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.
We deployed an existing Laravel application using Docker and Kamal 2 without touching the app. Here's what worked, what didn't, and what we'd do differently.