AI Exploration
A space where I experiment with AI tools to compress timelines, explore interactions, and validate ideas faster. These projects show how I use Claude, Cursor, and Framer to move from concept to working prototype in days.
Marlin Hunter
Ripple
Why: Ripple existed as a case study, but I needed to test how the interface would actually feel on mobile and validate core interactions with users.
How: I built a fully functional, responsive prototype using Cursor. I used Claude to think through mobile interaction patterns and edge cases before building. The prototype let me conduct real usability testing instead of getting feedback on static Figma designs.
Result: Testing revealed critical mobile-specific insights:
3 out of 5 users missed the expense breakdown on mobile, even after repositioning it higher on desktop. On smaller screens, it needed even stronger visual hierarchy.
Goal card expandability felt cramped on mobile; users wanted more space to view and edit details.
The prototype helped me iterate quickly and surface insights that would've been invisible in Figma. It proved that vibe coding with Cursor is a faster way to validate UX decisions before handing off to engineering.

