pivot

Use when writing Pivot pipeline stages, seeing annotation errors (Dep, Out, Annotated), loader mismatches, "cannot pickle" errors, DirectoryOut validation failures, or IncrementalOut path mismatches

Use when testing Pivot fingerprint correctness against a real pipeline, hunting for undetected code changes that cause stale cached outputs, or validating Change Detection Matrix claims against production code