Re-Phase Vol.4.2: Probabilistic Compatibility and Feature Risk

This note develops the probabilistic compatibility layer of the Re-Phase framework. It extends tolerant compatibility from deterministic feature drift to conditional feature distributions, feature risk, and reliability. The note introduces set-valued drift, normalized conditional weights on tolerant admissible fibers, a finite-positive probabilistic guard, and a drift-risk bridge connecting geometric feature deviation to probabilistic feature failure.