AI Device Change Passports

Projection: every adaptive medical device will carry a machine-readable change passport: approved modifications, training-data shifts, evaluation results, version lineage, and rollback conditions. Before an update reaches patients, a hospital could compare it with the exact configuration that earned validation—and reject silent replacement wearing familiar software’s name.