Separating agent time from review and waiting is a useful distinction, and publishing calibration intervals plus the misses makes the ranges much easier to judge than a single estimate. One question about external validity: with 67% of runs from one project and three sessions holding 45%, are the 56 held-out sessions split at the project level too? A leave-one-project-out check could show whether the shared session effect generalizes beyond one codebase, rather than mostly calibrating to its workflow.