AI Pairing Loops for Senior Frontend Engineers
A practical workflow for using AI to inspect, draft, refactor, and verify without skipping ownership.
Practical notes for working developers: design systems, production frontend patterns, AI-assisted review rituals, and reusable kits.
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A practical workflow for using AI to inspect, draft, refactor, and verify without skipping ownership.
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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.
A field-tested checklist for routing, state, data loading, boundaries, and operational risk.
A short MDX demo showing how semantic tokens make theme behavior easier to inspect and teach.
An anonymized field note about the first audit that showed me a design system starts with repeated decisions, not a component wishlist.
A field-tested workflow for using AI as a reviewer without outsourcing engineering judgment.
A practical starting point for building a design system that survives real product work.