Run step

Step 9: assistant

2026-11-14 03:03:47 UTC · previous step · next step

thinking

Calls code_execution

{
  "code": "r = await web_search({\"query\":\"\\\"Beyond Final Scores\\\" long-horizon AI research agents seven frontier models 36 tasks novelty\"})\nfor x in r[:5]: print(x['url'], x['content'][:1500].replace('\\n',' '),'\\n---')"
}

Calls web_search

{
  "query": "\"Beyond Final Scores\" long-horizon AI research agents seven frontier models 36 tasks novelty"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01TUSkjHvE3kJYnJGA1PATNi"
  },
  "content": [
    {
      "url": "https://huggingface.co/papers/2608.13417",
      "type": "web_search_result",
      "title": "Paper page - Beyond Final Scores: A Systematic Evaluation of Agents for Long-Horizon AI Research and Development",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2608.13417",
      "type": "web_search_result",
      "title": "Beyond Final Scores: A Systematic Evaluation of Agents for",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://www.emergentmind.com/papers/2608.13417",
      "type": "web_search_result",
      "title": "Evaluating Long-Horizon AI Research Agents",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://www.emergentmind.com/videos/evaluating-long-horizon-ai-research-agents-08fef17f",
      "type": "web_search_result",
      "title": "Beyond Final Scores: A Systematic Evaluation of Agents for Long-Horizon AI Research and Development",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://dailypapercast.transistor.fm/episodes/beyond-final-scores-a-systematic-evaluation-of-agents-for-long-horizon-ai-research-and-development/transcript",
      "type": "web_search_result",
      "title": "Daily Paper Cast",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://x.com/bitwjg",
      "type": "web_search_result",
      "title": "Jingang Wang (@bitwjg) on X",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://yiwei98.github.io/AutoResearchEval/",
      "type": "web_search_result",
      "title": "Beyond Final Scores: A Systematic Evaluation of Agents for Long-Horizon AI Research and Development",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://groundtruth.day/news/frontier-agents-produced-three-genuinely-new-ideas-out-of-252.html",
      "type": "web_search_result",
      "title": "Frontier agents produced three genuinely new ideas out of 252 attempts — Ground Truth",
      "page_age": "88 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://www.swiftscholar.net/paper/6a83a0a2e685b0190da19e65",
      "type": "web_search_result",
      "title": "Beyond Final Scores: A Systematic Evaluation of Agents for Long-Horizon AI Research and Development",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01VWT8yQrLr4yz86F5sveS8V"
}

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_01TUSkjHvE3kJYnJGA1PATNi/cell.py\", line 9, in <module>\n    for x in r[:5]: print(x['url'], x['content'][:1500].replace('\\n',' '),'\\n---')\n                          ~^^^^^^^\nTypeError: string indices must be integers, not 'str'\n",
    "content": [],
    "return_code": 1,
    "encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDNBawjHnb7N09gsQOhoMyrkeRbfd7PtzYp0QIjDqI0HpO8QwuLraX/yEE8+3axxYkhMwytRcciZ9PBczPlmKpxTTU1S1zu9cRKta4+8qEvVL8qOnSKr6ZNf+TgO3RLsGwxgD"
  },
  "tool_use_id": "srvtoolu_01TUSkjHvE3kJYnJGA1PATNi"
}

thinking

Calls read_page

{
  "url": "https://arxiv.org/html/2608.13417",
  "offset": 3000,
  "max_chars": 9000
}