Run step
Step 15: assistant
thinking
Calls code_execution
{
"code": "r=await web_search({\"query\":\"Goodfire Llama-3.3-70B-Instruct SAE layer 50 features LMSYS\"})\nfor x in r[:4]: print(x['url'], x['content'][:500].replace('\\n',' '),'\\n')"
}Calls web_search
{
"query": "Goodfire Llama-3.3-70B-Instruct SAE layer 50 features LMSYS"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_016SXFaTKdMwBkyZUSVbt5Ga"
},
"content": [
{
"url": "https://huggingface.co/Goodfire/Llama-3.3-70B-Instruct-SAE-l50",
"type": "web_search_result",
"title": "Goodfire/Llama-3.3-70B-Instruct-SAE-l50 · Hugging Face",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.neuronpedia.org/llama3.3-70b-it/50-resid-post-gf/44648",
"type": "web_search_result",
"title": "LLAMA3.3-70B-IT · 50-RESID-POST-GF · 44648 ｜ Neuronpedia",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.greaterwrong.com/posts/dBckLjYfTShBGZ8ma/can-sae-steering-reveal-sandbagging",
"type": "web_search_result",
"title": "Can SAE steering reveal sandbagging? - LessWrong 2.0 viewer",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.goodfire.ai/blog/sae-open-source-announcement",
"type": "web_search_result",
"title": "Announcing Open-Source SAEs for Llama 3.3 70B and Llama 3.1 8B",
"page_age": "674 days ago",
"encrypted_content": "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"
},
{
"url": "https://www.neuronpedia.org/blog/fall-update",
"type": "web_search_result",
"title": "Llama 3.3 70B, Temporal Feature Analysis, Featured Research, gpt-oss-20b, and *a lot more*",
"page_age": null,
"encrypted_content": "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"
},
{
"url": "https://www.lesswrong.com/posts/a4EDinzAYtRwpNmx9/towards-data-centric-interpretability-with-sparse",
"type": "web_search_result",
"title": "Towards data-centric interpretability with sparse autoencoders — LessWrong",
"page_age": "456 days ago",
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},
{
"url": "https://news.ycombinator.com/item?id=42495936",
"type": "web_search_result",
"title": "Show HN: Llama 3.3 70B Sparse Autoencoders with API access",
"page_age": "691 days ago",
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},
{
"url": "https://huggingface.co/lmstudio-community/Meta-Llama-3-70B-Instruct-GGUF",
"type": "web_search_result",
"title": "💫 Community Model> Llama 3 70B Instruct by Meta",
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},
{
"url": "https://docs.cloud.google.com/vertex-ai/generative-ai/docs/partner-models/llama/llama3-3",
"type": "web_search_result",
"title": "Llama 3.3 70B",
"page_age": null,
"encrypted_content": "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"
}
],
"tool_use_id": "srvtoolu_01AdBfNb8ycmYk66ExvyQFrp"
}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_016SXFaTKdMwBkyZUSVbt5Ga/cell.py\", line 9, in <module>\n for x in r[:4]: print(x['url'], x['content'][:500].replace('\\n',' '),'\\n')\n ~^^^^^^^\nTypeError: string indices must be integers, not 'str'\n",
"content": [],
"return_code": 1,
"encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDKc0VUw+sfpkd1m+phoMVX2tb4WYYw/DKCkqIjBUDdsNKJE3BAE7K9zEFAFOxBD6bHspkpiEzcD54zwvWjfD2qTprF86dobYimxDDRQqEj8+NIu2+6VNAPnJl24v9TuNHhgD"
},
"tool_use_id": "srvtoolu_016SXFaTKdMwBkyZUSVbt5Ga"
}Calls code_execution
{
"code": "import json\nr=await web_search({\"query\":\"Goodfire Llama-3.3-70B-Instruct SAE layer 50 features LMSYS\"})\nif isinstance(r,str): r=json.loads(r)\nfor x in r[:4]: print(x.get('url'), str(x.get('content'))[:500].replace('\\n',' '),'\\n')"
}Calls web_search
{
"query": "Goodfire Llama-3.3-70B-Instruct SAE layer 50 features LMSYS"
}web_search_tool_result
{
"type": "web_search_tool_result",
"caller": {
"type": "code_execution_20260120",
"tool_id": "srvtoolu_013qQq2TYW9LP9gmwg4sqpgC"
},
"content": [
{
"url": "https://huggingface.co/Goodfire/Llama-3.3-70B-Instruct-SAE-l50",
"type": "web_search_result",
"title": "Goodfire/Llama-3.3-70B-Instruct-SAE-l50 · Hugging Face",
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"encrypted_stdout": "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"
},
"tool_use_id": "srvtoolu_013qQq2TYW9LP9gmwg4sqpgC"
}thinking
Calls search_similar_claims
{
"limit": 8,
"query": "AuditBench white-box interpretability tools auditing agent hidden behaviors"
}