Design Tokens

Your Design System Is Lying to You. Here’s Why AI Keeps Getting It Wrong.

📅 August 24, 2026 📂 AI & Machine Learning

Your design system is lying to you. Components don’t carry meaning—context does. After analyzing 1,014 AI-generated interfaces, we found that the 30% rework rate isn’t a technology problem. It’s a semantic problem. The fix? A semantic domain model that treats components as empty containers and assigns meaning by context. Same button, four different meanings. And AI never has to guess.

AI Design AI-Generated UI Design Systems Design Tokens Frontend Architecture Semantic Design UX Engineering

Design Tokens Are a Lie. Here’s What AI Actually Needs.

📅 July 14, 2026 📂 AI & Machine Learning

Design Tokens only solve visual consistency — they tell AI what color to use, not what that color means. The result? AI generates destructive actions in friendly blue and fatal errors that look like minor warnings. The real problem isn’t visual drift; it’s semantic drift. The fix: a semantic token layer with four namespaces (status, phase, boundary, action), three semantic domains, and immutable boundaries that make design intent machine-executable without losing nuance.

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