Business schools are accelerating AI curriculum adoption, while universities also expand AI-focused capacity through new academic units. A new analysis of 20 top MBA programs found Stanford GSB far ahead on the number of identifiable AI courses, with most AI offerings positioned as electives rather than required core components. Separately, the University of Wisconsin–Madison received $100 million in private gift commitments for a new College of Computing and Artificial Intelligence, approved by the UW System Board of Regents in December and set to launch July 1, 2026. The new unit consolidates existing degree programs and signals a structural shift toward computing and AI education at scale. Together, the stories highlight how AI is being operationalized both in curricula and in institutional organization—and why the elective-heavy approach and large-capacity investments will shape student preparedness and faculty planning.