AI-Induced Expertise Atrophy

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  "lastUpdated": "2026-03-13",
  "dateCreated": "2026-02-15",
  "llmSummary": "Expertise atrophy—humans losing skills to AI dependence—poses medium-term risks across critical domains (aviation, medicine, programming), creating oversight failures when AI errs or fails. Evidence includes Air France 447 crash and declining Stack Overflow usage, with full dependency possible within 15-30 years through a five-phase ratchet effect.",
  "description": "Humans losing the ability to evaluate AI outputs or function without AI assistance—creating dangerous dependencies in medicine, aviation, programming, and other critical domains.",
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