Summary
Kevin Toh is an Associate Software Engineer with eight years of experience focused on turning modern ML ideas—especially deep learning, multimodal AI, and LLM-driven pipelines—into production-ready systems. He has built end-to-end AI workflows that reduce business turnarounds from days to minutes, combining schema-driven data quality, agentic LLM tool control, and cloud orchestration on AWS. His background spans research and product engineering, from LLM QA for long structured documents at A*STAR to backend integration for healthcare trials and custom BLE protocols at NUS. Kevin enjoys unpacking architectural ideas like attention and latent representations and translating them into reliable, observable services that stakeholders can trust. Based in Singapore, he blends academic rigor with practical deployment experience and an eye for instrumentation that surfaces failure modes before they affect users.
8 years of coding experience
2 years of employment as a software developer
Diploma with Merit, Information Technology, Diploma with Merit, Information Technology at Ngee Ann Polytechnic
Bachelor of Computing, Computer Science, Bachelor of Computing, Computer Science at National University of Singapore