Sandbox operator credentials are prefilled — just press Sign in. This instance runs on a free tier against a throwaway database, so the first request after it idles takes up to a minute to wake.

Read-only views are public on this demo. Mutating actions — training, promotion, rollback, governance — require the operator token. Credentials come from ADMIN_EMAIL / ADMIN_PASSWORD and must be changed for any real deployment.