Harvard researcher Christopher Dede argues higher education focuses on the wrong problems regarding classroom AI. He claims schools currently prepare students to lose to automation rather than master it. Educators must prioritize teaching critical judgment over rote skills. This shift ensures graduates can effectively oversee AI outputs instead of being replaced by them.