Full-stack developer in Malaysia, five years in. I work at both ends, but the backend is where I'm strongest — finding the slow query, designing for millions of records, and keeping it up once load arrives.
Currently at Inmagine (123RF) on LLM review pipelines over AWS Bedrock, across datasets past 10 million records. One replaced a week-long manual review queue with a sub-24-hour one; I led the model migration that made running them roughly 3× cheaper.
Mostly TypeScript, Node.js, Python and AWS now — after three years of PHP.
In production:
- riverlevel — live water levels for every JPS station in Selangor
- simpanresit.com — AI receipt scanning for Malaysian tax relief



