Specific prompting techniques now yield cleaner user interfaces when using Codex. By refining the input structure, developers can reduce visual bugs and layout errors. This incremental improvement helps engineers iterate faster on front-end prototypes. Better prompt precision directly reduces the manual cleanup required after code generation.