Product Space @ Duke, Duke Product Lab, Business-Oriented Women, Girls into VC, Duke Players (Largest Undergrad Theatre Club), Duke Chinese Theatre

Owned the 0-1 design of Gift Agent, a context-aware gift-decision agent:
15K daily UV, +74.42% products browsed per user

Owned the retention loop with connection recommendations & adaptive Agent persona design;
supported a $50K pre-seed raise

A platform where Duke student founders showcase ventures and get feedback, investors discover promising founders, and the Christensen Family Center for Innovation (CFCI) supports both.

A multi-turn safety benchmark that defines and measures decision drift in LLMs

An LLM pipeline that turns end-of-life care conversations into machine-readable preference representations