design

To prevent generic AI-generated frontend design, you must lock a user-approved aesthetic direction before generating any UI mockups or code. This approach enforces strict anti-slop guardrails that ban overused fonts and identical card grids, ensuring a deliberate design identity.

Redesigning an existing interface safely requires a preview-first workflow. You generate a UI mockup for user approval first, which catches layout issues early before porting the approved aesthetic changes directly into your production frontend code.

Frontend design generation supports both direct in-repo code writing and cloud mockups. It routes work to Stitch cloud generation or writes code directly in your repository based on your intent, delivering production-grade, accessible code that passes deterministic validation.

Creating a design system that avoids clichéd AI patterns requires enforcing strict anti-slop rules during development. The system bans generic defaults like purple-on-white gradients, mandates OKLCH color values, and validates against anti-patterns before completion.

Yes, you can use UI mockup generation for an existing Astro repo. The workflow applies a locked aesthetic direction to your project, routing the frontend design work to either cloud generation or direct in-repo code writing to deliver production-grade code.