Scientific Research Capabilities

{
  "id": "scientific-research",
  "wikiId": "E277",
  "path": "/knowledge-base/capabilities/scientific-research/",
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  "title": "Scientific Research Capabilities",
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  "dateCreated": "2026-02-15",
  "summary": "Comprehensive survey of AI scientific research capabilities across biology, chemistry, materials science, and automated research, documenting key benchmarks (AlphaFold's 214M structures, GNoME's 2.2M crystals, AI drug candidates at 80-90% Phase I success but zero market approvals) alongside dual-use risks including bioweapons development and accelerated unsafe AI development. The page is a well-organized compilation of existing work with strong concreteness but limited original synthesis or actionable prioritization guidance.",
  "description": "AI systems' developing ability to conduct scientific research across domains. AlphaFold predicted 214 million protein structures; GNoME identified 2.2 million crystal structures in 17 days.",
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  "category": "capabilities",
  "subcategory": "applications",
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      "text": "AlphaFold: 214M structures",
      "url": "https://alphafold.ebi.ac.uk/",
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      "resourceTitle": "AlphaFold Protein Structure Database"
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        "id": "self-improvement",
        "title": "Self-Improvement and Recursive Enhancement",
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      },
      {
        "id": "agentic-ai",
        "title": "Agentic AI",
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        "title": "Reasoning and Planning",
        "path": "/knowledge-base/capabilities/reasoning/",
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        "title": "Scalable Oversight",
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        "title": "Authoritarian Tools Diffusion Model",
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  "changeHistory": [
    {
      "date": "2026-02-18",
      "branch": "claude/review-pr-216-P4Fcu",
      "title": "Fix audit report findings from PR #216",
      "summary": "Reviewed PR #216 (comprehensive wiki audit report) and implemented fixes for the major issues it identified: fixed 181 path-style EntityLink IDs across 33 files, converted 164 broken EntityLinks (referencing non-existent entities) to plain text across 38 files, fixed a temporal inconsistency in anthropic.mdx, and added missing description fields to 53 ai-transition-model pages."
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No external links