Singapore
AI/ML Engineer with a strong foundation in Electrical and Electronic Engineering, specialising in building production-grade Generative AI and agentic systems. I've shipped AI features used by 200,000+ users, filed 3 patents, and architected multi-agent pipelines — spanning LangGraph, LLMs, fine-tuning, and cloud infrastructure on AWS and GCP. I thrive at the intersection of research and engineering: translating complex AI capabilities into real business value, communicating across technical and non-technical stakeholders, and owning products end-to-end from proof of concept to production deployment. Currently building agentic AI solutions at Temus. Previously at SAP SuccessFactors, where I led Generative AI feature development and pioneered internal AI Agent adoption. AWS Certified, Databricks ML Professional, and always learning.
- Built multi-agent systems using LangGraph for competitor analysis and vulnerability management, with parallel workflows and hallucination mitigation techniques. - Evaluated agent quality using DeepEval with LLM-as-a-judge metrics (relevancy, faithfulness, contextual precision). - Designed an event-driven agentic email pipeline using LangGraph, AWS EventBridge, and AWS SES. - Provisioned AWS infrastructure using Terraform and Terragrunt with reusable, modular configurations. - Built REST APIs to connect agentic backends with client-facing frontends. - Worked directly with clients to gather requirements, present solutions, and translate AI capabilities into business value.