Minerval

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Step 13: assistant

2026-11-14 06:39:54 UTC · previous step · next step

thinking

Calls code_execution
{
  "code": "r=await web_search({\"query\":\"\\\"Provably Hide Arbitrary Capabilities\\\" Draguns critique\"})\nfor x in r[:6]: print(x.get('title'),x.get('url'),(x.get('content') or '')[:200].replace('\\n',' '))"
}
Calls web_search
{
  "query": "\"Provably Hide Arbitrary Capabilities\" Draguns critique"
}
web_search_tool_result
{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01FYYj8pqiSagxJkKMkkgG6y"
  },
  "content": [
    {
      "url": "https://arxiv.org/pdf/2610.13928",
      "type": "web_search_result",
      "title": "AI Models Can Provably Hide Arbitrary Capabilities Andis Draguns",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/abs/2610.13928",
      "type": "web_search_result",
      "title": "[2610.13928] AI Models Can Provably Hide Arbitrary Capabilities",
      "page_age": "31 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://github.com/boom7sss/agents-radar/issues/945",
      "type": "web_search_result",
      "title": "📚 ArXiv AI 研究日报 2026-10-13 · Issue #945 · boom7sss/agents-radar · GitHub",
      "page_age": "31 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://github.com/AtsunoriFujita/paper-reading-notes/issues/207",
      "type": "web_search_result",
      "title": "AI Models Can Provably Hide Arbitrary Capabilities (2026.10) · Issue #207 · AtsunoriFujita/paper-reading-notes · GitHub",
      "page_age": "31 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2610.13928v1",
      "type": "web_search_result",
      "title": "AI Models Can Provably Hide Arbitrary Capabilities",
      "page_age": "36 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://brianroemmele.substack.com/p/the-locker-in-the-weights-ken-thompsons",
      "type": "web_search_result",
      "title": "The Locker In The Weights: Ken Thompson's 1984 Warning On Trusting Trust, And The New Proof That AI Models Can Hide Skills No Audit Can Find.",
      "page_age": "31 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://mintresearch.org/newsletters/yinai/2026-10-13/",
      "type": "web_search_result",
      "title": "Yesterday in AI · 13 October 2026",
      "page_age": "32 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.gatodo.com/provably-hidden/",
      "type": "web_search_result",
      "title": "Provably Hidden",
      "page_age": "17 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://siliconnoon.com/ntt-data-in-talks-to-build-anthropics-first-japan-data-center/",
      "type": "web_search_result",
      "title": "NTT Data in talks to build Anthropic's first Japan data center",
      "page_age": "32 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01RQTRpYK8z6rLu9jYokpR7e"
}
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_01FYYj8pqiSagxJkKMkkgG6y/cell.py\", line 9, in <module>\n    for x in r[:6]: print(x.get('title'),x.get('url'),(x.get('content') or '')[:200].replace('\\n',' '))\n                          ^^^^^\nAttributeError: 'str' object has no attribute 'get'\n",
    "content": [],
    "return_code": 1,
    "encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDP25gJTiuQD1kPVK6BoMHP/+UEToiNWOixuQIjBjS9VRJobxfINP6FlOzBB1nwgJF8zN3h6TtKTSrobk8FbL7gtURjxVkHbkSir5P9wqEruw6fqRHjm07wwhTYlFpUGFlRgD"
  },
  "tool_use_id": "srvtoolu_01FYYj8pqiSagxJkKMkkgG6y"
}
Calls code_execution
{
  "code": "print(str(r)[:1500])"
}
code_execution_tool_result
{
  "type": "code_execution_tool_result",
  "content": {
    "type": "code_execution_result",
    "stderr": "",
    "stdout": "[{\"type\": \"web_search_result\", \"title\": \"AI Models Can Provably Hide Arbitrary Capabilities Andis Draguns\", \"url\": \"https://arxiv.org/pdf/2610.13928\", \"content\": \"Using digital lockers, these hidden circuits remain provably hard to elicit \\u2026 We introduce a novel class of attacks that allow capabilities to be hidden within model weights.\\n\\n**AI Models Can Provably Hide Arbitrary Capabilities**\\n\\n| Andis Draguns | Sumeet Ramesh Motwani |\\n| --- | --- |\\n\\nUsing digital lockers, these hidden circuits remain provably hard to elicit\\n\\nweights, extending prior work from hiding fixed strings to arbitrary computations.\\n\\nCBRN-relevant capabilities.\\n\\ncapabilities are a central example [30].\\n\\nwhile retaining hidden capabilities [53, 24].\\n\\ncapabilities may arise unintentionally through optimization pressure or be introduced deliberately.\\n\\nteaching models new capabilities\\n\\nThe defender has full white-box access and may apply arbitrary elicitation techniques,\\n\\nequal-size capabilities is embedded, even with full access to the weights.\\n\\n| Draguns et al.\\n\\nrecent work by Draguns et al.\\n\\ndigital lockers to embed arbitrary algorithmic capabilities within a model\\u2019s weights, with provable\\n\\nresults in a new class of model backdoors with encrypted, executable capabilities.\\n\\n**Limitations.** While our construction allows embedding arbitrary hidden circuits, the single-position\\n\\ncapable of embedding arbitrary computations within model weights, rendering them crypt\n",
    "content": [],
    "return_code": 0,
    "abort_reason": null
  },
  "tool_use_id": "srvtoolu_01UutRqLwv2FYvM7aHaDtcpS"
}
thinking
Calls add_argument
{
  "name": "The reduction to digital-locker security",
  "stance": "for",
  "claim_id": "f4204e80-58c4-4214-b3b1-254c34855e38",
  "description": "Lock the hidden circuit's weights in digital lockers keyed by a high-entropy trigger, compile the locker evaluation into network weights as a public function of the ciphertexts, and transfer locker security to the compiled model."
}