AI is reshaping education in many ways, yet the prevailing approach to higher education remains broadly outcome-based. This seminar revisits some of the basic tenets of this educational tradition (encompassing competency-based education and mastery learning) and reflects on their relevance and implications for teaching in the AI Age.