AI Product Manager in Singapore. I build AI products from discovery through to usable prototypes, and stay close to the customer problem until the workflow is genuinely usable.
Original, fictional insurance-style documents for retrieval, citation, abstention, and document-version testing. This public repository contains corpus data only; it does not include application code, deployments, credentials, personal data, or evaluation results.
An AI operations prototype for WhatsApp-first trial class bookings. The workflow keeps AI state visible, requires human approval and escalates exceptions instead of fabricating a response.
A browser-based aquarium simulator with deterministic ecosystem behaviour, persistence, accessibility support and ambient interaction design.
- Grounded AI experiences with inspectable sources
- Evaluation-led product development
- Customer workflow automation and onboarding
- Prototypes that make product decisions visible