This framework formalizes a workflow that consistently produces clean, professional, and maintainable software when working with AI coding agents. It is designed to minimize hallucinations, scope drift, and “AI slop” while preserving velocity and creative leverage.
The core idea is simple: treat AI as a highly capable but short-term contractor that must be re-briefed from first principles at every meaningful phase of work.