AI Engineer → AI Assurance

Data Science and AI

B.Sci in Data Science & AI (NTU). A rigorous foundation in machine learning, statistics, and AI systems — the lens through which I build and evaluate production AI.

Agentic Systems

Designs and ships agentic systems in industry — from LLM microservices to multi-agent orchestration. Extends this into personal projects exploring the edges of what agents can do.

AI Assurance

Evaluates, adversarially probes, and assures clients' agentic systems across AI-specific risks and security dimensions. Recommends improvements → clients remediate → I verify and close the loop.

AI Assurance Practice

DeepAssure

Built DeepAssure and led AI assurance engagements for HTX, CDL, NTU LKCMedicine, and EarlyBird.

deepassure.ai

Recommendations

Independently dove into AI agents and delivered a working demo — curiosity and drive stand out.

Quickly identifies issues, researches thoroughly, and finds solutions to keep projects moving.

A fast learner who took initiative and improved team efficiency — a great asset to any team.

Built a deployable LLM microservice for on-prem — tangible time and cost savings for the team.