Builder at heart, always learning. I like taking hard problems apart and shipping things that work for real people. I've built ride-hailing products for millions, turned DS notebooks into realtime pipelines, run unconventional coding bootcamps for anyone trying to become a builder, and tried launching a fitness-tech startup before it was cool.
Right now at Aampe, I work on per-user agentic personalization at scale. Every user gets their own AI agent that learns what works for them. Data pipelines, ML systems, experimentation frameworks, product interfaces. The full loop. Outside Aampe, I also build and help others build systems and agentic products using applied AI principles shaped by the people, teams, and customers I learn from across Singapore and APAC. These days I work with my own team of AI agents to build faster and think bigger: building agentic systems by day, working alongside them by night.
I think in systems. I care about the engineering that makes things work, the design that makes them feel right, and the product thinking that connects the two.
Based in Singapore, usually chasing shuttlecocks or spinning table tennis balls. You can find me on GitHub, LinkedIn, X, or reach me via email.
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Four ways into the same body of work: what I am learning, what I have built before, the applied AI systems I am shaping, and the demos I use to think in public.