AI automates technical gruntwork, reshaping the apprenticeship model of CS research

DimitrisPapail · x · 2026-08-31

The traditional apprenticeship model in CS research—years of study, struggling with problems, and peer mentorship—is destined to change due to AI. While the technical gruntwork is now automated, learning these fundamentals retains educational value akin to arithmetic, though the market no longer pays for merely possessing these skills. This prompts a re-evaluation of how expertise is cultivated and valued in the future.

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