Atlas / Human–AI interaction / Question

Does cognitive debt last — or is it repaid with practice?

Cognition & Skill

Why it’s still open

Nearly every study measures outcomes minutes or days after AI use: an exam, a quiz, a second essay. Whether lost practice compounds over months, reverses when people return to doing the work, or simply shifts effort to other skills is unknown. At population scale, one study finds no effect of ChatGPT on test scores so far.

What would count as an answer

Studies that follow the same people for months with and without AI on a core skill, and measure recovery when AI is removed.

Papers that tackle it

Methods in play

Who’s closest

Placed by the editor, v1 — corrections welcome.


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