Use after substantial web projects or repeated design defects to convert evidence into reusable skill improvements through root-cause analysis, regression scenarios, and controlled proposals without silently changing the core OS.
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See how to installReview the instructions the agent will receive before you install.
For each meaningful defect or success:
Never mutate core skills merely because one critic disliked an aesthetic choice. Design rules need repeated project evidence, documented external evidence, or a clear reproducible failure mode. Record provenance and evidence level for benchmark-derived rules. Keep project-specific tastes in the project design system.
Read references/learning-record.md for the record shape.
Read ../../../evolution/README.md before operating the daily evidence pipeline.
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Use for release-level accessibility and performance review, including WCAG 2.2 AA, keyboard/focus, target size, reduced motion, semantic controls, Core Web Vitals, images/fonts/JavaScript, and animation or 3D performance budgets.
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Use to audit a generated or heavily templated interface for generic AI aesthetics, unjustified trend patterns, component-registry residue, vague copy, repetitive motion, novelty theater, or visual decisions that lack brand/UX rationale.
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Use when a website needs a strong visual point of view, distinct concept routes, composition, typography, color/materiality, imagery direction, spatial rhythm, or a memorable signature idea.
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Use when deciding whether to implement UI from native HTML/CSS, accessible primitives, shadcn-style source components, or visual component registries such as 21st.dev, Aceternity, React Bits, Motion Primitives, Magic UI, or Animate UI.
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Use when the design concept calls for Three.js or React Three Fiber 3D, WebGL/WebGPU, Rive, Spline, Theatre.js, SVG, canvas, shaders, particle systems, or other immersive creative-web techniques.
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Use as an independent design-review pass after rendering a website; evaluates macro, meso, micro craft, applies the Design Quality rubric, identifies root causes, and prioritizes changes without defending the implementation intent.
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