Autonomous Weapons Escalation Model

{
  "id": "autonomous-weapons-escalation",
  "numericId": null,
  "path": "/knowledge-base/models/autonomous-weapons-escalation/",
  "filePath": "knowledge-base/models/autonomous-weapons-escalation.mdx",
  "title": "Autonomous Weapons Escalation Model",
  "quality": 62,
  "readerImportance": 44.5,
  "researchImportance": 69,
  "tacticalValue": null,
  "contentFormat": "article",
  "tractability": null,
  "neglectedness": null,
  "uncertainty": null,
  "causalLevel": null,
  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-15",
  "llmSummary": "Analyzes autonomous weapons escalation risk through 10,000x speed differential between human decision-making (5-30 minutes) and machine cycles (0.2-0.7 seconds), estimating 1-5% annual catastrophic escalation probability during competitive deployment scenarios, with 10-40% cumulative decade risk. Provides quantitative model showing 6.3-45.4% per-incident escalation risk depending on doctrine, and recommends \\$2B annual safety investment (vs current \\$200M) with circuit breakers as highest-value near-term intervention.",
  "description": "This model analyzes how autonomous weapons create escalation risks through speed mismatches between human decision-making (5-30 minutes) and machine action cycles (0.2-0.7 seconds). It estimates 1-5% annual probability of catastrophic escalation once systems are deployed, with 10-40% cumulative risk over a decade during competitive deployment scenarios.",
  "ratings": {
    "focus": 8.5,
    "novelty": 5,
    "rigor": 6.5,
    "completeness": 7.5,
    "concreteness": 7,
    "actionability": 6
  },
  "category": "models",
  "subcategory": "domain-models",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
    "wordCount": 2629,
    "tableCount": 21,
    "diagramCount": 1,
    "internalLinks": 29,
    "externalLinks": 0,
    "footnoteCount": 0,
    "bulletRatio": 0.04,
    "sectionCount": 35,
    "hasOverview": true,
    "structuralScore": 12
  },
  "suggestedQuality": 80,
  "updateFrequency": 90,
  "evergreen": true,
  "wordCount": 2629,
  "unconvertedLinks": [],
  "unconvertedLinkCount": 0,
  "convertedLinkCount": 23,
  "backlinkCount": 2,
  "hallucinationRisk": {
    "level": "medium",
    "score": 60,
    "factors": [
      "no-citations",
      "few-external-sources"
    ]
  },
  "entityType": "analysis",
  "redundancy": {
    "maxSimilarity": 14,
    "similarPages": [
      {
        "id": "risk-interaction-matrix",
        "title": "Risk Interaction Matrix Model",
        "path": "/knowledge-base/models/risk-interaction-matrix/",
        "similarity": 14
      },
      {
        "id": "capability-alignment-race",
        "title": "Capability-Alignment Race Model",
        "path": "/knowledge-base/models/capability-alignment-race/",
        "similarity": 13
      },
      {
        "id": "flash-dynamics-threshold",
        "title": "Flash Dynamics Threshold Model",
        "path": "/knowledge-base/models/flash-dynamics-threshold/",
        "similarity": 13
      },
      {
        "id": "international-coordination-game",
        "title": "International AI Coordination Game",
        "path": "/knowledge-base/models/international-coordination-game/",
        "similarity": 13
      },
      {
        "id": "flash-dynamics",
        "title": "AI Flash Dynamics",
        "path": "/knowledge-base/risks/flash-dynamics/",
        "similarity": 13
      }
    ]
  },
  "coverage": {
    "passing": 8,
    "total": 13,
    "targets": {
      "tables": 11,
      "diagrams": 1,
      "internalLinks": 21,
      "externalLinks": 13,
      "footnotes": 8,
      "references": 8
    },
    "actuals": {
      "tables": 21,
      "diagrams": 1,
      "internalLinks": 29,
      "externalLinks": 0,
      "footnotes": 0,
      "references": 23,
      "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:5 R:6.5 A:6 C:7.5"
  },
  "readerRank": 340,
  "researchRank": 158,
  "recommendedScore": 168.03
}

No external links