Learning languages through AI pair programming without focused study
Kent Beck explores how legitimate peripheral participation—learning by doing real work alongside an expert—explains how developers acquire fluency in unfamiliar languages through AI-augmented coding. Rather than classroom instruction or deliberate practice, this model works because you maintain genuine stakes, receive psychological safety from an expert nearby, and absorb patterns through exposure to skilled performance.
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