Safety Culture Equilibrium

{
  "id": "safety-culture-equilibrium",
  "numericId": null,
  "path": "/knowledge-base/models/safety-culture-equilibrium/",
  "filePath": "knowledge-base/models/safety-culture-equilibrium.mdx",
  "title": "Safety Culture Equilibrium",
  "quality": 65,
  "readerImportance": 87.5,
  "researchImportance": 86.5,
  "tacticalValue": 55,
  "contentFormat": "article",
  "tractability": null,
  "neglectedness": null,
  "uncertainty": null,
  "causalLevel": null,
  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-15",
  "llmSummary": "Game-theoretic model identifying three equilibria for AI lab safety culture: racing-dominant (current state, S=0.25), safety-competitive (S>0.6), and regulation-imposed (S=0.15-0.25). Key finding: transitions require either coordinated commitment raising β (safety reputation value) above α (capability value), or major incidents increasing γ (accident weight), with 40-60% probability of incident-driven regulation within 5 years.",
  "description": "This model analyzes stable states for AI lab safety culture under competitive pressure. It identifies three equilibria: racing-dominant (current), safety-competitive, and regulation-imposed, with transition conditions requiring coordinated commitment or major incident.",
  "ratings": {
    "focus": 8.5,
    "novelty": 6,
    "rigor": 6.5,
    "completeness": 7.5,
    "concreteness": 7,
    "actionability": 6.5
  },
  "category": "models",
  "subcategory": "safety-models",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
    "wordCount": 2075,
    "tableCount": 13,
    "diagramCount": 4,
    "internalLinks": 5,
    "externalLinks": 22,
    "footnoteCount": 0,
    "bulletRatio": 0.15,
    "sectionCount": 27,
    "hasOverview": true,
    "structuralScore": 15
  },
  "suggestedQuality": 100,
  "updateFrequency": 90,
  "evergreen": true,
  "wordCount": 2075,
  "unconvertedLinks": [
    {
      "text": "2025 AI Safety Index",
      "url": "https://futureoflife.org/ai-safety-index-summer-2025/",
      "resourceId": "df46edd6fa2078d1",
      "resourceTitle": "FLI AI Safety Index Summer 2025"
    },
    {
      "text": "2025 AI Safety Index",
      "url": "https://futureoflife.org/ai-safety-index-summer-2025/",
      "resourceId": "df46edd6fa2078d1",
      "resourceTitle": "FLI AI Safety Index Summer 2025"
    },
    {
      "text": "Frontier AI Safety Commitments",
      "url": "https://www.gov.uk/government/publications/frontier-ai-safety-commitments-ai-seoul-summit-2024",
      "resourceId": "944fc2ac301f8980",
      "resourceTitle": "Seoul Frontier AI Commitments"
    },
    {
      "text": "Responsible Scaling Policies",
      "url": "https://www.anthropic.com/news/anthropics-responsible-scaling-policy",
      "resourceId": "394ea6d17701b621",
      "resourceTitle": "Responsible Scaling Policy"
    },
    {
      "text": "METR common elements analysis",
      "url": "https://metr.org/common-elements",
      "resourceId": "30b9f5e826260d9d",
      "resourceTitle": "METR: Common Elements of Frontier AI Safety Policies"
    },
    {
      "text": "Frontier Model Forum",
      "url": "https://www.frontiermodelforum.org/updates/progress-update-advancing-frontier-ai-safety-in-2024-and-beyond/",
      "resourceId": "51e8802a5aef29f6",
      "resourceTitle": "Frontier Model Forum"
    },
    {
      "text": "Future of Life Institute. \"2025 AI Safety Index\"",
      "url": "https://futureoflife.org/ai-safety-index-summer-2025/",
      "resourceId": "df46edd6fa2078d1",
      "resourceTitle": "FLI AI Safety Index Summer 2025"
    },
    {
      "text": "METR. \"Common Elements of Frontier AI Safety Policies\" (December 2025)",
      "url": "https://metr.org/common-elements",
      "resourceId": "30b9f5e826260d9d",
      "resourceTitle": "METR: Common Elements of Frontier AI Safety Policies"
    },
    {
      "text": "Anthropic. \"Responsible Scaling Policy\" (October 2024)",
      "url": "https://www.anthropic.com/news/anthropics-responsible-scaling-policy",
      "resourceId": "394ea6d17701b621",
      "resourceTitle": "Responsible Scaling Policy"
    },
    {
      "text": "UK/Korea. \"Frontier AI Safety Commitments\" (Seoul Summit, 2024)",
      "url": "https://www.gov.uk/government/publications/frontier-ai-safety-commitments-ai-seoul-summit-2024",
      "resourceId": "944fc2ac301f8980",
      "resourceTitle": "Seoul Frontier AI Commitments"
    },
    {
      "text": "Frontier Model Forum. \"Progress Update: Advancing Frontier AI Safety\" (2024)",
      "url": "https://www.frontiermodelforum.org/updates/progress-update-advancing-frontier-ai-safety-in-2024-and-beyond/",
      "resourceId": "51e8802a5aef29f6",
      "resourceTitle": "Frontier Model Forum"
    }
  ],
  "unconvertedLinkCount": 11,
  "convertedLinkCount": 0,
  "backlinkCount": 1,
  "hallucinationRisk": {
    "level": "medium",
    "score": 55,
    "factors": [
      "no-citations"
    ]
  },
  "entityType": "analysis",
  "redundancy": {
    "maxSimilarity": 14,
    "similarPages": [
      {
        "id": "feedback-loops",
        "title": "Feedback Loop & Cascade Model",
        "path": "/knowledge-base/models/feedback-loops/",
        "similarity": 14
      },
      {
        "id": "effectiveness-assessment",
        "title": "Policy Effectiveness Assessment",
        "path": "/knowledge-base/responses/effectiveness-assessment/",
        "similarity": 14
      },
      {
        "id": "flash-dynamics-threshold",
        "title": "Flash Dynamics Threshold Model",
        "path": "/knowledge-base/models/flash-dynamics-threshold/",
        "similarity": 13
      },
      {
        "id": "multipolar-trap-dynamics",
        "title": "Multipolar Trap Dynamics Model",
        "path": "/knowledge-base/models/multipolar-trap-dynamics/",
        "similarity": 13
      },
      {
        "id": "power-seeking-conditions",
        "title": "Power-Seeking Emergence Conditions Model",
        "path": "/knowledge-base/models/power-seeking-conditions/",
        "similarity": 13
      }
    ]
  },
  "coverage": {
    "passing": 7,
    "total": 13,
    "targets": {
      "tables": 8,
      "diagrams": 1,
      "internalLinks": 17,
      "externalLinks": 10,
      "footnotes": 6,
      "references": 6
    },
    "actuals": {
      "tables": 13,
      "diagrams": 4,
      "internalLinks": 5,
      "externalLinks": 22,
      "footnotes": 0,
      "references": 5,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "llmSummary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "green",
      "diagrams": "green",
      "internalLinks": "amber",
      "externalLinks": "green",
      "footnotes": "red",
      "references": "amber",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:6 R:6.5 A:6.5 C:7.5"
  },
  "readerRank": 32,
  "researchRank": 46,
  "recommendedScore": 195.39
}

No external links