Transition Guide
You can see the experience. Now prove you can ship the interaction and measure whether it helped.
Why: The hard parts often appear in loading, errors, permissions, edge cases, and real copy.
Practice: Ship one flow with states, instrumentation, and a clear before/after decision.
Suggested resources: AI Coding Workflow: Spec, Build, Review, GitHub Spec Kit, Nielsen Norman Group UX Courses
Why: Taste matters, but a builder can say which behavior improved and why.
Practice: Attach every design change to one behavior, one risk, and one user quote.
Suggested resources: Product Talk, Product Analytics Skill, Lean Analytics
Phase 1 · Weeks 1-4
Turn one design into working UI with loading, empty, error, and success states.
Phase 2 · Weeks 5-8
Design, implement, and measure a change to activation, trust, or retention.
Phase 3 · Weeks 9-12
Show the before, change, metric, user feedback, what failed, and next decision.
