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Skill Atrophy vs Skill Growth: Designing AI Workflows That Keep Humans Learning
AI can accelerate today’s task while quietly weakening tomorrow’s expertise. Workflows should preserve practice, feedback, and independent judgment so assistance produces skill growth rather than skill atrophy.
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