EDUCATION × GENERATIVE AI / CONCEPTUAL PAPER
From Answer Production to Thought Formation
A targeted synthesis proposing cognitive-responsibility allocation and dual transfer: what learners should retain, what AI may support, and how both unaided and AI-augmented capability should be tested.