Database schema changes are version controlled in Git and deployed by CI. No schema change is made by a manual ALTER, CREATE, or DROP on dev, uat, or prod. Deployment: ci.yml. Manual rollback: ...

The secure backend API and deterministic scoring/evaluation modules are included in this project. Any future asynchronous workers or heavier ML models must remain separate server-side services and ...