I’m an AI/ML Engineer focused on building secure, production-ready AI applications. My work spans LLM integration, RAG, agentic workflows, AI guardrails, full-stack development, and enterprise authentication. I work across Python-based backend services, modern web frontends, data integration, and governed access to turn complex requirements into practical AI systems. My background also includes deep reinforcement learning research and a peer-reviewed first-author publication.
- 🎓 Thesis: Risk-Aware Motorcycle Interaction in Mixed Traffic Flow via Deep Reinforcement Learning.
- 🛠 Expertise: LLM-driven engineering workflows — directing AI coding agents to build and ship production software.
- 💡 Passion: Solving complex problems through practical, AI-accelerated software solutions.
- 🎌 Current Focus: AI/ML Engineering — designing and shipping software through AI coding agents.
| Area | Technologies |
|---|---|
| Enterprise AI & LLM Systems | LLM Integration, RAG, Agentic Workflows, AI Guardrails, Local LLMs |
| Machine Learning & Deep Learning | Machine Learning, Deep Learning, Deep Reinforcement Learning, PyTorch, TensorFlow |
| Applied AI Research | Reward Shaping, Curriculum Learning, Ray-based Perception, Risk-Probability Mapping, Local Path Planning, Collision Avoidance, Ablation Evaluation |
| Backend & Data | FastAPI, REST APIs, PostgreSQL, Data Integration |
| Frontend | React, TypeScript, Modern Web Interfaces |
| Identity & Security | Microsoft Entra ID, SSO, RBAC, LDAP |
| Cloud & DevOps | AWS, Linux, Git, GitHub Actions |
| Languages | Python, TypeScript, JavaScript, SQL, C, C++, C# |
| Graphics & Simulation | Unity 3D, Unity VR, Computer Graphics, Image Processing, Animation, Traffic Simulation |
- AI Simulation: Developed navigation models to simulate complex motorcycle behaviors in mixed traffic.
- VR Development: Core developer for a VR English learning system, optimizing rendering for high-frame-rate experiences.
- Teaching: Former TA for Data Structures and OOP (C++) at NYCU.
- Email: frobel0520@gmail.com