Run step
Step 5: assistant
thinking
Calls code_execution
{
"code": "import json\nqs=[\"Same Question, Different Lies Cross-Context Consistency C3 black-box sandbagging detection arXiv\",\n \"Cross-Context Consistency C3 sandbagging detection Lin paraphrase imitation password-locked results false positive\",\n \"sandbagging detection black-box difficulty inconsistent error pattern trusted reference model 2026\"]\nfor q in qs:\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": "Same Question, Different Lies Cross-Context Consistency C3 black-box sandbagging detection arXiv"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01WaFekZQwQnrNr4zg7ZKGDB"
},
"content": [
{
"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://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/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/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/pdf/2311.01740",
"type": "web_search_result",
"title": "SAC3: Reliable Hallucination Detection in Black-Box Language Models via Semantic-aware Cross-check Consistency",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2608.10315",
"type": "web_search_result",
"title": "Is This Your Final Answer?Cross-Contextual Consistency as a Measure of LLM Credibility",
"page_age": "95 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",
"encrypted_content": "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"
},
{
"url": "https://pith.science/paper/2608.10315",
"type": "web_search_result",
"title": "Is This Your Final Answer? Cross-Contextual Consistency as a Measure of LLM Credibility · Pith",
"page_age": "92 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01Lu3yznJXjPnwQYP99DVWDK"
}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_01WaFekZQwQnrNr4zg7ZKGDB/cell.py\", line 15, 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": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDEopo9bE2dlM9FwE+BoM3+hQnUE2W4PpoCf/IjBEZOJ1kLrpH0zjCooSNvGgh+ViMCfT+UqLJCQGd1vRpODpQTWafaxzXtEfkdYN9b0qEh3QkZDZcA2EFJdsQzpluKYwRBgD"
},
"tool_use_id": "srvtoolu_01WaFekZQwQnrNr4zg7ZKGDB"
}Calls code_execution
{
"code": "for q in qs:\n r=await web_search({\"query\":q})\n if isinstance(r,str): r=json.loads(r)\n if isinstance(r,dict): r=r.get('results',r)\n for x in r[:6]:\n if isinstance(x,str): print(x[:300]); continue\n print(x.get('title'),'|',x.get('url'),'|',(x.get('content') or '')[:300].replace('\\n',' '))\n print('---')"
}Calls web_search
{
"query": "Same Question, Different Lies Cross-Context Consistency C3 black-box sandbagging detection arXiv"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01LfkZavN9h7d4dR6hBmMyRZ"
},
"content": [
{
"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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"title": "Is This Your Final Answer?Cross-Contextual Consistency as a Measure of LLM Credibility",
"page_age": "95 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",
"encrypted_content": "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"
},
{
"url": "https://pith.science/paper/2608.10315",
"type": "web_search_result",
"title": "Is This Your Final Answer? Cross-Contextual Consistency as a Measure of LLM Credibility · Pith",
"page_age": "92 days ago",
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01BkReHXKjWvg7GKFiFPtDck"
}Calls web_search
{
"query": "Cross-Context Consistency C3 sandbagging detection Lin paraphrase imitation password-locked results false positive"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01LfkZavN9h7d4dR6hBmMyRZ"
},
"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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"url": "https://www.matsprogram.org/research/same-question-different-lies-cross-context-consistency-c3-for-black-box-sandbagging-detection",
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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://arxiv.org/html/2611.14950",
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"title": "Stress-Testing Sandbagging Detection Under Adaptive Attack",
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"url": "https://www.researchgate.net/publication/398476411_Auditing_Games_for_Sandbagging",
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"title": "(PDF) Auditing Games for Sandbagging",
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"url": "https://github.com/alignment-research/sandbagging-detection/pull/4",
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"url": "https://lacuna.tiptreesystems.com/work/same-question-different-lies-cross-context-consistency-c3-for-black-box/wrk_998abed3a801cfe59200f4eb8bf5c019",
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"title": "Same Question, Different Lies: Cross-Context Consistency (C³) for Black-Box Sandbagging Detection — Lacuna",
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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://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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"type": "web_search_result",
"title": "Strategic Capability Concealment in Frontier Models — Lacuna",
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}
],
"tool_use_id": "srvtoolu_01KWpsmb2a3WtdkP2MgJG5g5"
}Calls web_search
{
"query": "sandbagging detection black-box difficulty inconsistent error pattern trusted reference model 2026"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01LfkZavN9h7d4dR6hBmMyRZ"
},
"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",
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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://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": "305 days ago",
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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/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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],
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{
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"content": {
"type": "encrypted_code_execution_result",
"stderr": "",
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"
},
"tool_use_id": "srvtoolu_01LfkZavN9h7d4dR6hBmMyRZ"
}thinking
Calls read_page
{
"url": "https://www.matsprogram.org/research/same-question-different-lies-cross-context-consistency-c3-for-black-box-sandbagging-detection",
"max_chars": 5000
}Calls read_page
{
"url": "https://arxiv.org/html/2611.14950",
"max_chars": 20000
}