Harvard researcher Christopher Dede argues higher education focuses on the wrong AI problems. He claims schools prepare students to lose to automation by neglecting critical judgment. Educators must pivot from rote skills to high-level evaluation. This shift ensures graduates remain relevant as LLMs automate standard cognitive tasks. Practitioners should prioritize evaluative thinking over basic production.