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code-review

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OCT 16, 2026

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The AI skill gap is a verification gap, and it compounds

Karpathy's capability funnel set off a week-long argument about skill, and the measured data from 718 firms, Anthropic's own telemetry and a randomized trial says the scarce skill is verifying output, built from the expertise heavy delegation stops producing.