Projects

Research and engineering projects — from LLM knowledge conflicts to quantitative trading to game development.

Research

Research Mar 2026 – Jun 2026

ICC Mem/Gen

When a model fine-tunes to believe X but its pretraining says Y — which wins, and can you steer that without retraining?

MSLab · 4-person team

LLM LoRA PEFT Activation Steering Python
Research in progress
Research Jan 2026 – Jun 2026

Algorithm Trading — TWSE

Systematic daily trading strategies for the Taiwan Stock Exchange: signal generation, backtesting, live paper-trading, and a multi-broker execution dashboard.

MIRLab · 3-person team

Python TWSE Quant FinLab Docker Dash Flask
Research Nov 2024 – Dec 2024

E-MoTchi — Emoji ↔ Mandarin NLP

Fine-tuned multilingual LLMs for bidirectional translation between emoji sequences and natural Traditional Mandarin, with a from-scratch dataset built around Taiwan internet culture.

5-person team

Taiwan-LLaMA mT5 LoRA RLHF NLP Python

Projects

Project Apr 2025 – Jun 2025

Bubblo — 2D Platformer

A 2D pixel platformer built in Unity over one semester. Led a 6-person team through 600+ commits — bubble physics, a Wonderland full of caged villagers, and needle creatures that want to pop you.

6-person team · Project Lead

Unity C# OOP Design Patterns Game Dev