Why model versioning is not enough for production AI

Model versioning alone is insufficient for reliable AI production deployments because many components like inputs, prompts, retrieval configurations, and runtime settings independently affect behavior. Effective AI infrastructure requires a versioned release manifest that bundles all interdependent parts, enabling testing, evaluation, and safe rollback.