Specific prompting techniques now yield cleaner user interfaces from Codex. By refining the input structure, developers can reduce visual bugs and layout errors. This incremental improvement streamlines the frontend prototyping process. Practitioners should focus on descriptive constraints to ensure the model generates functional, aesthetically consistent components without manual CSS overrides.