Audience asks how Schirp defines 'shit in production' — is it just a bug? Schirp reframes: anything that reduces or doesn't contribute to the value of the software stack. A small bug that briefly reduces a contact-form conversion is acceptable; shipping the wrong DB schema that's only discovered five years later is long-lasting damage. 'Bug' is too overloaded — the red zone is what humans have to actually verify to prevent long-lasting damage, and that's what AI can't eliminate without being AGI.