How we used AI agents to migrate GitLab rate limiting

A small team at GitLab spent the past few weeks running an experiment: Could we use AI agents to migrate part of our legacy rate-limiting system without dropping the safety bar? They can also expose weaknesses in how you usually work. The pod, the loop, and the observability mattered more than the agents.