Redesigning discovery for AI Refinery Studio's Library as the catalog scaled from sixteen agents to more than a thousand.
AI Refinery Studio's Library: where people browse, evaluate, and hire autonomous AI agents. The catalog exploded from sixteen to a thousand, and discovery collapsed.
Rebuilt discovery on marketplace patterns people already trust — search, filters, collections, bookmarks — reshaped for judging an entirely new kind of thing.
Shipped as the discovery foundation of the Studio MVP. My first AI project, contributing senior-level design decisions from week one.






