40% → 0.3% detach rate
Figma components used to drift from code in 40% of cases. After the FORK token architecture, detach dropped to 0.3% across 8 products.
Tina Singh / UX + AI practice
Senior UX/UI Designer who builds with AI and owns the quality. Five case studies showing how I use AI for the heavy lifting while keeping design judgment, security, and QA in human hands.
Selected work
Each one backed by a number, an artifact, or a failure on record. The war stories tend to be more useful than the wins.
A local context harness that manages what AI sees and versions everything in git. Built through conversation.
A11y backlog was blocking revenue. Built a pipeline with Claude Code so fixes could ship without pulling engineers off their roadmap.
Asked Claude to evaluate its own work. It omitted the two worst mistakes. Now I audit the audit.
Stopped tokens from chaining through each other. 94k in production. 0.3% detach rate.
Built this site with AI. Found four bugs Claude introduced and zero it caught. This page is the proof.
By the numbers
Every claim has a number or an artifact behind it. If a sentence could appear on anyone's portfolio, it gets cut.
Figma components used to drift from code in 40% of cases. After the FORK token architecture, detach dropped to 0.3% across 8 products.
When AI breaks the same rule twice, I stop prompting and write a constraint document instead. 36 reusable skills that enforce design intent structurally.
Design tokens powering 8 products, with 369 Figma files scanned bimonthly for drift. 15 component specs written in agentic format so AI tooling can consume them directly.
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