Step 7: assistant

thinking

Calls code_execution

{
  "code": "import json\nfor q in [\"AI research taste benchmark predicting experiment outcomes LLM 2026\",\"LLM research idea selection evaluation improving models RE-Bench\",\"AI models choose research direction benchmark results 2026\"]:\n    r=await web_search({\"query\":q})\n    for x in r[:5]:\n        print(x.get('title'),x.get('url'),(x.get('content') or '')[:250].replace('\\n',' '))\n    print('---')"
}

Calls web_search

{
  "query": "AI research taste benchmark predicting experiment outcomes LLM 2026"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01Khk6okEgt3ScMskzbUtHwP"
  },
  "content": [
    {
      "url": "https://arxiv.org/html/2610.06824",
      "type": "web_search_result",
      "title": "TasteVal: Measuring the Experimental Research Taste of AI Systems Against Human Experts",
      "page_age": "40 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2607.04439",
      "type": "web_search_result",
      "title": "ResearchStudio-Idea: An Evidence-Grounded Research-Ideation Skill Suite from ML Conference Outcomes",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/abs/2610.06824",
      "type": "web_search_result",
      "title": "[2610.06824] TasteVal: Measuring the Experimental Research Taste of AI Systems Against Human Experts",
      "page_age": "39 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2608.22948",
      "type": "web_search_result",
      "title": "What Proves You Wrong: Benchmarking Language Models on Falsifiable Research Ideation",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2608.21601",
      "type": "web_search_result",
      "title": "K-Bench: measuring model performance on real scientific agent requests",
      "page_age": null,
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    {
      "url": "https://arxiv.org/pdf/2610.06824",
      "type": "web_search_result",
      "title": "TasteVal: Measuring the Experimental Research Taste of ...",
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      "url": "https://arxiv.org/pdf/2606.07462",
      "type": "web_search_result",
      "title": "Act As a Real Researcher: A Suite of Benchmarks Evaluating Frontier LLMs and Agentic Harnesses in Research Lifecycle",
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    {
      "url": "https://arxiv.org/pdf/2609.00747",
      "type": "web_search_result",
      "title": "Can Large Language Models Forecast What Researchers Study Next?",
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    },
    {
      "url": "https://arxiv.org/pdf/2603.27146",
      "type": "web_search_result",
      "title": "Learning to Predict Future-Aligned Research Proposals with Language Models",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01JTzcLkH4MtRoVtHNo4XxLF"
}

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_01Khk6okEgt3ScMskzbUtHwP/cell.py\", line 12, in <module>\n    print(x.get('title'),x.get('url'),(x.get('content') or '')[:250].replace('\\n',' '))\n          ^^^^^\nAttributeError: 'str' object has no attribute 'get'\n",
    "content": [],
    "return_code": 1,
    "encrypted_stdout": "Eo4BCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDMWznkf4uxEW2QMJ7xoMnDaAZ8STzNsdwEGcIjApQBGz/SReCsn9ZPqmzHEkrSKRSnHunU23gzZVN0JClNWelld9lfUSN6uqkrfZhYsqEuZUf1hS5rXj7oPZH9SMh+9TexgD"
  },
  "tool_use_id": "srvtoolu_01Khk6okEgt3ScMskzbUtHwP"
}

Calls code_execution

{
  "code": "for q in [\"AI research taste benchmark predicting experiment outcomes LLM\",\"LLM predicting which research ideas will succeed empirical study\",\"AI model research judgment next experiment choice evaluation 2026\"]:\n    r=await web_search({\"query\":q})\n    if isinstance(r,str): r=json.loads(r)\n    for x in r[:5]:\n        if isinstance(x,dict): print(x.get('title'),x.get('url'),(x.get('content') or '')[:200].replace('\\n',' '))\n        else: print(str(x)[:200])\n    print('---')"
}

Calls web_search

{
  "query": "AI research taste benchmark predicting experiment outcomes LLM"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01Y7Ct5j8TGUsyZy1zvFH1gu"
  },
  "content": [
    {
      "url": "https://arxiv.org/html/2604.10718v1",
      "type": "web_search_result",
      "title": "SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?",
      "page_age": "215 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2610.06824v2",
      "type": "web_search_result",
      "title": "TasteVal: Measuring the Experimental Research Taste of AI Systems Against Human Experts",
      "page_age": "39 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2604.10718",
      "type": "web_search_result",
      "title": "SciPredict: Can LLMs Predict the Outcomes of Scientific Experiments in Natural Sciences?",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2610.06824",
      "type": "web_search_result",
      "title": "TasteVal: Measuring the Experimental Research Taste of ...",
      "page_age": "39 days ago",
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    },
    {
      "url": "https://www.lesswrong.com/posts/bAGagjZAPgXEHmkAH/tasteval-measuring-the-experimental-research-taste-of-ai",
      "type": "web_search_result",
      "title": "TasteVal: Measuring the Experimental Research Taste of AI Systems Against Human Experts — LessWrong",
      "page_age": "38 days ago",
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    },
    {
      "url": "https://arxiv.org/abs/2610.06824",
      "type": "web_search_result",
      "title": "[2610.06824] TasteVal: Measuring the Experimental Research Taste of AI Systems Against Human Experts",
      "page_age": "39 days ago",
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    },
    {
      "url": "https://arxiv.org/pdf/2506.00794",
      "type": "web_search_result",
      "title": "Predicting Empirical AI Research Outcomes with Language Models",
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    },
    {
      "url": "https://arxiv.org/abs/2611.03424",
      "type": "web_search_result",
      "title": "[2611.03424] IdeaTaste: Do LLMs Share the Research Taste of Human Researchers?",
      "page_age": "12 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2611.03424v1",
      "type": "web_search_result",
      "title": "IdeaTaste: Do LLMs Share the Research Taste of Human Researchers?",
      "page_age": null,
      "encrypted_content": "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"
    }
  ],
  "tool_use_id": "srvtoolu_01U23MRs1TR4eLdCFzJRg3ez"
}

Calls web_search

{
  "query": "LLM predicting which research ideas will succeed empirical study"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01Y7Ct5j8TGUsyZy1zvFH1gu"
  },
  "content": [
    {
      "url": "https://arxiv.org/pdf/2605.21491",
      "type": "web_search_result",
      "title": "Teaching Language Models to Forecast Research Success ...",
      "page_age": null,
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2605.21491v1",
      "type": "web_search_result",
      "title": "Teaching Language Models to Forecast Research Success Through Comparative Idea Evaluation",
      "page_age": "221 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/pdf/2506.00794",
      "type": "web_search_result",
      "title": "arXiv:2506.00794v1 [cs.AI] 1 Jun 2025",
      "page_age": null,
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    },
    {
      "url": "https://arxiv.org/pdf/2609.00747",
      "type": "web_search_result",
      "title": "Can Large Language Models Forecast What Researchers Study Next?",
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    },
    {
      "url": "https://openreview.net/forum?id=a64D9Vl7wK",
      "type": "web_search_result",
      "title": "Predicting Empirical AI Research Outcomes with Language Models",
      "page_age": "381 days ago",
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    },
    {
      "url": "https://arxiv.org/pdf/2607.01233",
      "type": "web_search_result",
      "title": "Measuring the Gap Between Human and LLM Research Ideas",
      "page_age": null,
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    },
    {
      "url": "https://arxiv.org/html/2609.00747v1",
      "type": "web_search_result",
      "title": "Can Large Language Models Forecast What Researchers Study Next?",
      "page_age": "74 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/abs/2605.21491",
      "type": "web_search_result",
      "title": "[2605.21491] Teaching Language Models to Forecast Research Success Through Comparative Idea Evaluation",
      "page_age": "222 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://en.papernotes.org/ACL2026/llm_evaluation/teaching_language_models_to_forecast_research_success_through_comparative_idea_e/",
      "type": "web_search_result",
      "title": "[Paper Note] Teaching Language Models to Forecast Research Success Through Comparative Idea Evaluation",
      "page_age": "190 days ago",
      "encrypted_content": "EscNCioIFRgCIiRhOGFlOWMyMy1iYWVmLTRiYzctOWJjYS04YTM3MTE5YWVhMGMSDDXygKeXIC4n+5du8BoMuBjqpiiL0alJO4ijIjA7Q0tGW1xr25qtzw43E7ZBEPkiPohwrTeYg2q+xNWf/P1jJJ3GtK91AgG3Ch/Yte0qygxURbOErvBl/RrDw1kvBNiXbCHazxILt2jFzYHCkqFvpYNei+G/2xPFSuJIDQRKEH6gTJr6L0zrCmtLBCOYr0viHwit9no+7xsMaKeVKimdcR6kPEPC6o8buvio3ruOGVfycQbJxvly1LGCG5VLzmYEO4d50J/mOg25ya4v3YiJZZrUTdEZIeI7H4PHSU8M/zBFZckQFVOBKLlILN5bXW8FlOKXGMCeQPZu2rl1gM7cHRd4sANtEcxC8NHp5ileWl8e9ANNKRGe9XPgxlq0tOU1SOv76Y5OlfbaNNBpcAZV8xrAc+FxHmbsRn9Nqm7LrgCGtK66nMJcDz1SBSpjr3Rfh9VUd+rkNfFlC9T2jGjra4CiVK9FFaiVbYJBAopDgWbv5Lb+/pIMbH9ohfQEU/4iHPZ9AIx9wRS3gpLNXhRUqw5MzB0Mcx90bW2wwIw7lHQqqvgX5moFsl9dRM+/e8NJEVwPH/LOrz28+JpWvC23KleNh9BQWOewfTnSnV3XWfULiuan9kdlALkFKmjIY6JzOcVmhNvTujb7YM13jruBAPONr+Yh/22TcV/Qf8upyL3SY84gy8KVUbVjuA9O9RKUGq6NycMqQbxWy6mRwy/VW23TCN+Vdy6Mdi3834BQGiMe7HvolLCCFxlbAMRlOJVekLrULjvSO49UU6bKbmFtJ9urwbxJkS06fXiLdpLzS5uQHmeTVK6TOC0ZfqMAJF2jy+p000FJyYp8auaED/svxfe2pxL8dUK7VOgJGlkFAxY+IadMBpePAJYcR8rVA64DdOxMC8uFHoOJjTBXRous/1SO0bhKCmv9xELBkaqkMznO5+VaoS4TLLImP20ILkgVmwUcefuvqKiy2bbh+qNmcYFo8j3Kcx3ehnJYZF9ds2vAhMo/MFZdcaK+mxAq/sNQXxyuLldo90wLk47yglbHM5MWMJwCFcgU7re6MI7The5HU8e8ezZeCgbwOEBrEjAPKAgK1PJycgJy3EAJ5/7dQhJ1ziN0q4/ZjfabJIQfLb2lNt8drfQEG652ZFIGNZnPxQb4P/F0SyL5S5tauALOG88ovLtqq4mxc/vIGOjeneK6k4S4zxF3eqxclLXzhhJQYeqh6Eb+8i38kL1Ofp0LuDR9QWxbjEWRU2YhM/fDtyB8DZ4RlluenViusewcxbZBTzY2oFeqsBUclHFRMAohzz+uVSx+JOjZSTe2PTLy0h+T3zkDICw6X4SIAz3x6+H8daUZNN5Y+/cRBAVb2HOQVq301tqW6wKgdcThYvNQWWon231CVcy5DzYJ1Jf+V00AY7b47iHWRGpLWkhPSmA+oikyQU/rIJAfo/N1Uda2oI+qsspCVoFCCfH1h9MtTjT1RKQcshhYqHQdI5KZKPjbF0OoUXi1vaLJ4Lw5Zdtx05JYYFRz+wk2HRWR/+T5WHkWIjOlDWYCpPKmh5XKjotiBYPO8tyIlmIKroIzRV9GcA17UZO+cGpDFYgEgtdceDVx7MBcCqo0ioZW/bSAakd0KEFUtmiEWc+rVyn4vOgTAr5BGUc49RXTsJ4/p+qcUa6TE3Y7MqY2rnt0/lMddWQyWLYD+VJsO8R1IwudeTEe+isG9OFWMJDYR6pDn0SfzSNeizHcwdcWPa78YeBmv/nPcbsIfpQb38GrKQ6roP9AhnUa6zOBvY0kMrwevR+EXRyIBYITOk1LBnwljo9cOn1mJwjjSACNfVsuEkyyj4/ehoGi+qZBC1ifZIuk35UCDoieTYL58XFamjBzUdTADSELXcym0kFM9nu0zZR+oGupp+/31uwY14EJBCJGkzoch4DMRTsaDGup0o8pFO89p0hLfD9Pka9UWZRDvNHLCSOTYwT1yBcAl0Q+DUpQkW4s5yiatOnCJ93F5wx3bo6FCtjJK2G+kHizAQ8V3lQdywBvKZXdkfUS6Sj29fNVc91mObUD73j1yN3gxxScEzKQrQJw1P5l/3Ofb+Nejrk+q9ONV0fJ0D6duiLXeWUO1Gza9TW6o4EkXrcYK0nicra7nGpUxSIRodJTWjH3iACMynAEN/W9slnN2wR8fLuy9uEhoVFjbYXotM4aBCS8Swbjq5QNbs+bPNzPJj5XVjL8k9ppnNLj0C8mydGbr/5bWSfFuP3ExKkABv05JDvMIxgD"
    }
  ],
  "tool_use_id": "srvtoolu_01PnWVpYxErXWdRVRBiKGraH"
}

Calls web_search

{
  "query": "AI model research judgment next experiment choice evaluation 2026"
}

web_search_tool_result

{
  "type": "web_search_tool_result",
  "caller": {
    "type": "code_execution_20260120",
    "tool_id": "srvtoolu_01Y7Ct5j8TGUsyZy1zvFH1gu"
  },
  "content": [
    {
      "url": "https://dataaiengineer.substack.com/p/rtaste-tests-research-judgment-before",
      "type": "web_search_result",
      "title": "rTaste Tests Research Judgment Before Experiments",
      "page_age": "14 days ago",
      "encrypted_content": "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"
    },
    {
      "url": "https://arxiv.org/html/2610.12235v1",
      "type": "web_search_result",
      "title": "Language Models as AI Research World Models",
      "page_age": "37 days ago",
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    },
    {
      "url": "https://www.alphaxiv.org/abs/2610.llm-research-taste-direction-choice",
      "type": "web_search_result",
      "title": "Eliciting Research Taste in LLMs Through Future Research Direction Choice",
      "page_age": "99 days ago",
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    },
    {
      "url": "https://arxiv.org/html/2608.13940v1",
      "type": "web_search_result",
      "title": "AI Research Preference Models",
      "page_age": "92 days ago",
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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 Long-Horizon AI Research and Development",
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    },
    {
      "url": "https://www.stateof.ai/2026-explore/research",
      "type": "web_search_result",
      "title": "The frontier is now a three-lab race",
      "page_age": "38 days ago",
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    },
    {
      "url": "https://arxiv.org/pdf/2602.21012",
      "type": "web_search_result",
      "title": "International AI Safety Report 2026",
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    },
    {
      "url": "https://arxiv.org/pdf/2607.27191",
      "type": "web_search_result",
      "title": "Can AI agents conduct open-ended AI research? Early evidence from two case studies",
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    },
    {
      "url": "https://mlfrontiers.substack.com/p/llm-evaluation-the-new-bottleneck",
      "type": "web_search_result",
      "title": "LLM Evaluation: The New Bottleneck in AI",
      "page_age": "243 days ago",
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    "return_code": 0,
    "encrypted_stdout": 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"
  },
  "tool_use_id": "srvtoolu_01Y7Ct5j8TGUsyZy1zvFH1gu"
}

thinking

Calls read_page

{
  "url": "https://arxiv.org/abs/2610.06824",
  "max_chars": 4000
}