Safety Research Allocation Model

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  "title": "Safety Research Allocation Model",
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  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-15",
  "llmSummary": "Analysis finds AI safety research suffers 30-50% efficiency losses from industry dominance (60-70% of ~\\$700M annually), with critical areas like multi-agent dynamics and corrigibility receiving 3-5x less funding than optimal. Provides concrete data on sector distributions, brain drain acceleration (60+ academic transitions annually), and specific intervention costs (e.g., \\$100M for 20 endowed chairs).",
  "description": "Analysis of AI safety research resource distribution across sectors, finding industry dominance (60-70% of \\$700M annually) creates systematic misallocation, with 3-5x underfunding of critical areas like multi-agent dynamics and corrigibility versus core alignment work.",
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        "id": "safety-research-value",
        "title": "Expected Value of AI Safety Research",
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        "similarity": 16
      },
      {
        "id": "international-coordination-game",
        "title": "International AI Coordination Game",
        "path": "/knowledge-base/models/international-coordination-game/",
        "similarity": 14
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        "title": "Racing Dynamics Impact Model",
        "path": "/knowledge-base/models/racing-dynamics-impact/",
        "similarity": 14
      },
      {
        "id": "safety-researcher-gap",
        "title": "AI Safety Talent Supply/Demand Gap Model",
        "path": "/knowledge-base/models/safety-researcher-gap/",
        "similarity": 14
      },
      {
        "id": "safety-spending-at-scale",
        "title": "Safety Spending at Scale",
        "path": "/knowledge-base/models/safety-spending-at-scale/",
        "similarity": 14
      }
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