A new guide details specific prompting techniques to extract cleaner user interfaces from Codex. The method focuses on iterative refinement and structural constraints to reduce visual bugs. Developers can apply these patterns to speed up frontend prototyping. This is a small, incremental improvement for those using the tool for rapid UI drafting.