Product judgment
for systems at
scale.
A builder, deeply embedded in infrastructure.
I'm a Technical Product Manager at Microsoft on Azure's Specialized Compute team. I own resiliency, capacity health, and efficiency for a segment of the fleet — the kind of systems enterprise customers depend on and never want to think about. Before Microsoft, I built across the stack: REST APIs and data pipelines at Credit Suisse, analytics dashboards and R Shiny apps at Bain Capital.
"The best infrastructure PM work is invisible — it's measured by the failures that didn't become outages."
I studied Computer Science and Business Administration at Northeastern, where the co-op program let me test-drive careers before committing to one. I grew up in Singapore and moved to the US for college. Outside of work, I build side projects around things I'm genuinely curious about — F1 strategy, personal finance optimization, whatever data problem catches my attention next.
Things I build when I'm off the clock.
F1 Live Strategy Advisor
A real-time race strategy tool that answers the question every F1 fan debates: should the driver pit now or extend the stint? It ingests lap-by-lap timing from the OpenF1 API, models tire degradation from historical races, and computes undercut/overcut windows — surfacing a recommendation with a confidence score, live during the race.
Credit Card Rewards Intelligence
An API that takes your actual monthly spend by category and tells you exactly which credit card — or combination of two — maximizes your annual rewards. Not just "use Amex Gold," but: "You'd earn $340 more per year because 60% of your spend is dining and groceries, where Amex Gold earns 4x." Handles rotating categories, multipliers, and sign-up bonuses.
Where I've spent my hours.
What's on the desk this month.
Where I've been — and where I'm headed.
Let's talk.
If you're building infrastructure products, decision systems, or teams that need technical product judgment — I'd genuinely like to hear from you.