You drop your “code review” prompt from last quarter into a fresh repo. It starts hallucinating module layouts, misses the main issues, and spits output your CI cannot parse. That scenario cost me an afternoon and a rollout last year. You don’t need vague “better” prompts. You need prompts that behave like code: parameterized, versioned, …