Disclosure Versioning & Updates

Version disclosures (model cards, system cards, transparency reports) like code rather than as one-shot publications. Learn change-management discipline, deprecation, the public-changelog pattern that preserves comparability, regulator-notification triggers when material changes happen, the back-fill question on existing artefacts, and the governance ritual that keeps the disclosure surface honest.