EXPERIENCE
AI Engineer (Contract)JUL 2025 – JAN 2026
INDOCHINA HERITAGE TRAVEL · SINGAPORE
- Contributed to $200K in closed sales by automating the end-to-end proposal pipeline, cutting prep time by 60% and accelerating the sales cycle.
- Built an LLM + n8n agentic workflow that converts Zoom meeting transcriptions into structured client proposals, eliminating manual write-ups across the sales team.
- Shipped an LLM-powered sentiment analysis pipeline on client emails, auto-generating branded XeTeX PDF reports delivered via WhatsApp to help the sales team track and prioritise active client conversations.
Research Assistant (PT)JUN 2025 – DEC 2025
NIE · SINGAPORE
- Built a RAG analytics platform to support teacher reflection, surfacing accurate utterance-level breakdowns across 100+ lectures to reduce reliance on memory-based counts and manual review (React, Next.js, FastAPI, LangChain, Azure OpenAI).
- Improved retrieval accuracy and response relevance by implementing multi-tier RAG with agent routing aligned to Singapore Teaching Practice frameworks.
- Built a sandboxed Matplotlib environment for the chatbot to generate inline graphs of utterance distributions across teaching practice categories on demand.
AI Engineer InternJAN 2024 – MAY 2024
PANASONIC R&D · SINGAPORE
- Achieved 80% similarity to real energy consumption data by training WGAN, WCGAN, and DCGAN models on AWS SageMaker and EC2 GPU infrastructure.
- Generated synthetic HVAC time-series datasets that directly fed downstream predictive optimisation models, reducing dependence on scarce real-world data.
RESEARCH
FYP · KAN-Enhanced GNNs2024–25
NTU · PROF. CHEN LIHUI
- Designed GCNKAN and KANGraphSAGE by replacing MLP activations in GNN architectures with KAN layers, achieving 80.8% on Cora, 79.2% PubMed, and 70.4% CiteSeer.
- Demonstrated improved ROC-AUC and interpretability over baseline GraphSAGE, while identifying tradeoffs including 10x parameter overhead and increased overfitting susceptibility.
Fine-Grained Image Recognition2023–24
NTU · PROF. JIANG XUDONG
- HSE framework on ResNet-50 · cascaded branches across 4 hierarchy levels.
- 81.3% top-1 CUB200-2011 · 83.7% Butterfly-200 · bilinear pairwise interactions.
SELECTED PROJECTS
SEC Insider Trading Detector2025–
Automated SEC EDGAR Form 4 monitor with LLM-powered multi-factor scoring across insider history, transaction size, role seniority, earnings proximity, and market sentiment. 160+ positions tracked · ~15% avg PnL · +50% to +800% returns over 20–60d holds.
GrowthOS Knowledge MCP2025
LLM-wiki style FastMCP server that plugs into Claude to aggregate and persist learnings into user-specific Supabase buckets. Hybrid vector + keyword search across 500+ indexed items.
Slay the Semester2026
Cambridge × Incubed EduTech Hackathon · Slay the Spire-inspired gamified assessment platform · LLM battle evaluator · 3 difficulty tiers · 3 days to ship.
EDUCATION
M.S. Artificial Intelligence2026–27
UTS · SYDNEY
Adv NLP, Reinforcement Learning, Adv Data Analytics, Cloud & SaaS, SAS Predictive Analytics.
B.Eng. Electronic & Electrical Eng2021–25
NTU · SINGAPORE
Dean's List AY23–24, AY24–25 · ML & Data Specialisation.
DSP A+ · Image Processing & CV A+ · Pattern Recognition & DL A · ML Design A+ · Computational Intelligence A+.
SKILLS
LANGUAGES
PYTHONTYPESCRIPTSQLJAVASCRIPT
LLM / AI
LANGCHAINRAGAZURE OAIMCPPYTORCH
SYSTEMS
FASTAPINEXT.JSPOSTGRESDOCKERSUPABASE
ACHIEVEMENTS & LANGUAGES
Achievements
IdeasJam 2023 2nd Runner Up · RPA x GenAI Hackathon 2024 (SimplifyNext / NTU) 2nd Runner Up
Languages
Native English (IELTS 8.5) · Native Vietnamese · Conversational Mandarin Chinese