Run step

Step 3: assistant

2026-11-14 06:38:24 UTC · previous step · next step

thinking

Calls code_execution

{
  "code": "import json\nfor q in [\"arXiv 2604.22082 sandbagging\",\"arXiv 2610.13928 sandbagging fine-tuning resistant\"]:\n    r=await web_search({\"query\":q})\n    for x in r[:3]:\n        print(x.get('title'),x.get('url'),(x.get('content') or '')[:400].replace('\\n',' '))\n    print('--')"
}

Calls web_search

{
  "query": "arXiv 2604.22082 sandbagging"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01NTP4teQoEbKAbmjzyrw6Kb"
  },
  "content": [
    {
      "url": "https://arxiv.org/html/2606.08892v2",
      "type": "web_search_result",
      "title": "Diffuse AI Control on Fuzzy Tasks",
      "page_age": "149 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2604.22082",
      "type": "web_search_result",
      "title": "Removing Sandbagging in LLMs by Training with Weak Supervision",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://github.com/linuxarena/ct-replications/issues/152",
      "type": "web_search_result",
      "title": "Removing Sandbagging in LLMs by Training with Weak Supervision (Ryd et al., 2026) · Issue #152 · linuxarena/ct-replications · GitHub",
      "page_age": "10 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://flaneur.sdan.io/l/link_1huimh63ha0",
      "type": "web_search_result",
      "title": "Auditing Games for Sandbagging [paper] — LessWrong — flâneur",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://www.researchgate.net/publication/404217003_Removing_Sandbagging_in_LLMs_by_Training_with_Weak_Supervision",
      "type": "web_search_result",
      "title": "(PDF) Removing Sandbagging in LLMs by Training with Weak Supervision",
      "page_age": "205 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2604.22082",
      "type": "web_search_result",
      "title": "Removing Sandbagging in LLMs by Training with Weak Supervision",
      "page_age": "196 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://flaneur.sdan.io/l/link_1ijs9ns5cdl",
      "type": "web_search_result",
      "title": "knockoff nets ! — flâneur",
      "page_age": null,
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    },
    {
      "url": "https://www.alphaxiv.org/de/abs/2604.22082",
      "type": "web_search_result",
      "title": "Beseitigung von Sandbagging in LLMs durch Training mit schwacher Supervision",
      "page_age": "197 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2608.29461",
      "type": "web_search_result",
      "title": "A Causal Model for Locating and Unlocking Sandbagging in Model Organisms",
      "page_age": null,
      "encrypted_content": "EsENCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDM8EzsKgIIuhhG+YMRoMRvLVabU7F5IFetr9IjC1MEv1Az++k7j/0bLA6FEoKqsDGwlQtiDhPiK3xAGwsxpldR4/DhQqv9aWcMdpY9AqxAxcF0u4bfB0ie2cJ4LDu1rsj9vuF/0al1Tml1o+yE5uKVmfwurGlRvsSykLn2ZW3X9Jj/g7BR4A+6pcJvw1D1q3MBxrzICihrRd7JFpcF8r+NB5J2f8hCDsyTQVw9159T913Y1EYjmMLp+8jwEFHFYKNhgkuKcH0zficJzY1vAG1v83PU33U5yT/XRBk6OSGjjIl8469OvY8/eTnOPZ1dN4oFJ0hm6R/TpN+kpJCK4buvHTSaTonDCZTTN4yl2yvvZLUqEGtirfcsSZOouuFNmApLatvSlvVa2Bp1F8R1T8bdD+yKiwnWbm30NMOoXfWJQQYEzixg5/klcSJtS5DhctYwiAiMdy98zuI+JPzTrwmqQcQIaOWJIH4sCMVDUQDN0m9eazCvER6ygUF9llaeJbDyMoH4ORk0AjTG+K9VZm0WGbPVUpkpkiocS09a5ZYMIenhY2rqv2QEyz47a0SuKdCQJewq5NgCwGrMLAR4JUbFt7WgcU4c+XTrTKrTFIHbXgzpcHA5ypTywuuCUdwsLJ2vt+EYTfhF0uYQV+nGd0f0Cp06FkGldgEtKdyEJZCIFk2FijU2DvdNaY1D2fPRV+REfF1qOWl6XDun8MkEQa7CQmYadDNz7M1I87gUXoBXUSPt9hSTmC2vllh/jBv9zpGQ4RyJL5HamT+wy/qu+gFOSMN0yQ6tPgT/WGxvBceO0NMN23r1XrYYlqglkm8gjmAUAwPie4/upG3LesgUrFXhoHkMu9UBrEwe72C0dkWOtpdFUiI5u232xBI3zdEHmcj8sHWvuXTXo7VrQ6w7RofoSiyqhoFdeyDGvM/K6rQu4JFhHT7KQniTv/9WbCys0bDOs9cgNfQlxS+9I2AKo9rCymnwZc0rIZ0OJetECLp0POMxZrgSrXXv6jPbV+KlazIS0RpQBA6OZ0RYIuyQBCOO7U001/F94JTF8X9z4o2+KJHXdLto+fwKQ9w3iZG11ZG2BfWsK/tDAwIrfeLf7MK6gOBtmCTyh1KDvCKw7vUXsZTJszLBVKDQAcJ4pLSQz+0Q2vciTEcgODfQo5BiesrvtKEwNLPEVQFE4lk3yDWJEjwYBvHYXKX79JipVXxNJzuWrn6ifXRlN9o0S5+kZ9rsg3sLZ52WFMd9KIEsP7cgGRQoJ8pLo13oYV6dnpIlUinI32w6VMDIG+AZ7utUuDPsk2iKp15fkZkXUAaitpMSGqqOwrBA6vJ/vXC0HvhRYQNuQH7PpvB4T+Ws6275gc798WyjxIV095CT8yAV95p/v33wGX0TbNR23JdCWcZf6Y+Kk1WbHjizYPmUvr9qu4Bbkn51NGesAKG2CpKv+AD1vMw3A3PlFmrz3+sfDO7qs5rLZvgDcUn3xowI2uKHXmFt7IanH67Q62npRW2j8jtv2LCcjAY6mU8bS4xobjfTErWbjB1KgF1vOfHRNZxY+T9DGf+7hjSmMkAlRafbf7APudbAMBH+a9+cMqhUTlqvOxo66paXQmBctY/u6hDvJIvLMW194QdAKpoz+g4vJDueWlVXOJGkyOXHX/U7zPohk29TOLwcPwdBKbRygopExTMsL7sB6RjNkkN7GsT0Ib0c1l8fkBQqZVRxF1k3pqmlzud6Ahth9l3LrH9dXqWc66gARMBClyPKFNipsk0J4vay/jA7VP6DDHWu5SWWS28+ZiP0BTonQs2v2X/PqB/SNT7b6xtxEpETusGuOx7/eLV3WYrC4tgTZgKSQZAPkT5TYMCEoM+sOSundy4VGf47K4AkQY5R3J7SV/Z6NQNw4qG5n9ZFsi+OFAzybqEW9qfALiic+sJV02+bYi2WXrQXmPkgGKRL7mGRGphU/InOMYrx0I8hORgNI4Or0et45a/QzPGI4a5z8wnNVGtb/VUAr/KZG4O24OQob4Ulzqr2gdpmZO8h+AkZNufRk4bYo2bI/G0OQh+MS0LezZXwtzg028xo0SGPcGXVebuVxY6kMeMW18bGyTFmhlIgrVDda6qEx8N1GruDNeLEED5D+OOXCVM0nJB88DfvtuEEsp6w2zolQba/Qf0l3SlIP6XF7tUgK8VTZp2hfLY45T09nKknh0Yj1t6Ool13CNhH3WkyKxx3TIie+IlVmyQ27LfNxU9Ssa2fsa+RgD"
    }
  ],
  "tool_use_id": "srvtoolu_016z9e2ntGcbwPSGz3PijYc3"
}

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_01NTP4teQoEbKAbmjzyrw6Kb/cell.py\", line 12, in <module>\n    print(x.get('title'),x.get('url'),(x.get('content') or '')[:400].replace('\\n',' '))\n          ^^^^^\nAttributeError: 'str' object has no attribute 'get'\n",
    "content": [],
    "return_code": 1,
    "encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDMZz1Szmz3Oo1peWJxoMHdd9nMu+sxF3pZTzIjDiObNkXtQVHRRwfc86VSpj80726oiNJ+DGZLiEuzbkfyxiHArvyyBlxAaosBw38pAqEnUqEOMrkjRzP9clzBMr9gP2VRgD"
  },
  "tool_use_id": "srvtoolu_01NTP4teQoEbKAbmjzyrw6Kb"
}

Calls read_page

{
  "url": "https://arxiv.org/abs/2610.13928",
  "max_chars": 2500
}

Calls read_page

{
  "url": "https://arxiv.org/abs/2604.22082",
  "max_chars": 2500
}