Agents iterate fast; your CI pipeline may not be ready for what that actually costs. More throughput means more test runs, a growing suite, and infrastructure spend that compounds in ways most teams don't catch until someone asks about more than token spend.

AI-generated code can quietly introduce maintainability risks into long-lived Ruby on Rails applications. Here are four patterns engineering leaders should pay attention to.