Misuse Risks (Overview)

{
  "id": "misuse-overview",
  "numericId": "E825",
  "path": "/knowledge-base/risks/misuse-overview/",
  "filePath": "knowledge-base/risks/misuse-overview.mdx",
  "title": "Misuse Risks (Overview)",
  "quality": 40,
  "readerImportance": 58.5,
  "researchImportance": null,
  "tacticalValue": 62,
  "contentFormat": "article",
  "tractability": null,
  "neglectedness": null,
  "uncertainty": null,
  "causalLevel": null,
  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-20",
  "llmSummary": "A high-level taxonomy of AI misuse risks organized into weapons/violence, information manipulation, and surveillance categories, with brief notes on asymmetric amplification and dual-use challenges; no quantitative estimates, primary sources, or detailed mitigation guidance provided.",
  "description": "Overview of risks from deliberate misuse of AI systems for harmful purposes, including bioweapons development, cyberattacks, autonomous weapons, deepfakes, surveillance, and fraud.",
  "ratings": {
    "focus": 8.5,
    "novelty": 2.5,
    "rigor": 3,
    "completeness": 5.5,
    "concreteness": 4,
    "actionability": 3.5,
    "objectivity": 6.5
  },
  "category": "risks",
  "subcategory": "misuse",
  "clusters": [
    "ai-safety"
  ],
  "metrics": {
    "wordCount": 366,
    "tableCount": 0,
    "diagramCount": 0,
    "internalLinks": 11,
    "externalLinks": 0,
    "footnoteCount": 0,
    "bulletRatio": 0.48,
    "sectionCount": 7,
    "hasOverview": true,
    "structuralScore": 5
  },
  "suggestedQuality": 33,
  "updateFrequency": null,
  "evergreen": true,
  "wordCount": 366,
  "unconvertedLinks": [],
  "unconvertedLinkCount": 0,
  "convertedLinkCount": 0,
  "backlinkCount": 1,
  "hallucinationRisk": {
    "level": "high",
    "score": 65,
    "factors": [
      "no-citations",
      "low-rigor-score"
    ]
  },
  "redundancy": {
    "maxSimilarity": 12,
    "similarPages": [
      {
        "id": "__index__/knowledge-base/risks",
        "title": "AI Risks",
        "path": "/knowledge-base/risks/",
        "similarity": 12
      },
      {
        "id": "red-teaming",
        "title": "Red Teaming",
        "path": "/knowledge-base/responses/red-teaming/",
        "similarity": 10
      }
    ]
  },
  "changeHistory": [
    {
      "date": "2026-02-17",
      "branch": "claude/clarify-overview-pages-ZQx72",
      "title": "Clarify overview pages with new entity type",
      "summary": "Added `overview` as a proper entity type throughout the system, migrated all 36 overview pages to `entityType: overview`, built overview-specific InfoBox rendering with child page links, created an OverviewBanner component, and added a knowledge-base-overview page template to Crux."
    },
    {
      "date": "2026-02-16",
      "branch": "claude/complete-new-pages-kawqG",
      "title": "Fix conflicting numeric IDs + add integrity checks",
      "summary": "Fixed all 9 overview pages from PR #118 which had numeric IDs (E687-E695) that conflicted with existing YAML entities. Reassigned to E710-E718. Then hardened the system to prevent recurrence:\n1. Added page-level numericId conflict detection to `build-data.mjs` (build now fails on conflicts)\n2. Created `numeric-id-integrity` global validation rule (cross-page uniqueness, format validation, entity conflict detection)\n3. Added `numericId` and `subcategory` to frontmatter Zod schema with format regex",
      "pr": 168
    }
  ],
  "coverage": {
    "passing": 4,
    "total": 13,
    "targets": {
      "tables": 1,
      "diagrams": 0,
      "internalLinks": 3,
      "externalLinks": 2,
      "footnotes": 2,
      "references": 1
    },
    "actuals": {
      "tables": 0,
      "diagrams": 0,
      "internalLinks": 11,
      "externalLinks": 0,
      "footnotes": 0,
      "references": 0,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "llmSummary": "green",
      "schedule": "red",
      "entity": "red",
      "editHistory": "green",
      "overview": "green",
      "tables": "red",
      "diagrams": "red",
      "internalLinks": "green",
      "externalLinks": "red",
      "footnotes": "red",
      "references": "red",
      "quotes": "red",
      "accuracy": "red"
    },
    "editHistoryCount": 2,
    "ratingsString": "N:2.5 R:3 A:3.5 C:5.5"
  },
  "readerRank": 237,
  "recommendedScore": 130.14
}

No external links