Weather Distribution-Shift Alarms

An AI forecast can drift because the world changed—or because its upstream analysis system did. Weather services need alarms for both: observing-network shifts, climate regimes, data pipelines, and physics-model upgrades. When distributions move, widen uncertainty, compare alternatives, and document the retraining decision before yesterday’s score becomes today’s false assurance.