Most recently, I built and deployed AI analytics tools for business teams at Pluang, an Indonesian multi-asset investment app. I am good at bridging engineers and executives on technical projects. I grew up in Malaysia and previously studied at NUS.
I have strong interests in writing, design and speaking. Recently, mentorship and lifting.
Some things I hold myself to:
- Keep a high bar for my own work
- Do what I said I would do
- Move fast and expect to fail, then iterate
- Contribute something back
Featured · Now
QueryGPT - Deployed an AI data analyst that answers routine questions for the whole company. Curating the semantic and context layers behind the agent is a team effort. I learned (painfully) to not underestimate evals.
QueryGPT
90% of business users cannot write SQL queries, creating a data bottleneck for even the simplest requests. They need faster, self-service access to insights.
Goals
- Reduce time-to-insight from hours to minutes.
- Enable real-time, 24/7 conversational data analysis through Slack.
Featured · June 2025
LetterKey - Built to help seniors understand their letters in their own languages. Learned to take a product from 0 -> 1 and pitch it on stage. Also checked an item off my wishlist: being covered in national newspapers, radio and TV (Mandarin interview). This mission is now continued by Empower Ageing.
July 2026
Events AI Pipeline - Shipped an internal analytics tool that generates events directly from PRDs and Figma designs. Thanks to Claude, building was easy. Scoping the problem was harder, and so was getting the product managers to use it well.
Events AI Pipeline
For every new feature, a PM works back and forth with the Figma design to tag each interaction — page landing, button click, tab switch.
Cost of poor events
- Expensive time cost. An end-to-end workflow takes 10 days per feature.
- Low QA accuracy. Only ~60% of events pass QA before monthly release.
May 2026
The Good Hack - Organized a hackathon with GoodHub SEA to tackle the problems of an ageing society. Caregivers above 60 were vibe-coding alongside student engineers.
December 2024
Note Buddy - Helped shape the early POC of SingHealth’s clinical digital scribe tool. Voice models were not that advanced then, so the hard part was separating speakers who talked over each other and switched languages mid-sentence. Note Buddy is now used by thousands of healthcare staff in Singapore.
June 2024
Container Load Optimizer - Solved a supply chain optimization problem in Python at Procter & Gamble. Learned how to read math papers and turn them into code. Realized I prefer a career with more human interaction (not computers), and that good documentation matters.
January 2024
Student Exchange - Spent half a year living in a culture (and vibe) completely different from Asia's. Travelled around the US and watched my first live NBA game.
May 2023
Resident Assistant - My fondest memories of college, and my first home in Singapore. Organized events that brought local and international students together.
