EXPERIENCE
AI Engineer (Contract)JUL 2025 – JAN 2026
INDOCHINA HERITAGE TRAVEL · SINGAPORE
- LLM + n8n automation: meeting transcription → structured proposal generation; cut prep 60%.
- Multi-step agentic workflows with conditional routing & iterative prompt refinement.
- Sentiment-analysis pipeline on client emails → PDF reports for account managers.
Research Assistant (PT)JUN 2025 – DEC 2025
NIE · SINGAPORE
- Full-stack RAG teaching analytics: React, Next.js, FastAPI, LangChain, Supabase, Azure OpenAI.
- Multi-tier RAG with agent routing across 100+ lectures · Singapore Teaching Practice aligned.
- Streaming MCP conversation interface · SharePoint prototype → production web app.
AI Engineer InternJAN 2024 – MAY 2024
PANASONIC R&D · SINGAPORE
- Comparative GAN study (WGAN/WCGAN/DCGAN) for synthetic energy time-series.
- Trained on AWS SageMaker + EC2 GPU · 80% similarity to real consumption (KL Airport).
- Generated synthetic datasets for HVAC predictive optimisation models.
RESEARCH
FYP · KAN-Enhanced GNNs2024–25
NTU · PROF. CHEN LIHUI
- Designed GCNKAN & KANGraphSAGE — KAN layers replacing MLP activations.
- 80.8% Cora · 79.2% PubMed · 70.4% CiteSeer · beat GraphSAGE on all benchmarks.
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–
n8n + SEC EDGAR · 66+ active positions · multi-factor scoring with +50% to +800% returns over 20–60d holds.
GrowthOS Knowledge MCP2025
FastMCP on Railway · 500+ items · hybrid vector + keyword · sub-second queries.
Slay the Semester2026
Cambridge × Incubed Hackathon · LLM-evaluator card battles · 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
GPA 4.28 · 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
- NTU EEE GPA 4.28 · Dean's List ×2
- KANGraphSAGE — 80.8% Cora · 79.2% PubMed · 70.4% CiteSeer
- HSE-ResNet50 — 81.3% CUB200 · 83.7% Butterfly-200
- Panasonic GAN study — 80% similarity to real energy data
- SEC Insider live in production · 66+ positions tracked
- 500+ items indexed in GrowthOS MCP