Your engineering org needs an AI slop registry

AI coding tools help engineers make the same mistake faster at scale across every pull request. The problem is code that compiles and looks plausible but is subtly wrong, bloated, or misaligned with what was needed. This includes overengineered abstractions, ignored repo patterns, and calls to nonexistent APIs.