Key Near-Term AI Risks

{
  "id": "near-term-risks",
  "numericId": "E1005",
  "path": "/knowledge-base/risks/near-term-risks/",
  "filePath": "knowledge-base/risks/near-term-risks.mdx",
  "title": "Key Near-Term AI Risks",
  "quality": 45,
  "readerImportance": 80,
  "researchImportance": null,
  "tacticalValue": 75,
  "contentFormat": "article",
  "tractability": null,
  "neglectedness": null,
  "uncertainty": null,
  "causalLevel": null,
  "lastUpdated": "2026-03-13",
  "dateCreated": null,
  "llmSummary": "Curated editorial overview of 14 near-term AI risks organized by urgency across governance, misuse, epistemic, and technical domains. Includes a quick-assessment table, per-risk editorial summaries with 2025-2026 evidence, and analysis of cross-cutting themes including oversight erosion, racing dynamics, and epistemic-governance feedback loops.",
  "description": "A curated overview of the most urgent AI risks actively manifesting or expected to emerge by 2027, organized by urgency rather than category. These risks are no longer theoretical — they are producing observable real-world harms across governance, security, epistemics, and technical safety domains.",
  "ratings": {
    "focus": 7,
    "novelty": 4,
    "rigor": 4.5,
    "completeness": 6,
    "concreteness": 6.5,
    "actionability": 4,
    "objectivity": 6
  },
  "category": "risks",
  "subcategory": "governance",
  "clusters": [
    "ai-safety",
    "governance"
  ],
  "metrics": {
    "wordCount": 2890,
    "tableCount": 3,
    "diagramCount": 0,
    "internalLinks": 52,
    "externalLinks": 0,
    "footnoteCount": 0,
    "bulletRatio": 0.08,
    "sectionCount": 25,
    "hasOverview": true,
    "structuralScore": 11
  },
  "suggestedQuality": 73,
  "updateFrequency": null,
  "evergreen": true,
  "wordCount": 2890,
  "unconvertedLinks": [],
  "unconvertedLinkCount": 0,
  "convertedLinkCount": 0,
  "backlinkCount": 0,
  "hallucinationRisk": {
    "level": "medium",
    "score": 60,
    "factors": [
      "no-citations",
      "few-external-sources"
    ]
  },
  "entityType": "risk",
  "redundancy": {
    "maxSimilarity": 17,
    "similarPages": [
      {
        "id": "fraud-sophistication-curve",
        "title": "Fraud Sophistication Curve Model",
        "path": "/knowledge-base/models/fraud-sophistication-curve/",
        "similarity": 17
      },
      {
        "id": "epistemic-security",
        "title": "AI-Era Epistemic Security",
        "path": "/knowledge-base/responses/epistemic-security/",
        "similarity": 17
      },
      {
        "id": "consensus-manufacturing",
        "title": "AI-Powered Consensus Manufacturing",
        "path": "/knowledge-base/risks/consensus-manufacturing/",
        "similarity": 17
      },
      {
        "id": "authentication-collapse-timeline",
        "title": "Authentication Collapse Timeline Model",
        "path": "/knowledge-base/models/authentication-collapse-timeline/",
        "similarity": 16
      },
      {
        "id": "authoritarian-tools-diffusion",
        "title": "Authoritarian Tools Diffusion Model",
        "path": "/knowledge-base/models/authoritarian-tools-diffusion/",
        "similarity": 16
      }
    ]
  },
  "coverage": {
    "passing": 4,
    "total": 13,
    "targets": {
      "tables": 12,
      "diagrams": 1,
      "internalLinks": 23,
      "externalLinks": 14,
      "footnotes": 9,
      "references": 9
    },
    "actuals": {
      "tables": 3,
      "diagrams": 0,
      "internalLinks": 52,
      "externalLinks": 0,
      "footnotes": 0,
      "references": 0,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "llmSummary": "green",
      "schedule": "red",
      "entity": "green",
      "editHistory": "red",
      "overview": "green",
      "tables": "amber",
      "diagrams": "red",
      "internalLinks": "green",
      "externalLinks": "red",
      "footnotes": "red",
      "references": "red",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:4 R:4.5 A:4 C:6"
  },
  "readerRank": 87,
  "recommendedScore": 151.82
}

No external links

No backlinks