How to Get the Maximum Value Out of This Framework
Having built and iterated on this prompt through multiple production edge cases, here are the exact execution strategies I recommend depending on your workflow:
1. The Human-in-the-Loop Workflow (Recommended for Chat UI)
Run it in two separate chat threads: Don’t let long conversation history degrade your test accuracy. Run Phase 1 in Thread A to get your gap analysis and critical questions. Review the gaps, clarify what you can, and then update your original requirement text.
Start Thread B for Phase 2: Open a fresh conversation, paste the updated requirements + this framework, and jump straight into generation. This completely eliminates context drift and keeps the LLM laser-focused on state mutation rules.
