Run step
Step 9: assistant
thinking
Calls code_execution
{
"code": "import json\nfor q in [\"Building and evaluating alignment auditing agents interpretability tools investigator agent win rate\",\"Eliciting secret knowledge from language models prefill white-box auditor\",\"auditing agent white-box interpretability tools outperform black-box hidden behavior 2026\"]:\n r=await web_search({\"query\":q})\n for x in r[:4]:\n print(x['title'],x['url']);print(x['content'][:600].replace('\\n',' '));print('--')"
}Calls web_search
{
"query": "Building and evaluating alignment auditing agents interpretability tools investigator agent win rate"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01T4WuztrwRPaQdtEw3PTDjV"
},
"content": [
{
"url": "https://x.com/AnthropicAI/status/1948433493102403876",
"type": "web_search_result",
"title": "Anthropic on X: \"New Anthropic research: Building and evaluating alignment auditing agents. We developed three AI agents to autonomously complete alignment auditing tasks. In testing, our agents successfully uncovered hidden goals, built safety evaluations, and surfaced concerning behaviors.\" / X",
"page_age": "478 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/pdf/2602.22755",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniques on ...",
"page_age": "248 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.alignmentforum.org/posts/DJAZHYjWxMrcd2na3/building-and-evaluating-alignment-auditing-agents",
"type": "web_search_result",
"title": "Building and evaluating alignment auditing agents — AI Alignment Forum",
"page_age": "478 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2602.22755v1",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors",
"page_age": "261 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.alignmentforum.org/posts/bGYQgBPEyHidnZCdE/towards-alignment-auditing-as-a-numbers-go-up-science",
"type": "web_search_result",
"title": "Towards Alignment Auditing as a Numbers-Go-Up Science — AI Alignment Forum",
"page_age": "466 days ago",
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"url": "https://www.lesswrong.com/posts/LqDjxSceFz8tjMe2j/auditbench-evaluating-alignment-auditing-techniques-on",
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"title": "AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors — LessWrong",
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{
"url": "https://www.alphaxiv.org/abs/2602.22755v1",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors",
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"url": "https://www.greaterwrong.com/posts/LqDjxSceFz8tjMe2j/auditbench-evaluating-alignment-auditing-techniques-on",
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"title": "AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors - LessWrong 2.0 viewer",
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{
"url": "https://arxiv.org/pdf/2605.11378",
"type": "web_search_result",
"title": "An Empirical Study of Automating Agent Evaluation",
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}
],
"tool_use_id": "srvtoolu_01BAYhuNwweobmQw1CxZfJJK"
}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_01T4WuztrwRPaQdtEw3PTDjV/cell.py\", line 12, in <module>\n print(x['title'],x['url']);print(x['content'][:600].replace('\\n',' '));print('--')\n ~^^^^^^^^^\nTypeError: string indices must be integers, not 'str'\n",
"content": [],
"return_code": 1,
"encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDPsAddcOuuIuJE2cHhoM7EdQQIo/hjh6nQVWIjCXNjILZfKtPEamST+kkLWXen2kOIq9r4WIl9zGyq4b0EsKkvfNXyFBDnQRLATCvD8qEg/UGLMbi/8Qxmh5oExBo8XUABgD"
},
"tool_use_id": "srvtoolu_01T4WuztrwRPaQdtEw3PTDjV"
}Calls code_execution
{
"code": "for q in [\"Building and evaluating alignment auditing agents interpretability tools investigator agent\",\"Eliciting secret knowledge from language models prefill white-box\",\"auditing agent white-box interpretability tools hidden behavior 2026\"]:\n r=await web_search({\"query\":q})\n if isinstance(r,str): r=json.loads(r)\n for x in r[:4]:\n if isinstance(x,dict): print(x.get('title'),x.get('url'));print(str(x.get('content'))[:700].replace('\\n',' '));print('--')\n else: print(str(x)[:300])"
}Calls web_search
{
"query": "Building and evaluating alignment auditing agents interpretability tools investigator agent"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01NQQZkyEhemPLkMpnffeRf5"
},
"content": [
{
"url": "https://www.alignmentforum.org/posts/DJAZHYjWxMrcd2na3/building-and-evaluating-alignment-auditing-agents",
"type": "web_search_result",
"title": "Building and evaluating alignment auditing agents — AI Alignment Forum",
"page_age": "478 days ago",
"encrypted_content": "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"
},
{
"url": "https://arxiv.org/html/2602.22755v1",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors",
"page_age": "261 days ago",
"encrypted_content": "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"
},
{
"url": "https://x.com/AnthropicAI/status/1948433493102403876",
"type": "web_search_result",
"title": "Anthropic on X: \"New Anthropic research: Building and evaluating alignment auditing agents. We developed three AI agents to autonomously complete alignment auditing tasks. In testing, our agents successfully uncovered hidden goals, built safety evaluations, and surfaced concerning behaviors.\" / X",
"page_age": "478 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.alphaxiv.org/abs/2602.22755v1",
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"url": "https://www.lesswrong.com/posts/LqDjxSceFz8tjMe2j/auditbench-evaluating-alignment-auditing-techniques-on",
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{
"url": "https://arxiv.org/html/2602.22755v3",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniqueson Models with Hidden Behaviors",
"page_age": "250 days ago",
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{
"url": "https://venturebeat.com/ai/anthropic-unveils-auditing-agents-to-test-for-ai-misalignment",
"type": "web_search_result",
"title": "Anthropic unveils 'auditing agents' to test for AI misalignment",
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{
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"type": "web_search_result",
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{
"url": "https://www.themoonlight.io/en/review/eliciting-secret-knowledge-from-language-models",
"type": "web_search_result",
"title": "[Literature Review] Eliciting Secret Knowledge from Language Models",
"page_age": "410 days ago",
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},
{
"url": "https://huggingface.co/papers/2510.01070",
"type": "web_search_result",
"title": "Paper page - Eliciting Secret Knowledge from Language Models",
"page_age": "409 days ago",
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"url": "https://arxiv.org/abs/2510.01070",
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{
"url": "https://www.researchgate.net/publication/396094795_Eliciting_Secret_Knowledge_from_Language_Models/fulltext/68ddfe5af3032e2b4be5d180/Eliciting-Secret-Knowledge-from-Language-Models.pdf?origin=scientificContributions",
"type": "web_search_result",
"title": "ELICITING SECRET KNOWLEDGE FROM LANGUAGE MODELS Bartosz Cywi´nski1,2† Emil Ryd3",
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"url": "https://www.semanticscholar.org/paper/Eliciting-Secret-Knowledge-from-Language-Models-Cywi'nski-Ryd/7d5f0206467a825b7268c04068cafc3ae8318814",
"type": "web_search_result",
"title": "[PDF] Eliciting Secret Knowledge from Language Models",
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"url": "https://www.lesswrong.com/posts/Mv3yg7wMXfns3NPaz/eliciting-secret-knowledge-from-language-models-1",
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"title": "Eliciting secret knowledge from language models — LessWrong",
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"url": "https://arxiv.org/pdf/2510.01070",
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"url": "https://www.alignmentforum.org/posts/Mv3yg7wMXfns3NPaz/eliciting-secret-knowledge-from-language-models-1",
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],
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}web_search_tool_result
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{
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"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors",
"page_age": "261 days ago",
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{
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"type": "web_search_result",
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"page_age": "224 days ago",
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{
"url": "https://www.alphaxiv.org/abs/2602.22755v1",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors",
"page_age": "261 days ago",
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{
"url": "https://arxiv.org/html/2602.22755v2",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniqueson Models with Hidden Behaviors",
"page_age": "256 days ago",
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{
"url": "https://arxiv.org/pdf/2604.11061",
"type": "web_search_result",
"title": "Pando: Do Interpretability Methods Work When Models Won't Explain Themselves?",
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{
"url": "https://www.lesswrong.com/posts/LqDjxSceFz8tjMe2j/auditbench-evaluating-alignment-auditing-techniques-on",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors — LessWrong",
"page_age": "249 days ago",
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},
{
"url": "https://arxiv.org/pdf/2602.22755",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniques on ...",
"page_age": "248 days ago",
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{
"url": "https://arxiv.org/pdf/2608.16747",
"type": "web_search_result",
"title": "Would this change your answer? Evaluating Explanations of LLM Behavior In The Wild with Counterfactual Experiments",
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"
},
"tool_use_id": "srvtoolu_01NQQZkyEhemPLkMpnffeRf5"
}thinking
Calls code_execution
{
"code": "r=await web_search({\"query\":\"alignment auditing agents investigator ablation \\\"interpretability\\\" \\\"semantic search\\\" tools win rate prefill Marks auditing game\"})\nfor x in r[:5]:\n c=str(x.get('content'))\n import re\n for m in re.finditer(r'(interpretab|SAE|semantic search)',c):\n print(x.get('url'),c[max(0,m.start()-300):m.start()+300].replace('\\n',' '));print('..')\n break"
}Calls web_search
{
"query": "alignment auditing agents investigator ablation \"interpretability\" \"semantic search\" tools win rate prefill Marks auditing game"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_01Ax3Lq8SkG6gmufrz2RMnqN"
},
"content": [
{
"url": "https://www.lesswrong.com/posts/DJAZHYjWxMrcd2na3/building-and-evaluating-alignment-auditing-agents",
"type": "web_search_result",
"title": "Building and evaluating alignment auditing agents — LessWrong",
"page_age": "478 days ago",
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{
"url": "https://www.getmaxim.ai/blog/when-ai-snitches-auditing-agents-that-spill-your-models-alignment-tea/",
"type": "web_search_result",
"title": "When AI Snitches: Auditing Agents That Spill Your Model’s (Alignment) Tea",
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"url": "https://www.alignmentforum.org/posts/bGYQgBPEyHidnZCdE/towards-alignment-auditing-as-a-numbers-go-up-science",
"type": "web_search_result",
"title": "Towards Alignment Auditing as a Numbers-Go-Up Science — AI Alignment Forum",
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{
"url": "https://arxiv.org/pdf/2602.22755",
"type": "web_search_result",
"title": "AuditBench: Evaluating Alignment Auditing Techniques on Models with Hidden Behaviors",
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{
"url": "https://arxiv.org/pdf/2503.10965",
"type": "web_search_result",
"title": "AUDITING LANGUAGE MODELS FOR HIDDEN OBJECTIVES",
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"url": "https://www.researchgate.net/publication/389894438_Auditing_language_models_for_hidden_objectives",
"type": "web_search_result",
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"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_01Ax3Lq8SkG6gmufrz2RMnqN/cell.py\", line 10, in <module>\n c=str(x.get('content'))\n ^^^^^\nAttributeError: 'str' object has no attribute 'get'\n",
"content": [],
"return_code": 1,
"encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDANr3gKfD19OUGcdYhoMdEbl9LXxLHPGMNRiIjAzsL0ejxBvDufGryF28epNMWYxe0fyX6XxaU4kY3TpZT8Eb/RVS84+GxHLouHueXoqEmJa9Z+3d0fLbdklgzJ/Lt6YMxgD"
},
"tool_use_id": "srvtoolu_01Ax3Lq8SkG6gmufrz2RMnqN"
}text
Let me read the Anthropic post directly.
Calls read_page
{
"url": "https://alignment.anthropic.com/2025/automated-auditing/",
"offset": 0,
"max_chars": 12000
}