As 92% of undergraduates now use AI for coursework, new research reveals a paradox: AI boosts productivity but erodes critical thinking effort. This article examines how universities are redesigning pedagogy with Socratic prompts, confidence audits, and collaborative workflows to transform generative models from crutches into cognitive catalysts.