Never Release to Test: Why we had to shift CI and AI agent governance left
16,300 CI minutes in a single week, 18.9% complete waste, and 22 release attempts for a single app: Why releases were abused as test environments, how AI agents silently ignore uninitialised standards, and how a three-tiered filter solved the problem.
Patrick Lehmann
5 min read