Things I've built.
A mix of AI product work, fintech experiments, and a couple of things I made simply because the problem was fun. Each one has a short write-up of the thinking behind it.
AI Servicing Intelligence
Turns raw customer complaints and support transcripts into ranked product opportunities and PRD-ready briefs.
Clusters complaints, ranks themes by opportunity, and exports a PRD draft instead of a dashboard.
- AI workflow design
- Customer research
- Fintech
NextGen Capital RAG Intelligence
A retrieval system for answering questions over financial documents, built so retrieval quality and evaluation are first-class concerns.
Answers are grounded in cited sources, and quality is measured rather than assumed.
- RAG
- Evaluation
- Trustworthy AI
DocBridge AI
A pre-RAG normalization pipeline that cleans messy enterprise documents before anything reaches the vector database.
Documents are cleaned, confidence-scored, and routed before ingestion — not after hallucinations appear.
- Document AI
- Pipeline design
- RAG infrastructure
Badminton Pairing
A pairing and rotation tool for fair doubles badminton — no login, no backend, runs entirely in the browser.
Balanced matchups, rotating partners, hard constraints respected — all in a mobile browser.
- Constraint logic
- Fairness design
- Consumer utility
Chess Tic-tac-toe
A small strategy game that keeps the readability of tic-tac-toe while borrowing movement and capture ideas from chess. Playable against a bot or online with a friend.
Easy to pick up, harder to master — playable solo against a bot at four difficulty levels, or online with a friend over a shared room code.
- Rules design
- Interaction design
- Prototyping