Work Experience
Feb 2026 – June 2026
Taipei, Taiwan
- Optimized and stabilized the FlowAI agentic framework and the RAG system, a planning system for audio processing workflows, including context control and token consumption.
- Fine-tuned large language models to generate structured audio processing pipelines, enabling automated workflow generation within the Flowstudio platform.
- Built automated CI/CD pipelines for continuous evaluation and benchmarking of agent planning performance and the deployment of the agentic infrastructure.
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July 2025 – Dec 2025
Remote
- Developed backend services in Python for a decentralized prediction market, including market creation, order matching algorithm, oracle updates, and on-chain/off-chain integration.
- Built automated n8n workflows with LLM for smart contract vulnerability checks, integrating static analysis tools and alerting pipelines to ensure system security.
- Conducted research and produced analytical reports on various Web3 projects, including protocol architecture, tokenomics, security considerations, and potential use cases.
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Feb 2025 – June 2025
Taipei, Taiwan
- Applied a wide range of machine learning and deep learning models to predict asset returns. Successfully reduced computation time and improved accuracy through linear models, and further enhanced predictive performance using GNU-based neural network implementations.
- Developed an intraday high-frequency trading strategy based on order flow imbalance and liquidity dynamics, achieving benchmark outperformance on GC futures in backtesting.
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June 2024 – Aug 2024
Taipei, Taiwan
- Engineered and selected alpha signals based on financial datasets; optimized factor combinations using feature engineering.
- Conducted event-driven abnormal return studies on public equities.
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文章
這裡會有一些技術分享或是知識記錄，歡迎點進去看看。
Weights & Biases
English2026年8月23日
How to track your ML experiments with Weights & Biases — uploading logs, reading the dashboard, and the features worth knowing.
Mole
English2026年8月15日
A walkthrough of Mole, a command-line tool for reclaiming disk space on macOS, and how to use it to track down Hugging Face and Docker caches.
tmux
English2026年8月10日
A practical tmux guide covering essential window and pane keybindings, plus a commented tmux.conf you can copy.
Learning One Representation to Optimize All Rewards
English2026年8月3日
A single representation that yields near-optimal policies for any reward, no reward needed during training.
Docker
English2026年7月30日
A practical introduction to Docker
System Administration Essentials for Engineers
English2026年7月25日
Linux system administration concepts and tools I actually use day to day