYGFWn93IPLFtJQOk9YVy90uwYzQeO3NurmJ8gsJbyxI575VHH0xDV5ldUDenLMsMTUdxkrZ4mWspCum191VH5AfouUaEy5OYmwUCTbsmLu+s6Ud2yp6GZmup0I7dHoVWCQP78azNuhFqXwjcrxBrQYyf6ebGhjzpQMuR+IgDpMdT35c/npOtColVc6FZ79OQA58KHXCoR1VrmpaRDNnxjbZwwoVO0bVGVCiz3/qC+02wPlsIXd0ICHUrzTLN+/tIIXLEdcLZb7pbt+kfZ7qrH8SwdhWqgHMBWsdvHwFzQiJpmGC7fIwuKfy03bhfRCtp2nUn1UlxsdZ/Wj2aUIkhf1+eivcw0zcY86GZUZPSeOa8uMiUDd1/k6snQDxlwtY/g4mn7xsqYqrN12jvlMb8MmUwuZPAtGLN5nk/u2C39HjYdUcQkcr0DwI69d8kWbuJ3DJE/7Yg/gzSmlQfaAkq63Jb99RQdpDXyLMVO++BP3S7UAqJC+Yat79UgIyX8BrC+BN0lEzuv4pL8Wz7zQGHdZ2iwX8oqsIFLhZo6KrK48eNVbVnHsPSYwOR+FCx+hrvqEm4ry3ajuxHQ4EuIYRswj/z+nG2TRvq6swrVNNxpDhjuaTDUARLq2nlyPcNZXBAzVqOm4T42LJlx716tinKPZ3Zh8WcyvSOcPv7s9oZbfmv3IrR6dWG4e/rOUdDXO+ggDMoh1swz+dxFcbbE72N2hA0sky7f7aEO31X1bMQ7yz5Jt/vOIXiYnrSkQXs/t5VU4zsprn+aieHuec6yC3ZiTcQZRnReOGvRTLepOEXdU6hEh7z7CX0ZqfnxevxhTuqUPuYMaqxVBXOV0U/E1xmGuiOGHQvDEyvAY6oDwzlkzarYXxuu0L95NgmL8WHGpw+pFssEiZcXnDcgU2Wy9eC9cJDpDRzYsRxapuzOrtCWuQlgUoDFPb3I2nb2zMBOOXOmGpnuVBfjvntqTF1PmX7TXoGAM=\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"White Box Control at UK AISI - Update on Sandbagging Investigations — LessWrong\",\"url\":\"https://www.lesswrong.com/posts/pPEeMdgjpjHZWCDFw/white-box-control-at-uk-aisi-update-on-sandbagging\",\"encrypted_content\":\"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\",\"page_age\":\"491 days ago\"},{\"type\":\"web_search_result\",\"title\":\"(PDF) Auditing Games for 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Auditing Games for 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Reference-Grafting Matches Fine-Tuning at Eliciting Sandbagged 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Black-Box Detection of Sandbagging in LLMs - SPAR 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Auditing Games for 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Auditing Games for Sandbagging [paper] — 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Auditing Games for Sandbagging [paper] - LessWrong 2.0 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\",\"stderr\":\"\",\"return_code\":0,\"content\":[]}},{\"type\":\"thinking\",\"thinking\":\"\",\"signature\":\"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\"},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01ANfeREYVDMD5BEwuhhGudB\",\"name\":\"code_execution\",\"input\":{\"code\":\"for q in [\\\"\\\\\\\"Same Question, Different Lies\\\\\\\" arxiv C3 sandbagging fine-tuned password-locked weak model emulation limitations\\\",\\n          \\\"Stress-Testing Sandbagging Detection Under Adaptive Attack 2611.14950\\\",\\n          \\\"sandbagging detection Cedar logit-matching black-box accuracy consistency detector tested imitation\\\"]:\\n    r = await web_search({\\\"query\\\": q}); show(r,3,1800); print(\\\"=======\\\")\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01SkjW5VcENRHCqoLSwutd6Q\",\"name\":\"web_search\",\"input\":{\"query\":\"\\\"Same Question, Different Lies\\\" arxiv C3 sandbagging fine-tuned password-locked weak model emulation limitations\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01ANfeREYVDMD5BEwuhhGudB\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01SkjW5VcENRHCqoLSwutd6Q\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"Stress-Testing Sandbagging Detection Under Adaptive Attack Bhoj Rani Soopal1\",\"url\":\"https://arxiv.org/pdf/2611.14950\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Stress-Testing Sandbagging Detection Under Adaptive Attack\",\"url\":\"https://arxiv.org/html/2611.14950\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection - MATS Research\",\"url\":\"https://www.matsprogram.org/research/same-question-different-lies-cross-context-consistency-c3-for-black-box-sandbagging-detection\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"ICML Poster Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection\",\"url\":\"https://icml.cc/virtual/2026/poster/61923\",\"encrypted_content\":\"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\",\"page_age\":\"95 days ago\"},{\"type\":\"web_search_result\",\"title\":\"Noise Injection Reveals Hidden Capabilities of Sandbagging Language 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Causal Model for Locating and Unlocking Sandbagging in Model 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Sandbagging: Language Models can Strategically Underperform on Evaluations\",\"url\":\"https://arxiv.org/pdf/2406.07358\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection — 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Accepted Papers\",\"url\":\"https://trustworthy-ai-workshop.github.io/iclr2026/papers\",\"encrypted_content\":\"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\",\"page_age\":null},{\"type\":\"web_search_result\",\"title\":\"Pablo Bernabeu-Perez (LASR Labs) — Lacuna\",\"url\":\"https://lacuna.tiptreesystems.com/author/pablo-bernabeu-perez-s7t9\",\"encrypted_content\":\"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\",\"page_age\":\"46 days ago\"}],\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01ANfeREYVDMD5BEwuhhGudB\"}},{\"type\":\"server_tool_use\",\"id\":\"srvtoolu_01M63mUgGPCVyNAbfenwf3gQ\",\"name\":\"web_search\",\"input\":{\"query\":\"Stress-Testing Sandbagging Detection Under Adaptive Attack 2611.14950\"},\"caller\":{\"type\":\"code_execution_20260120\",\"tool_id\":\"srvtoolu_01ANfeREYVDMD5BEwuhhGudB\"}},{\"type\":\"web_search_tool_result\",\"tool_use_id\":\"srvtoolu_01M63mUgGPCVyNAbfenwf3gQ\",\"content\":[{\"type\":\"web_search_result\",\"title\":\"[2611.14950] Stress-Testing Sandbagging Detection Under Adaptive 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"Stress-Testing Sandbagging Detection Under Adaptive 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Sandbagging Detection Under Adaptive Attack Bhoj Rani 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Sandbagging Detection Under Adaptive Attack · 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days ago\"},{\"type\":\"web_search_result\",\"title\":\"TraceGuard: Adaptive Multimodal Poison Filtering through Cross-Feature Rank 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