01Named taxonomy of 39 AI design failure 'tells' documented for web and image outputs.
02Brief compiler to transform structured design intent into constrained system prompts for AI models.
03Source linters for HTML, CSS, and SVG to detect common AI-generated design flaws.
04Live-model evaluation suite for controlled, reproducible raw vs. compiled comparisons across various AI models.
05Vision critic utilizing multimodal AI to score rendered design samples against visual quality rules.
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