Learning Production vs. Learning Measurement
Video summary
Most assignments quietly do three jobs at once: production (practice that builds skill), measurement (evidence that certifies it), and logistics (course plumbing). This lecture shows why AI makes that ambiguity expensive — the highest-risk pattern is letting students practice with AI and then grading as if they practiced without it — and walks through annotating each sentence of a prompt by its job. Small relabeling moves in the spirit of TILT let you attach different AI expectations to different components and give differently prepared students a visible sequence of practice, support, and proof.