Every design system team is having the same conversation right now, and nobody can back it with numbers.

Treat a folder of markdown files as records in a database—the pattern behind Obsidian Bases, Notion-style workflows without lock-in, and more.

How we measure design system adoption and how the graph keeps going up anyway.

Latent flaws, hindsight bias, and operator adaptation. Offering product teams a framework for system safety.

If you don’t want your AI agent to choke on your design.md, stop putting your entire design system into one file.

A classification that forces teams to document implementation logic for sustained product consistency.

A field study of how 20 open-source design systems and 6 platforms make themselves readable to AI agents.

Avoid the fraught model that will set your design system back.

You’ve taught agents your design system. You still don’t know whether they’re following it.

Browse independent design system analyses from popular websites. Drop one into your project as design reference for your coding agent.

An open source design system that is fully customizable and agent ready.

A design system can only raise the quality floor.

Codebases deteriorate quickly when automated agents generate user interfaces without canonical constraints.

For years, design system work lost the roadmap fight quietly. Config 2026 made the losing loud. That changes who has to care.

Authored change has outpaced the review model, and that breaks more than it looks.

How strict visual systems prioritize automated rules over contextual quality.

How prioritizing standard HTML features reduces maintenance and enhances long-term interface stability.

Microsoft's guidance for adding haptic feedback to improve clarity, support inclusion, and create more intuitive experiences.

Reopening every decision you left implicit, and settling it without you.

The technical preparation is well underway. The organisational questions it creates are a different problem entirely.