Specific prompting techniques now yield cleaner user interfaces from Codex. By refining how developers describe layout constraints, the tool reduces visual bugs and CSS errors. This incremental improvement helps frontend engineers iterate faster. It does not change the underlying model, but it streamlines the workflow for those building AI-driven interfaces.