hallmark

To avoid AI slop in UI design, enforce macrostructure diversity, token-based color and typography rules, and pre-emit critique. This ensures outputs look handmade and ship-ready rather than algorithmically generic.

Auditing UI code for token compliance involves analyzing existing project context against a governed token system. This process checks color and typography rules, ensures accessibility, and applies pre-emit critique to maintain design integrity.

Yes, you can study designs from URLs or screenshots by analyzing visual context. This extracts macrostructure and token patterns into a portable design.md file, enabling handoff to other AI tools or redesign workflows.

Applying a custom brand theme requires selecting the custom theme option within a governed token system. This enforces specific brand palettes while maintaining strict token discipline for color and typography across outputs.

Yes, the design workflow explicitly prevents unwanted edits to production code. It focuses on producing ready-to-ship pages, auditing existing code, and generating a portable design.md export without directly modifying the live codebase.

Generated UI lacks macrostructure diversity when the workflow fails to enforce varied layout patterns. To fix this, the design process must explicitly apply macrostructure variety alongside strict token-based color and typography rules.