Risk Interaction Network

{
  "id": "risk-interaction-network",
  "numericId": null,
  "path": "/knowledge-base/models/risk-interaction-network/",
  "filePath": "knowledge-base/models/risk-interaction-network.mdx",
  "title": "Risk Interaction Network",
  "quality": 64,
  "readerImportance": 44,
  "researchImportance": 60,
  "tacticalValue": null,
  "contentFormat": "article",
  "tractability": null,
  "neglectedness": null,
  "uncertainty": null,
  "causalLevel": null,
  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-15",
  "llmSummary": "Systematic analysis identifying racing dynamics as a hub risk enabling 8 downstream risks with 2-5x amplification, and showing compound risk scenarios create 3-8x higher catastrophic probabilities (2-8% full cascade by 2040) than independent analysis. Maps four self-reinforcing feedback loops and prioritizes hub risk interventions (racing coordination, sycophancy prevention) as 40-80% more efficient than addressing risks independently.",
  "description": "Systematic mapping of how AI risks enable, amplify, and cascade through interconnected pathways. Identifies racing dynamics as the most critical hub risk enabling 8 downstream risks, with compound scenarios creating 3-8x higher catastrophic probabilities than independent risk analysis suggests.",
  "ratings": {
    "focus": 8.5,
    "novelty": 6.2,
    "rigor": 5.8,
    "completeness": 7.5,
    "concreteness": 7,
    "actionability": 6.5
  },
  "category": "models",
  "subcategory": "dynamics-models",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
    "wordCount": 1911,
    "tableCount": 18,
    "diagramCount": 1,
    "internalLinks": 57,
    "externalLinks": 0,
    "footnoteCount": 0,
    "bulletRatio": 0.15,
    "sectionCount": 36,
    "hasOverview": true,
    "structuralScore": 12
  },
  "suggestedQuality": 80,
  "updateFrequency": 90,
  "evergreen": true,
  "wordCount": 1911,
  "unconvertedLinks": [],
  "unconvertedLinkCount": 0,
  "convertedLinkCount": 25,
  "backlinkCount": 4,
  "hallucinationRisk": {
    "level": "medium",
    "score": 60,
    "factors": [
      "no-citations",
      "few-external-sources"
    ]
  },
  "entityType": "analysis",
  "redundancy": {
    "maxSimilarity": 15,
    "similarPages": [
      {
        "id": "compounding-risks-analysis",
        "title": "Compounding Risks Analysis",
        "path": "/knowledge-base/models/compounding-risks-analysis/",
        "similarity": 15
      },
      {
        "id": "risk-cascade-pathways",
        "title": "Risk Cascade Pathways",
        "path": "/knowledge-base/models/risk-cascade-pathways/",
        "similarity": 15
      },
      {
        "id": "coding",
        "title": "Autonomous Coding",
        "path": "/knowledge-base/capabilities/coding/",
        "similarity": 13
      },
      {
        "id": "corrigibility-failure-pathways",
        "title": "Corrigibility Failure Pathways",
        "path": "/knowledge-base/models/corrigibility-failure-pathways/",
        "similarity": 13
      },
      {
        "id": "racing-dynamics-impact",
        "title": "Racing Dynamics Impact Model",
        "path": "/knowledge-base/models/racing-dynamics-impact/",
        "similarity": 13
      }
    ]
  },
  "coverage": {
    "passing": 8,
    "total": 13,
    "targets": {
      "tables": 8,
      "diagrams": 1,
      "internalLinks": 15,
      "externalLinks": 10,
      "footnotes": 6,
      "references": 6
    },
    "actuals": {
      "tables": 18,
      "diagrams": 1,
      "internalLinks": 57,
      "externalLinks": 0,
      "footnotes": 0,
      "references": 22,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "llmSummary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "green",
      "diagrams": "green",
      "internalLinks": "green",
      "externalLinks": "red",
      "footnotes": "red",
      "references": "green",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:6.2 R:5.8 A:6.5 C:7.5"
  },
  "readerRank": 343,
  "researchRank": 221,
  "recommendedScore": 171.64
}

No external links