stitch-design-taste

To stop AI from generating generic UI designs, you need to enforce strict design system specifications that ban common AI clichés like neon gradients and pure black. This ensures premium, non-generic output by applying strict typography, color, and motion constraints.

To generate a design system specification for AI-driven screen generation, create a DESIGN.md file acting as a single source of truth. This enforces premium aesthetics, hardware-accelerated performance, and intentional spatial layouts for your frontend workflow.

Yes, you can use design tokens to enforce hardware-accelerated performance in frontend engineering. By defining strict motion constraints and responsive grid-first layouts, the design system ensures your UI maintains high performance across devices.

Common UI anti-patterns to avoid when building a SaaS dashboard include neon gradients, pure black backgrounds, and generic serif fonts. Banning these AI design clichés ensures your dashboard maintains a clean, asymmetric, and professional aesthetic.

Yes, this design system approach works for high-density developer tool dashboards. It generates semantic specifications enforcing strict adherence to typography, color, and spring-physics motion constraints required for complex, asymmetric layouts.