FRESH THOUGHTS
Codebase indexing for design systems agents
Without a map, AI explores. With a map, AI navigates. The difference is determinism.
Design system documentation as structured metadata
An approach for structured data that AI agents can query to understand when and how to use components correctly.
Towards an agentic design system
Does AI-ready infrastructure just make AI a better user of design systems, or does it enable something fundamentally different?
Can You Actually Systematize AI-Assisted Design Workflows?
AI prototyping powered by your actual design system, token-aware generation, component libraries that propagate updates. The whole deal.
Stop Thinking About It and Just Build It
I'd been sitting on the idea of building Figma plugins. A workflow frustration gave me the push to actually do it.
Design-to-Code Playbook
A systematic approach to implementing design with AI tools
How I collaborate with AI has evolved
From information retrieval to infraestructure building.
Figma Variable Settings for Design-to-Code Workflows
Add machine-readable metadata that tools consume directly.
Building an AI-Ready Design System
How I accidentally created a RAG pipeline for design systems. But, does it work?
Teaching AI to use your Design System
AI-ready metadata is the semantic layer that helps AI models reason about your design system.
A Claude Skill for Structured Thought Process
When you activate it, you question your assumptions. It's unopinionated about direction, but opinionated about process.
AI Ideation Framework: From Vibe to Spec Design
A structured tought process for working with AI in any context and tool.