AI Pairing Loops for Senior Frontend Engineers
A practical workflow for using AI to inspect, draft, refactor, and verify without skipping ownership.
Real frontend engineering, not tutorial fluff
Practical deep-dives on design systems, frontend architecture, AI-assisted workflows, and the decisions that happen after the tutorial ends.
Get practical frontend engineering notes, real project lessons, and downloadable resources as they ship.
Problem
Design tokens drift across apps
System
Tokens Studio ↓ Style Dictionary ↓ Panda CSS ↓ Storybook
One source of truth for UI decisions
What you'll find here
Every piece of content comes from real projects — no synthetic examples, no tutorial fluff.
Tokens, components, Storybook, documentation, and UI platform thinking.
Patterns, tradeoffs, folder structures, app design, and production decisions.
Practical ways to use AI tools without handing over your brain.
Downloadable starters, templates, and reusable frontend foundations.
Real-world fixes for annoying browser, tool, API, and deployment issues.
Lessons from senior frontend work, client projects, and product engineering.
Join the newsletter for practical frontend engineering notes, AI workflow experiments, design system lessons, and downloadable resources.
No spam. No fluff. Just useful engineering notes.
Latest
Recent notes on systems, architecture, design tokens, and AI work.
A practical workflow for using AI to inspect, draft, refactor, and verify without skipping ownership.
An anonymous client story about turning scattered interface decisions into a practical design system roadmap.
How to use semantic tokens to keep product UI flexible while still making decisions concrete.
I'm a senior frontend engineer, design system lead, and founder of JG Designs. I build production software, client sites, internal tools, and AI-assisted workflows — then write down the lessons that are actually useful.
These notes are for engineers who are past the beginner tutorial stage and want practical, real-world frontend thinking.
More about me →Credentials