AI ENGINEER · SOFTWARE ENGINEER
I build AI systems that make it into production.
I spent three months at UCLouvain researching large language models — the gap between a benchmark score and a system people can actually use. Before that, four years shipping mobile and web products as a developer.
Now MSc Computer Science, ITC · open to AI roles
Selected work
4 projects · 1 live site
01 — LLM Job-Skill Extraction
An LLM pipeline that turns 6,607 crawled job pages into a ranked skill inventory, then measures how well a degree programme covers real hiring demand.
- LLM extraction
- Retrieve-then-verify
- BGE embeddings
- Evaluation
- Python
02 — PC Arena Shopping Assistant
A live PC-hardware storefront for the Cambodian market with an in-page shopping assistant — and the deterministic harness that measures whether its retrieval actually works.
- RAG
- Agent
- Tool calling
- Retrieval eval
- Next.js
03 — Khmer Chess
Ouk Chatrang — Cambodian chess — as a mobile app, with an on-device engine ladder, daily puzzles and ranked online play.
- React Native
- Game engine
- Offline-first
- Passwordless auth
04 — Trash Image Classification
Six waste classes, three models, one dataset — plus a smart-bin demo that classifies whatever you hold up to the webcam.
- Image classification
- EfficientNet-B0
- Real-time inference
- PyTorch
Experience
- Apr–Jun 2026
AI Research Intern · ICTEAM, UCLouvain
Three-month ARES-funded research stay in Belgium: LLM pipelines for structured skill extraction and curriculum–market alignment.
- 2023–25
Senior Mobile Developer · CheckinMe
Led React Native delivery for the product used across the company's venues.
- 2022–23
Frontend Developer · Pathmazing
Built Vue and Nuxt interfaces for client web products, from design hand-off to release.
- 2021–22
Web Developer · SALATECH
Shipped internal web tools and maintained the company's Node services.
Skills & study
AI / ML
- LLMs
- PyTorch
- RAG
- Embeddings
ENGINEERING
- React Native
- Vue / Nuxt
- Node
- FastAPI
- PostgreSQL
MSc Computer Science · ITC
2025 – present · thesis defence Sept 2026
Engineer's degree, Software Eng · ITC
2017 – 2022
EVENTS
Singapore AI Safety Red Teaming Challenge
Red Team Cambodia · Jan 2026
IMDA's multilingual, multicultural red teaming exercise: testing AI applications for data-leakage risks in English and Khmer, alongside teams from 14 Asian countries.