title: "Uncertainty > Accuracy" summary: "Expose confidence and error modes; brittle accuracy is not enough." date: "2025-09-22"
Accuracy without calibration misleads decision-makers. Prefer systems that surface intervals, out-of-distribution warnings, and abstention when appropriate. Knowing when you don’t know is a feature.