Building AI products, not just prototypes.
My work today focuses on taking AI systems from an idea to something that can actually operate reliably in production.
That means thinking beyond the model itself — product requirements, architecture, data flows, agent orchestration, reliability, performance, infrastructure, and the engineering practices required to keep everything running.
I currently work on Hupo's AI sales-enablement platform, building AI roleplay and coaching experiences for enterprise sales teams across Asia.
