AI in CI/CD

GitLab shipped a real migration with AI agents and wrote up what actually broke

GitLab's engineering post walks through using its Duo agents to unify two rate-limiting paths across 121 keys and 95 call sites, wrapped in a spec-and-review loop with one honest shadow-mode incident along the way. Here is what a DX-minded reader can lift from it.