Jul 2026 · field notebook · AI engineer · GIC, NUS
Singapore··:··:··Selected works
All roles ↗- 01Jan 2026 → now
GIC
AI Engineer
● nowBuilt an internal agentic CLI agent and a sandboxed Chainlit assistant over proprietary models, with 8 custom tools, multi-agent orchestration, and skill-routing, giving an 11-person team AI tooling where classified-data constraints rule out Copilot. Engineered step-level guardrails via custom hooks that audit and validate every agent action, and designed an agentic audit pipeline that queries Snowflake and SharePoint as tools, runs ETL, and generates audit-ready reports from plain-English prompts, automating two previously manual data sources from hours to near-instant.
gic.com.sg ↗ - 02May 2025 → Dec 2025
Interactive 3D Lab
Swift Developer, Apple Vision Pro
Co-inventor of a multimodal tracking framework (patent application in progress) for hand-eye coordination assessment in stroke rehabilitation, unifying Apple Vision Pro and iPhone into one tracking surface at 89% cross-device accuracy, 30 fps, and sub-millisecond latency (Swift, RealityKit). Ran controlled user studies with healthcare practitioners and iterated system design from empirical findings. Co-author on a research paper in preparation.
i3d.design ↗ - 03Aug 2024 → Dec 2025
NUS Computing
Undergraduate Teaching Assistant
Three semesters across CS3230 (Design & Analysis of Algorithms), CS2040S (Data Structures & Algorithms), and CS1231S (Discrete Structures). Coached students through dynamic programming, graph algorithms, and complexity analysis. 4.8/5.0 teaching effectiveness rating vs 4.2 faculty average; named to the NUS Honour List of Student Tutors.
comp.nus.edu.sg ↗ - 04May 2025 → Aug 2025
National University of Singapore
Orbital Programme Advisor
Effectively a TA for a full semester-long software-engineering project: advised 12 student teams across the whole build: architecture, implementation planning, code review, and release management. All 12 projects passed at or above their targeted grade level.
nus.edu.sg ↗
Projects, annotated
All projects ↗A small contact sheet
Full archive ↗



Here, currently
- building an agentic CLI tool at GIC
- reading Designing Data-Intensive Applications
- optimizing a reasoning pipeline on clause-extracted data
- drafting a paper on multimodal hand tracking for stroke rehab
- badminton on wednesdays
- three F1 tabs open somewhere
- chess, mostly blitz, losing honestly
- photographing whatever the light does
If any of this reads like something you'd want to talk about, models, optimization, pipelines, or a quiet photograph, write to me. I reply.
