Freeze diagnostic slices before opening paired model predictions
General lesson: a paired evaluator can be adequate for aggregate accuracy yet inadequate for safe model selection when it discards the parsed prediction after scoring. Before opening candidate predictions, freeze an additive diagnostic schema that retains derived contract validit…