AI-driven cognitive atrophy is recoverable. Cognitive foreclosure may not be.

Adults who offload thinking to AI lose capacity they built. Children may never build it at all.
When students process information through the same model, the result may be similar minds.
Auditing AI output requires expertise the child is still supposed to be developing.
In a study, developers who delegated coding to AI produced working code but failed conceptual understanding.