Minerval

← run e2966432

Run step

Step 5: assistant

2026-11-11 20:41:00 UTC · previous step · next step

thinking

Calls code_execution

{
  "code": "\nimport json, re\nasync def s(q, kws, n=3, width=350, maxhits=2):\n    try:\n        r = await web_search({\"query\": q})\n    except Exception as e:\n        print(\"ERR\", e); return\n    if isinstance(r, str): r = json.loads(r)\n    print(\"\\n### \", q)\n    for x in r[:n]:\n        if x.get(\"type\")==\"error\": print(x); continue\n        c = x.get(\"content\",\"\") or \"\"\n        print(\"-\", x.get(\"title\",\"\")[:90], \"|\", x.get(\"url\",\"\"), \"| len\", len(c))\n        hits=0\n        for kw in kws:\n            for m in re.finditer(kw, c, flags=re.I):\n                a=max(0,m.start()-width); b=min(len(c), m.end()+width)\n                print(\"   >>\", c[a:b].replace(\"\\n\",\" \"))\n                hits+=1\n                if hits>=maxhits: break\n            if hits>=maxhits: break\n    return r\n\nr1 = await s(\"\\\"An Approach to Technical AGI Safety and Security\\\" amplified oversight \\\"too costly\\\" all actions training deployment\", [\"too costly\", \"costly to obtain\"], n=4, width=500)\nr2 = await s(\"Constitutional Classifiers inference overhead 23.7% production monitoring every query\", [\"23\\\\.7\", \"overhead\"], n=3, width=250)\nr3 = await s(\"Constitutional Classifiers++ cascade probes compute overhead 1%\", [\"overhead\", \"compute cost\"], n=3, width=250)\n"
}

Calls web_search

{
  "query": "\"An Approach to Technical AGI Safety and Security\" amplified oversight \"too costly\" all actions training deployment"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01K8Nz6UZdMfsRvzF9WwBrEq"
  },
  "content": [
    {
      "url": "https://arxiv.org/pdf/2504.01849",
      "type": "web_search_result",
      "title": "An Approach to Technical AGI Safety and Security",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2504.01849.pdf",
      "type": "web_search_result",
      "title": "An Approach to Technical AGI Safety and Security",
      "page_age": "588 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.researchgate.net/publication/390440085_An_Approach_to_Technical_AGI_Safety_and_Security",
      "type": "web_search_result",
      "title": "(PDF) An Approach to Technical AGI Safety and Security",
      "page_age": "588 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://bytez.com/docs/arxiv/2504.01849/paper",
      "type": "web_search_result",
      "title": "An Approach to Technical AGI Safety and Security",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2502.04512",
      "type": "web_search_result",
      "title": "Safety Must Precede the Deployment of Open-Ended AI",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2504.01849v1",
      "type": "web_search_result",
      "title": "arxiv.org",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://www.infoq.com/news/2025/04/google-deepmind-agi",
      "type": "web_search_result",
      "title": "google deepmind agi",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/abs/2504.01849v1",
      "type": "web_search_result",
      "title": "arxiv.org",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://securedgenai.substack.com/p/review-deepmind-agi-safety-approach",
      "type": "web_search_result",
      "title": "Secure GenAI",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01SggjTcDPGugmViYvrF6yT4"
}

Calls web_search

{
  "query": "Constitutional Classifiers inference overhead 23.7% production monitoring every query"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01K8Nz6UZdMfsRvzF9WwBrEq"
  },
  "content": [
    {
      "url": "https://arxiv.org/pdf/2501.18837",
      "type": "web_search_result",
      "title": "Constitutional Classifiers: Defending Against Universal ...",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2501.18837",
      "type": "web_search_result",
      "title": "Constitutional Classifiers: Defending against Universal Jailbreaks across Thousands of Hours of Red Teaming",
      "page_age": "303 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://neuraltrust.ai/blog/constitutional-classifiers",
      "type": "web_search_result",
      "title": "Constitutional Classifiers: How They Work & Bypass Risks",
      "page_age": "34 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://liner.com/review/constitutional-classifiers-defending-against-universal-jailbreaks-across-thousands-hours-red",
      "type": "web_search_result",
      "title": "Constitutional Classifiers: Defending against Universal Jailbreaks across Thousands of Hours of Red Teaming [Quick Review]",
      "page_age": "649 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.researchgate.net/publication/399595360_Constitutional_Classifiers_Efficient_Production-Grade_Defenses_against_Universal_Jailbreaks",
      "type": "web_search_result",
      "title": "(PDF) Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks",
      "page_age": "307 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://zircon.tech/blog/ai-safety-engineering-from-constitutional-classifiers-to-circuit-tracing/",
      "type": "web_search_result",
      "title": "AI Safety Engineering: From Constitutional Classifiers to Circuit Tracing",
      "page_age": "265 days ago",
      "encrypted_content": "EpAHCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDOztXc8HY2z52vG5zBoMA+DH2vns5kv+RPyvIjBvJFxAGuISowwTyrCNHaQKTngtUzXKhbwiXt+2GHccHOoAwRkmDcsS3k8hn7Q/fnUqkwadfSbO8//3sz1yS4B2t4gDoCpWGxFWgzR3KyPC8nkiumG70o+370oqDujI85h5WPQBwWSEiRthY09RsrBCw7Da90aOs3woyZKqSQE4iJs6ukxx5VRuczGtLyUAL4qPag0PX9NyhI5xvHk70F3sxXUj5f70hzDB7Dqs7HPDxnoqjIvLItfdLR7iIIFpPTQyArJyxeeqmmBmDeusNVmdVOSnQ3hT4yae/asuYpNDFGRd8lZg+r3ZdzSDI3xjLL2yODlgEczy3+CswHQA1dro2yLfnTJjRUfXN8hjIgcPx9ONLBxNZnlvifnoQ0dK71d6gsTxN4ObmuW3C/Xtdy7W4j/bS1dsae1V+vlYJg2RoxK7j80s2xeio8qv1aOQZtbBptYx3rgqXW+aO1cPI71KNznsnSSXuAIs171lC4Yv+v/9ceNPMjoaYTYPfAHht4gjBaOX7VoGoTztcsrKZq027/VBIBkNcOyfK5AiTf0G5CEIreTt5gibupgkggQGQGorS7u6cKWLdK0ATZIIZ9lapId03YixapeKAMiN8Gwk4DjDn7blc7fYrMAvJivOwTjgBnRmueAp6Y/TQn05GOBCuBCRswGTx5VkOZmgOiKiyYwLaC1VhIY3BZcsyrhXtXb/B+K73zHjJFbjalN0/nMxj+bjZSoY9pWLXrmpzGcl/nY5qqTto54jGDmxQ92ylly/ta29s2g9OgTXBPdE9WaXxpUG/+QdcPUEbVFEbOO11z7NLPfFph1OUixe5jcBRwWy0/WrTypMn91oGQVkYNuxcToxDw4egSQ1zMVpgkDaN/UFiwpYwEnORPxjew+UPmaurb/AVWc+z1UCKsjntNkYPyhcXAZjfQavplTSZ+AJCO2zauELpjy8h95AOR5I5/E4vbIDIXOmVRGNraW37suqKdsp/7Kd3DXEq1oTz1bbR3b7SKkd10jjdVpeNZu2wKxcu8A0bmpuCjvHKB5pblD7ggvhqddxjMe0kOeLiaUc/mM6SpqlJdcSes4bnLUb63C6FrNuZy2Yg/m/B6NJq55aMSYA2xG9GAM="
    },
    {
      "url": "https://aiwiki.ai/wiki/constitutional_classifiers",
      "type": "web_search_result",
      "title": "Constitutional Classifiers",
      "page_age": "188 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://en.papernotes.org/ACL2025/llm_alignment/constitutional_classifiers_defending_against_universal_jailbreaks_across_thousan/",
      "type": "web_search_result",
      "title": "[Paper Note] Constitutional Classifiers: Defending Against Universal Jailbreaks Across Thousands of Hours of Red Teaming",
      "page_age": "187 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.rohan-paul.com/p/constitutional-classifiers-defending",
      "type": "web_search_result",
      "title": "\"Constitutional Classifiers: Defending against Universal Jailbreaks across Thousands of Hours of Red Teaming\"",
      "page_age": "640 days ago",
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_0195YkZQJmuiS5kpYZu837bj"
}

Calls web_search

{
  "query": "Constitutional Classifiers++ cascade probes compute overhead 1%"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01K8Nz6UZdMfsRvzF9WwBrEq"
  },
  "content": [
    {
      "url": "https://neuraltrust.ai/blog/constitutional-classifiers",
      "type": "web_search_result",
      "title": "Constitutional Classifiers: How They Work & Bypass Risks",
      "page_age": "34 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.researchgate.net/publication/399595360_Constitutional_Classifiers_Efficient_Production-Grade_Defenses_against_Universal_Jailbreaks",
      "type": "web_search_result",
      "title": "(PDF) Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks",
      "page_age": "307 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.emergentmind.com/papers/2601.04603",
      "type": "web_search_result",
      "title": "Constitutional Classifiers++: Jailbreak Defense",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://www.anthropic.com/research/next-generation-constitutional-classifiers",
      "type": "web_search_result",
      "title": "Next-generation Constitutional Classifiers \\ Anthropic",
      "page_age": "34 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2601.04603",
      "type": "web_search_result",
      "title": "Constitutional Classifiers++: Efficient Production-Grade Defenses against Universal Jailbreaks",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://jls42.org/en/news/ia-actualites-9-jan-2026",
      "type": "web_search_result",
      "title": "AI News January 9, 2026: Constitutional Classifiers++, OpenAI for Healthcare, Scribe v2",
      "page_age": "306 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.orcarouter.ai/blog/2026-01-30-anthropic-constitutional-classifiers",
      "type": "web_search_result",
      "title": "Constitutional Classifiers++: 1,736 hours, no jailbreak",
      "page_age": "6 days ago",
      "encrypted_content": "EpENCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDNBxjMAcBLuzUHIuqBoMMcSONcmbA+vSCjEgIjDd315BHr59b/hmzuCza0Gf+m+CmCnOXy09+b90VNlc+4ALiUmDgPoFszOGro8NiHsqlAxZABpLuhxfPHD9fHvU+dV2qs1aecwl4SnNKoKUPcR8oPQQtAGgloyNieF517+9hD1CX7IZipOEl5t5lR9E6FmWAGzL2g18AHugH7iMfbXHujIKn6Zlv75W3jgMofTXiCi9gS7uprMgaXDO0ffLn8o29LWQoKT2OL+/8el9ibnl7CWkLXveLA1Q/78CnOCKbQg/HBQYlGnkEM/LUBYZyYtvxEV1Pqv5aZ3VphQN/Rz7JI/nsy+IkYnOyRMnfLqJiQorTsOZj8PFHrnQgOpzhgRWi13hfTDTYJ2Mv4nQTCT2CJb7EIjDRodIXuFZPFACYWwFn7ev7g8gXB8pJB7/r3hOsn19O65TdUMiUIoSB/uaaEipigTSQa1kwswe50UR5JmWLC+4XLftds97A6J+elBfWvF36RoYQy96qfLraeG08eL74bT7L32TzMpKRlysGj+P2LDqg0iW9AAFBN9hpfxl0tdEr8hlWqoLIEPf8eEZ5JxYlsNDsP9uzUh9evgWuI1xP1/mcdsc1IVgt6DY6DFgNMrobmN+LJm+g6q3WzIzT0CnI7GqiF5SmJr1Gri5XsBVZmKtp4F1ZIQFjO9c02og6g5yd55f9QUgLuIA1CBV0qD9/5NIo4VR8Qb4WreUMhTsMDApXH3KPFmEXXNohUxdUGcZ74psOSIRArY95xZGdGXW9zjnQK6fpVfedM0lFz8JyUpceXzip2zFMKXisDsP6aPlDPPocmugrpgDdxYXo/smUrj5TOlCzXGP1HLjhdbDRtohLKTXOa6an47pgXtSY5e3vncfmLEbnIDWaYaMfmIMODrY6bIt7oQ+xfYZT0nehe7vZ1QbInhYHXc9xeCkEaf39lIw1IPvlJXdFC6MExSYZMQn+3oYWjVjSB2sI+HfDIrfCt64eH8BGKl0GtO6sDW8MjWXPaFydYi6LpO7QOJ7sohwe3UyPMykv54x0g4Fi/rKRO8nAP6nYYmWqLCfAlVEcOoFcn+BVn7dKPQcyjeNb5McUm0HO/hI5COaqgG9Stropk7vKr52fxn1VPhvdrZt+Xajc1DprDBthqYMLXN/w4BsZnC3YrIF8wy13uj04AuG4IYx5tte3FjTCYN6ZmC+Jg6ILEkhwNX88EeJOUKqHGGO8AQBLgQhQKlazZNzX6u31vckHP2zirwtLGQKutVx31Wr9efwRsUYvlmcKHv7JzAyBPuapD3eQx3I1TSKdew9VLzhDIzVEiqp7bbdy1Sc/+a/JcYLRbrN4K55Cd6MB5qK073aiMxq+Lnkvtejz4Sa+abuPy3nKwbXBuxEhQrzF0V+EYSMtHfWMVxyxFWQyfcSpP+A6YN5Ce9okymwBYvt45zkbow3VrUEXpDUW0IvVLShgRhkFrUKFF36ZHFFN2urczBoG1FFd/2jTXROqWQv9/nemCKC64+ETMcHGGO7YzCS39vHwXFrcGo4IXoCjsu2QrAVgVsax4Ju78XrhKs82HUM5QQrKXOye/BT+hA8LJm3uWeIQAcrXzNC0YHTEpuob23SNOs/Ppp8GSLaSPBBv6c6FrKpuoV8+iPxyhTubIaaUPqmY2AeMsFuGPqB1vQRflQBPAw+5Da/sJ+ni1o8b4d/6F5Xg5vO6ewJERlPP45IqRYTnBGD9ejPMul/HfZqXbhVPX6riLNQRQKvRqfPLcNaLlvZ/vkhAUDSc5A1vhZgeEbAR5P/9JuHpUZCoMbTMfN6d1ltaroVUqQjwc1PfBbzp9ekbLDMaR9w7h2y/DoKmVoxOc4uqeEMI2HzEhiHuUa2ncMlJ3BioYdMR9hay61cAckFXw2HVT/esYgNI/xAJGt55br7cblub2tq/Y+cOTvcYpfp8Z7HWOY0XCF87LYRwoMZAr+CLuxIdmslJfminEtT7sKtQw7b9wTT82rHWWgKghVYhyRz2VKbLPjf/yflhzebk5bLFW9KUIpgYtkZS0kQSLTrbdxfQyVnS6l56C2Vku7iEi4uSZ55f7qkSzBzt8rxNMCgmv4suFCmhHK2bazTtgay1fWao3IGsUlec2RPvtUn3nVFlGT7h2o5JqQ3gYlqUXFcveprlEYPfhgD"
    },
    {
      "url": "https://aiwiki.ai/wiki/constitutional_classifiers",
      "type": "web_search_result",
      "title": "Constitutional Classifiers",
      "page_age": "188 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://keryc.com/en/news/constitutional-classifiers-reduce-jailbreaks-hq1643bj",
      "type": "web_search_result",
      "title": "Constitutional Classifiers++ reduce jailbreaks",
      "page_age": "305 days ago",
      "encrypted_content": "EsINCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDJ7oEkA4b463HY2IphoMN+CtGxqDHyZp/WveIjCN1qMY7pU4HngCDEEVCN/TdvBUQOh9WpK21HEoL9DbX08kwa5kSQkmA1/liUvcJREqxQyz7f2nTXRdbBQDwKndqIQ8s8NtZhwyK+uPoWE2I/Bu1yz1XRJqem+5U5sU0T8AaPAo0ypG7+mAWxoWYs4liLESxABHnrPbDI7raj2VmrNgj8Bi7N7Fd4Kin7gZEDiW0IHfASMiaxVhAH5zkrtnIIg+U72PjSkj85RW2fBvkqmlQxwIarEDsyq5HD6xyOetbnQiJqbc+03JS7D70456dSyvQK3pf0jb9kXEfXFJHLlvYmiSF4yziFrnE1YNvCibH93Y7eXweorvXXysrMjWYNrqeU4nPTovcq1jg6eYaayEEdHusLMMqH/pFr4wu/4RIln/KqcGBj8/D/oXB4bCdtTUE6TktDp4abq7UibqL62GV9cPZn7jJfgogvK16IEifIXGuueErOcxZH3dFzkA8FyxhKJ5EFkHZfsCxQRrfsUMNXr1VOsq8eLHa9Ltn9RPtJv6JkqRYDmj9//gr7BGLmvjafHXBJakPn1TjD55DQPS3nDrYm5zN2KhNx2CfEGZBCB0D41fk12+SfHAB1tNmaDeof6lGrmIObwe4adsmcsbwIvePnm95t7YY8eNT3UbA6dqR5FAeW3+R2MLJn78ARTWsiJZwHwynXEE18eibXX20UPZh/lf41GSdfYVmYv14wAJH7y6wwaWeMb/tmwSdH2yFkev38NSjp2W0qzjCM+IA5sQS2FnnLJPpTDTp4co8wAgXX8kqRh0+N3WWAyG5ifTBitUMNzlhODTYS2hOgCd6nUDxn+zj+mA7Em9YYWAY7TiMrJZruKqXsZeC4m5wQ+qfjZfo44lJtGEW1gnNWFMLHG9t65+pDh5AOSS6jVFamo9eHfm6OO3scDy/0/LVL3lcR5SsMRlO4LcZ3suNFFtPIa5TII+I3yruzj8VfZ0j68us81UiPhOXimttsBqCf+f/FxC1Fd1c1eDFFsauCuz4MnHM0+DEioF2Eee6VTigUPlphKIY7llWxhF4smLoxuxb+cMvU7unDvSz+BYqVrKRrOqcWoBlWvi7OXiGaXRjoncEBGvnuDiedHZTTQHFH+O5WBnC/n48aP7y5kj2SVZi9yVS2mSJS5qwYJ2cCupscCvYUiCV1vuWfgavO6vU/VA4V3rQy1PEIwpxwX99tiGUX7O9Pg9fFELBV0w8lgDokiukNHRjThACbnI+RU5Jv3vvARqL2MBvyHh8amZ+L+aXUq9LBrcrNy+zEtxfqp5D16bNsfKgysrtupR4K61IWZf/stZBN4/TPYJWGfyJfskAT2dpz9pxQ6XDotcIrb7W0ldKv2SgWguGBIIXEIiqBhz+5gQRbuR8i5TgBELpjh98MkRpj1sfGXGMcDx6E5JfK9KEumMuzXsoTnPpP+hgpxx9AY3CssoXoZXUYzeJInQaio2opXiw+ro+IMxxLTMarxVS41uw3eGeDNhc7LtWTSucsgUZmslZAhMRkpCg9dqCPiNAfwiQEnhbh9315p0Rp1JXNmoYg/d1vNW8lb0DMuFJB+PGnsMvtDFv3MC3mgCaJ6UxkbPJBCLFVwgQxb9vSsdf26sgOw9rJacIR2MTRJZ+uxGggsrfB+bG7TM1HogXk5eh6BlhNg/d4uVEcPoVqZDH7Nxx2OLp26NiMeOtxBBN0ioFBfr5sVPqtjrLlL5P+9/YV+V54QVd4i1jI5j1cXtAGoo5wmu/GrrkTGM+14sAxSTLG/P6Dqj/no631JVI4wHmWjdqL3KRo7CWwHkBbCxo3NYauMc3K+p8Dp+BJKtuLz7+k7o1QVLNBywelv8YkJLGrUnBdmOJOBA1zIou2FScou8LUh8VVDVUwnQeXMUYgw9XsrfEt5vN3UnuMnTO0Qz6udnd3eEnW8oyEvpj9muobixvW+a+jq0AS1gbL1981I6QQqe02sRM8xw0ue6dQaypiRhlNZXY0opp6z/hPuriI3MLUcOGF1jcP/Sqr0mfrBb7k84tC/tBbDfkjKRzZ+hxyTjXJWvCoks4zqW6Z0s7Sx+4PhFYG+SqreLCFGDdmWvYiU5DgGBzMkAPwyNQQIGFCNXbWwXOiKZLT6gGXiY5Wuz51kmbP/hWKlY5L94smlwd2pZMpKwFFGu7RioDAF7KiT54lRQKaoEkpiJ89oElPm2qCat7yVfV24TRj+wN+5P25MYAw=="
    }
  ],
  "tool_use_id": "srvtoolu_0141zjrPV56Jab33zjmbUe8W"
}

code_execution_tool_result

{
  "type": "code_execution_tool_result",
  "content": {
    "type": "encrypted_code_execution_result",
    "stderr": "",
    "content": [],
    "return_code": 0,
    "encrypted_stdout": "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"
  },
  "tool_use_id": "srvtoolu_01K8Nz6UZdMfsRvzF9WwBrEq"
}

thinking

Calls read_arxiv_source

{
  "arxiv_id": "2504.01849"
}