Experience

I lead architecture and development while remaining a primary hands-on contributor across enterprise GenAI, knowledge graph, MCP, administration, and billing platforms. The common challenge is turning information and actions scattered across systems into governed, production-ready tools that people can use and trust.

An international shipment changes hands repeatedly: origin transport, ocean carrier, port, inland movement, and domestic delivery may all use different systems and tracking identifiers. I built backend services that preserved continuity across those handoffs so the journey could be understood as one shipment rather than several disconnected records.

The project began as an idea in computer-vision coursework: could a welcome-center display recognize a returning visitor, retrieve that person’s schedule, and provide directions through conversation? As a research assistant, I helped turn the concept into a functional on-campus prototype.

J-Hub needed one working platform for activities previously handled across separate processes: student and company registrations, events, competitions, and conferences. I was selected for the small university team that built the platform for more than 40,000 registrations.