AI code quality management: Guardrails, hooks, and Open Source

AI is letting teams produce code at a pace we’ve never had to govern before, and “we’ll review it later” doesn’t scale when later arrives after thousands of lines and dozens of commits. In this episode of Pop Goes the Stack, F5's Lori MacVittie, Joel Moses, and Elijah Zupancic tackle the operational problem behind the productivity boom: how enterprises manage AI-generated code quality without turning security and reliability into an afterthought.

They make the case that shipping low-quality software has always been a form of malpractice; AI just accelerates it. Elijah introduces the “slow…