What happens when students are asked to assess the work of gen AI? McGill instructor William Archambault explores how shifting from traditional test questions to gen AI-based critique tasks helps students develop their analytical skills. William discusses the motivation behind this redesign, the challenges of scaling it in large classes, and why teaching critical evaluation of gen AI output is becoming essential in higher education.