What is conformal prediction, and how does it give calibrated uncertainty?

Wrap any model and get prediction sets with a provable coverage rate, no distributional assumptions required. The signal is the calibration-set plus nonconformity-score mechanism and exactly what the guarantee does and does not promise. Here is the answer.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.