Run step
Step 15: assistant
thinking
Calls code_execution
{
"code": "import json\nqs = [\"weaker monitor stronger agent detection capability gap sabotage monitoring results 2026\",\n \"untrusted model capability does not reduce trusted monitor detection rate control evaluation\",\n \"SHADE-Arena stronger agents evade monitor more often capability scaling monitor\"]\nfor q in qs:\n r = await web_search({\"query\": q})\n if isinstance(r,str): r=json.loads(r)\n print(\"##\",q)\n for x in r[:6]:\n print(\"-\", x.get(\"title\",\"\")[:90], \"|\", x.get(\"url\",\"\"), \"|\", (x.get(\"content\",\"\") or \"\")[:160].replace(\"\\n\",\" \"))\n"
}Calls web_search
{
"query": "weaker monitor stronger agent detection capability gap sabotage monitoring results 2026"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01NssJh7PeR4RtiChxA3ZvD3"
},
"content": [
{
"url": "https://proceedings.iclr.cc/paper_files/paper/2026/file/7e105e4ae3016974e2d518e9d281f5e5-Paper-Conference.pdf",
"type": "web_search_result",
"title": "RELIABLE WEAK-TO-STRONG MONITORING OF LLM ...",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2605.09684",
"type": "web_search_result",
"title": "MonitoringBench: Semi-Automated Red-Teaming for Agent Monitoring",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.alphaxiv.org/abs/2606.05647",
"type": "web_search_result",
"title": "Coding with \"Enemy\": Can Human Developers Detect AI Agent Sabotage?",
"page_age": "160 days ago",
"encrypted_content": "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"
},
{
"url": "https://labs.cloudsecurityalliance.org/research/csa-research-note-ai-coding-agent-monitor-blindspot-20260725/",
"type": "web_search_result",
"title": "No Single Monitor Catches Distributed Side-Channel Attacks",
"page_age": "109 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2601.21112v2",
"type": "web_search_result",
"title": "How does information access affect LLM monitors’ ability to detect sabotage?",
"page_age": "278 days ago",
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},
{
"url": "https://arxiv.org/html/2606.11998",
"type": "web_search_result",
"title": "Bootstrapped Monitoring: Leveraging Transparent Reasoning to Oversee Stronger AI Agents",
"page_age": "154 days ago",
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},
{
"url": "https://arxiv.org/html/2606.05647v1",
"type": "web_search_result",
"title": "Coding with “Enemy”:Can Human Developers Detect AI Agent Sabotage?",
"page_age": "160 days ago",
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{
"url": "https://arxiv.org/html/2606.05647",
"type": "web_search_result",
"title": "Coding with the Enemy:Can Human Developers Detect AI Agent Sabotage?",
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"title": "Coding with “Enemy”: Can Human Developers Detect AI Agent Sabotage?",
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}
],
"tool_use_id": "srvtoolu_01M844JkJftixgbpY1ELTwTq"
}Calls web_search
{
"query": "untrusted model capability does not reduce trusted monitor detection rate control evaluation"
}web_search_tool_result
{
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"caller": {
"type": "code_execution_20260120",
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},
"content": [
{
"url": "https://arxiv.org/html/2610.30582v1",
"type": "web_search_result",
"title": "Model Organisms of Collusion: Corrective Transfer in Untrusted Monitors",
"page_age": "19 days ago",
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},
{
"url": "https://arxiv.org/pdf/2606.11998",
"type": "web_search_result",
"title": "Leveraging Transparent Reasoning to Oversee Stronger AI ...",
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},
{
"url": "https://arxiv.org/pdf/2602.20628",
"type": "web_search_result",
"title": "When can we trust untrusted monitoring? A safety case ...",
"page_age": null,
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},
{
"url": "https://arxiv.org/html/2606.11998v1",
"type": "web_search_result",
"title": "Bootstrapped Monitoring: Leveraging Transparent Reasoning to Oversee Stronger AI Agents",
"page_age": "154 days ago",
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},
{
"url": "https://arxiv.org/pdf/2607.06596",
"type": "web_search_result",
"title": "Calibration-Family Overfit: Why Trusted Sabotage Monitors Don't Transfer Across Lineages",
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},
{
"url": "https://arxiv.org/html/2604.03968",
"type": "web_search_result",
"title": "TraceGuard: Structured Multi-Dimensional Monitoringas a Collusion-Resistant Control Protocol",
"page_age": "220 days ago",
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},
{
"url": "https://arxiv.org/html/2602.20628v1",
"type": "web_search_result",
"title": "When can we trust untrusted monitoring? A safety case sketch across collusion strategies",
"page_age": "260 days ago",
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{
"url": "https://arxiv.org/pdf/2411.03336",
"type": "web_search_result",
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},
{
"url": "https://arxiv.org/pdf/2607.06596v1",
"type": "web_search_result",
"title": "Calibration-Family Overfit: Why Trusted Sabotage Monitors ...",
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},
{
"url": "https://arxiv.org/html/2607.06596v3",
"type": "web_search_result",
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}
],
"tool_use_id": "srvtoolu_014vcjtfNWE7YrXHMgqmNQVc"
}Calls web_search
{
"query": "SHADE-Arena stronger agents evade monitor more often capability scaling monitor"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01NssJh7PeR4RtiChxA3ZvD3"
},
"content": [
{
"url": "https://arxiv.org/pdf/2506.15740",
"type": "web_search_result",
"title": "SHADE-Arena: Evaluating Sabotage and Monitoring in LLM Agents Jonathan Kutasov∗",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.researchgate.net/publication/395034628_Reliable_Weak-to-Strong_Monitoring_of_LLM_Agents",
"type": "web_search_result",
"title": "(PDF) Reliable Weak-to-Strong Monitoring of LLM Agents",
"page_age": "442 days ago",
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"url": "https://www.anthropic.com/research/shade-arena-sabotage-monitoring",
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"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"
},
"tool_use_id": "srvtoolu_01NssJh7PeR4RtiChxA3ZvD3"
}thinking
Calls match_claim
{
"text": "More capable AI models detect more of an AI agent's hidden misbehavior when used as monitors.",
"exclude_claim_id": "3c5e9fc9-3a05-44b4-bd1d-2785b377594d"
}Calls match_claim
{
"text": "More capable AI agents are better at concealing misbehavior from a fixed AI monitor.",
"exclude_claim_id": "3c5e9fc9-3a05-44b4-bd1d-2785b377594d"
}