Singapore
building ai agents
• Developed workflow automation solutions using n8n, reducing processing time from 25 to 5 minutes. • Streamlined financial invoice reconciliation through API integrations with Xero, Google Drive, and Browserless. • Built machine learning pipelines for IMU sensor data to predict patient's knee health status, achieving an AUC-ROC of 0.84 on the test set. • Designed and deployed full-stack end-to-end ML inference web application on Fly.io using React, TypeScript, FastAPI, Docker, and Supabase. • Built a progressive web application for GATOR2 medical devices using Astro, Svelte and ElysiaJS. • Conducted systematic device testing and debugging across frontend, backend, and firmware, identifying and analyzing performance bottlenecks including heating and bandwidth issues through controlled experiments and data analysis. • Performed knee health assessments at corporate roadshows for Samsung and Cisco, gaining hands-on experience in real-world medical device deployment and customer engagement.
Teaching Assistant for IS3103 - Information Systems Leadership & Communication.
Lead the 19th Mono, 3rd Guards Signal Platoon