Skip to content
Longterm Wiki has not been actively maintained since May 2026. Some data is still updated occasionally, but please don't rely on this site being current or accurate.
Longterm Wiki

AI Flash Dynamics

flash-dynamicsriskPath: /knowledge-base/risks/flash-dynamics/
E142Entity ID (EID)
← Back to page8 backlinksQuality: 64Updated: 2025-12-28
Page Recorddatabase.json — merged from MDX frontmatter + Entity YAML + computed metrics at build time
{
  "id": "flash-dynamics",
  "wikiId": "E142",
  "path": "/knowledge-base/risks/flash-dynamics/",
  "filePath": "knowledge-base/risks/flash-dynamics.mdx",
  "title": "AI Flash Dynamics",
  "quality": 64,
  "readerImportance": 67.5,
  "researchImportance": 20.5,
  "tacticalValue": null,
  "contentFormat": "article",
  "causalLevel": "amplifier",
  "lastUpdated": "2025-12-28",
  "dateCreated": "2026-02-20",
  "summary": "AI systems operating at microsecond speeds versus human reaction times of 200-500ms create cascading failure risks across financial markets (2010 Flash Crash: \\$1 trillion lost in 10 minutes), infrastructure, and military domains. IMF 2024 findings show AI-driven trading increases market volatility and correlation, while UNODA warns of 'flash wars' where autonomous systems could escalate conflicts faster than human intervention, with China/Russia targeting 2028-2030 for major military automation.",
  "description": "AI systems interacting faster than human oversight can operate, creating cascading failures and systemic risks across financial markets, infrastructure, and military domains.",
  "ratings": {
    "novelty": 5.5,
    "rigor": 6.5,
    "completeness": 7,
    "actionability": 5
  },
  "category": "risks",
  "subcategory": "structural",
  "clusters": [
    "ai-safety",
    "governance",
    "cyber"
  ],
  "metrics": {
    "wordCount": 3269,
    "tableCount": 6,
    "diagramCount": 1,
    "internalLinks": 27,
    "externalLinks": 0,
    "footnoteCount": 0,
    "bulletRatio": 0.07,
    "sectionCount": 17,
    "hasOverview": false,
    "structuralScore": 11
  },
  "suggestedQuality": 73,
  "updateFrequency": 45,
  "evergreen": true,
  "wordCount": 3269,
  "unconvertedLinks": [],
  "unconvertedLinkCount": 0,
  "convertedLinkCount": 27,
  "backlinkCount": 8,
  "hallucinationRisk": {
    "level": "medium",
    "score": 60,
    "factors": [
      "no-citations",
      "few-external-sources"
    ]
  },
  "entityType": "risk",
  "redundancy": {
    "maxSimilarity": 17,
    "similarPages": [
      {
        "id": "agentic-ai",
        "title": "Agentic AI",
        "path": "/knowledge-base/capabilities/agentic-ai/",
        "similarity": 17
      },
      {
        "id": "scientific-research",
        "title": "Scientific Research Capabilities",
        "path": "/knowledge-base/capabilities/scientific-research/",
        "similarity": 17
      },
      {
        "id": "authoritarian-tools-diffusion",
        "title": "Authoritarian Tools Diffusion Model",
        "path": "/knowledge-base/models/authoritarian-tools-diffusion/",
        "similarity": 17
      },
      {
        "id": "automation-bias-cascade",
        "title": "Automation Bias Cascade Model",
        "path": "/knowledge-base/models/automation-bias-cascade/",
        "similarity": 17
      },
      {
        "id": "autonomous-weapons",
        "title": "Autonomous Weapons",
        "path": "/knowledge-base/risks/autonomous-weapons/",
        "similarity": 17
      }
    ]
  },
  "coverage": {
    "passing": 6,
    "total": 13,
    "targets": {
      "tables": 13,
      "diagrams": 1,
      "internalLinks": 26,
      "externalLinks": 16,
      "footnotes": 10,
      "references": 10
    },
    "actuals": {
      "tables": 6,
      "diagrams": 1,
      "internalLinks": 27,
      "externalLinks": 0,
      "footnotes": 0,
      "references": 16,
      "quotesWithQuotes": 0,
      "quotesTotal": 0,
      "accuracyChecked": 0,
      "accuracyTotal": 0
    },
    "items": {
      "summary": "green",
      "schedule": "green",
      "entity": "green",
      "editHistory": "red",
      "overview": "red",
      "tables": "amber",
      "diagrams": "green",
      "internalLinks": "green",
      "externalLinks": "red",
      "footnotes": "red",
      "references": "green",
      "quotes": "red",
      "accuracy": "red"
    },
    "ratingsString": "N:5.5 R:6.5 A:5 C:7"
  },
  "readerRank": 178,
  "researchRank": 481,
  "recommendedScore": 165.41
}
External Links
{
  "lesswrong": "https://www.lesswrong.com/tag/ai-takeoff"
}
Backlinks (8)
idtitletyperelationship
flash-dynamics-thresholdFlash Dynamics Threshold Modelanalysisrelated
coordination-techAI Governance Coordination Technologiesapproach—
prediction-marketsPrediction Markets (AI Forecasting)approach—
irreversibilityAI-Induced Irreversibilityrisk—
autonomous-weapons-escalationAutonomous Weapons Escalation Modelanalysis—
risk-interaction-matrixRisk Interaction Matrix Modelanalysis—
safety-researcher-gapAI Safety Talent Supply/Demand Gap Modelanalysis—
structural-overviewStructural Risks (Overview)concept—