The Engineer
Selected work
Senior AI Engineer at Heineken's GenAI Lab. I build the platforms and evaluation harnesses that keep agentic systems honest, cheap, and reliable at scale.
Projects
Agentic FactoryA local experiment in running a fleet of coding agents safely: routing, an audit record, and the governance boundary deciding what a running worker can touch.
Project IRISAn adaptive interview that turns vague business requests into structured, comparable briefs, then generates a clickable prototype from each one. Aimed at halving a four-week discovery process.
Track record
2025 to PresentHeineken
Senior AI Engineer
- Architected an LLM-as-Judge evaluation framework for a production agentic system serving Heineken's global commerce function, defining custom retrieval and generation quality metrics.
- Built an agentic document-processing system using dual layout- and vision-based extraction with field-level source attribution.
- Developed an agentic software-development harness that lets coding agents work against real specifications through Confluence, Jira, and Azure DevOps.
- Set coding conventions, tooling, and review practices across a 5-engineer GenAI team.
Oct 2024 to 2025AI Singapore
MLOps / Platform Engineer
- Redesigned and standardized CI/CD pipelines across multiple engineering teams, improving deployment reliability and delivery consistency.
- Designed and maintained shared AI platform services, including MLflow and Langfuse.
- Architected and deployed an enterprise RAG platform on Azure.
Oct 2022 to Oct 2024AI Singapore
AI Engineer
- Led a multidisciplinary team of four to build a real-time temporal deep-learning model for hypotension prediction during C-section procedures.
- Built an end-to-end MLOps platform for credit-risk assessment with automated retraining and drift monitoring.
3+
Years shipping
production AI
5
Engineers led
on conventions
3
Systems shipped
end to end