YuehChun (Hugo)

• Built Personal Secretary Agent with ReAct framework and Supervisor pattern for multi-agent orchestration

• Integrated memory functionality, GraphDB for user profiles, and RAG for tool selection

• Architected gRPC-based microservices infrastructure with Protocol Buffers, supporting high concurrency and low latency

• Developed RL (PPO) strategy enhancement for futures trading, achieving 2x RoMaD

• Built Variational Autoencoder for noise reduction and synthetic market data generation

• Created knowledge-based LLM tool using OpenAI API, cutting daily report preparation by 1+ hour

• Architected end-to-end MLOps platform with Ray, scaling RL workloads to 1k GPU nodes, reducing training time by 90%

• Applied adversarial inverse RL to energy control policy optimization, achieving 10% energy consumption reduction

• Deployed edge anomaly detection (Inception V3) on Jetson Nano with MQTT + AWS Greengrass

• Improved CTR by 50% through refined feature selection and enhanced label granularity in telecom AdTech

• Optimized production lines in manufacturing, reducing MAE by more than 55%

• Engineered high-throughput Spark/HiveQL ELT pipeline for TB-scale logs, reducing latency to under 10 minutes

• Built automated analysis applications for COVID-19 contact tracing, traffic analysis, and dynamic reporting

• Coded in Ruby on Rails, accessing web APIs from Facebook, Google, Dropbox, Nexmo

• Learned collaboration workflows using Git version control

• Part-time MIS at NUTC-CSIE: managed department server, established support systems (project exhibition, voting service)

• Associate Programmer at 嵐宇科技: PHP development, database schema design, customer communication

• Associate Programmer at 網通數位科技: built front-to-end web services independently, learned MySQL, PHP, JavaScript, HTML, CSS