GitLab proves AI agents can automate legacy rate‑limit migration
A three‑person pod used GitLab Duo Agent platform to rewrite and consolidate GitLab’s dual rate‑limiting codebases into a single labkit‑ruby implementation. The AI‑driven loop generated specs, code, and tests, delivering 30+ merge requests with no downtime, while exposing workflow gaps that humans must still guard.