AI-ready is mostly just “good engineering hygiene”, but with a much stronger penalty for ambiguity. LLMs amplify whatever already exists in the repo: -good pa

AI-ready is mostly just “good engineering hygiene”, but with a much stronger penalty for ambiguity. LLMs amplify whatever already exists in the repo: -good patterns become reusable, -inconsistent patterns become chaos generators.