What problem does it solve? AI-generated designs often look generic because the same context that built the artifact also grades it, leading to endless fix-it loops that never converge. This Skill separates the builder from the judges by running independent, fresh-context critics against a written design system until the rendered result passes. ## Core Features & Use Cases - Design System First: Codifies colors, type scale, spacing, motion, and explicit out-of-bounds rules into a reusable brief before any design work begins. - Three Independent Critics: Runs a Brief critic (requirements), a System critic (token consistency), and a Craft critic (visual taste), each with fresh context and no knowledge of how the artifact was built. - Iterative Fix Rounds: Applies numbered, concrete findings and re-reviews with fresh critics until all pass or diminishing returns are reached. - Use Case: Before shipping a landing page or pitch deck, run the loop so the first delivered version passes brand consistency and craft review instead of the tenth draft. ## Quick Start Run the design loop on this landing page screenshot against our design system brief and tell me what to fix.