THE LIVING ARCHIVE

From punched cards to autonomous collaborators: the ideas, people, languages and systems that taught machines to follow—and increasingly interpret—human intent.

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Tag: human-expertise

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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