Projects
Systems with real users and real constraints
The work I keep returning to: software that has to earn trust, survive ambiguity, and still be useful on an ordinary Tuesday.
Honeydew
ActiveAn AI assistant for the calendars, groceries, appointments, and loose ends of family life. Voice, text, and photo requests route through a catalog of 60+ tools.
React TypeScript Node.js OpenAI Whisper WebSockets Vite Vercel
View Project → GiveTide
Acquired 2022The charitable-giving platform I co-founded, built, and ran for five years before its acquisition in 2022.
Fintech Startup Co-Founder Full Stack
AI/ML Spend Controls
Current RoleML-powered fraud detection and spend management at Capital One, where I lead product direction as a Group PM.
AI/ML Fraud Detection Enterprise Product Management
Production AI Research
OngoingBenchmarks built from Honeydew's real prompt and tool schema: where models over-act, where they freeze, and why the expensive ones still fail on ambiguity.
LLM Evaluation Agent Safety Published Methods
View Project →