Resume / Experience
The evidence behind the headline.
A condensed view of my publication, experience, leadership, education, and current learning direction.
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Publication
Research output
This publication is one of the clearest indicators of my research trajectory and technical depth.
LLM-NSMA: An Intelligent Monitoring and Analysis Framework for Kubernetes Based Edge Network Services
Lin, H.-C., Lin, J.-H., Baghban, H., & Goetz, M. (2026).
Accepted for publication and presentation at the 2026 8th International Conference on Computer Communication and the Internet (ICCCI), Okayama, Japan.
Acceptance rate below 55%. This is a strong differentiator and should stay highly visible on the site.
Experience
Professional and project experience
Active and recent work comes first so the strongest signals are easy to scan.
Nov 2025 - Present
AI Engineer
EMBA AI Education Platform, College of Management, CGU
Developing an advanced AI-assisted learning platform for EMBA students with task-specific agents and workflow-oriented AI support.
- Built with Dify, RAG, and multiple LLM toolchains.
- Designed agents that provide personalized help and troubleshoot learning challenges.
- Worked on making AI support useful for non-technical users in a real academic environment.
Aug 2025 - Present
Research and Development Collaborator
AI Smart Traffic Analysis System, Dong Dian Environmental Safety Technology Co., Ltd.
Participating in applied AI research and development with an industry partner on traffic-flow analysis work.
- Joined the R&D effort for an AI smart traffic analysis system.
- Extended research-oriented thinking into an external, operational context.
- Learned to adapt technical work to real-world constraints and collaboration needs.
Jul 2024 - Present
Undergraduate Researcher
LLM-NSMA Framework
Focused on observability, LLM-assisted analysis, and research-quality system design for Kubernetes-based edge services.
- Architected monitoring infrastructure with Kubernetes, Prometheus, and Grafana.
- Designed intelligent analysis workflows using LLMs for diagnostics and performance evaluation.
- Co-authored work accepted to ICCCI 2026.
Leadership & Service
Experience beyond project delivery
Leadership and teaching add context to how I execute, communicate, and support others.
Sep 2024 - Jun 2025
Team Captain
CGU Men's Varsity Basketball Team
Led training schedules, coordinated tournaments, and acted as a bridge between coaches and student-athletes.
- Directed team organization and communication as captain.
- Co-organized multiple campus-wide basketball tournaments.
- Led the team to a top-9 national ranking in the UBA Division III tournament.
Spring 2025
Teaching Assistant
Programming for Health Applications
Supported students in learning programming concepts within a health-related application context.
- Helped students debug and understand course material.
- Practiced translating technical content into approachable guidance.
Fall 2025
Teaching Assistant
General Chemistry Laboratory
Assisted with laboratory teaching support and chemical handling instruction.
- Supported lab operations and teaching delivery.
- Strengthened my habit of precision, responsibility, and clear explanation.
Education
Academic background
My academic background supports the project and research work shown elsewhere on the site.
Sep 2026 - Expected Jun 2028
Master of Science in International Master's Program in Artificial Intelligence
National Central University, Taoyuan, Taiwan
Graduate study beginning in September 2026, focused on Artificial Intelligence with growing emphasis on applied systems, research depth, and interdisciplinary learning.
- Will begin the program in September 2026 after graduating from Chang Gung University in June 2026.
- Will build on undergraduate research and applied project experience in LLM systems, observability, and AI workflow design.
Sep 2022 - Jun 2026
Bachelor of Science in Artificial Intelligence
Chang Gung University, Taoyuan, Taiwan | Advisor: Professor Hojjat Baghban
Undergraduate foundation in artificial intelligence, research, and competition-driven execution.
- Selected as the graduation tassel turning representative for academic excellence.
- Recipient of the Outstanding Freshman Honors Program Scholarship.
- Dean's List / Book Award recipient in both semester 113-2 and 114-1.
Skills & Interests
Capabilities and adjacent interests
These skill groups reflect both my current strengths and the adjacent domains I am actively growing into.
AI & Programming
DevOps & Architecture
Builder Strengths
Interests Beyond Core AI
Current Coursework
What I am studying right now
My current coursework now includes finance and management, and I am grounding that learning with Bloomberg-based market observation.
Portfolio & Market Research
Stock Analysis and Investment Portfolio Management
Graduate Institute of Asset Management
Instructor: Professor Hsien-Pi Chiu
Evaluating active funds with market tools and factor thinking. This course pushes me beyond price watching. I am using Bloomberg, TEJ-linked factor ideas, Active Share, and behavioral context to analyze active mutual funds with more structure.
Financial Operations Analysis
MBA Program, Department of Business and Management
Instructor: Professor Shun-Jen Liu
Smart Manufacturing
MBA Program, College of Management
Instructor: Professor Kan Wu
EMI course
Derivative Financial Products and Risk Management
Graduate Institute of Asset Management
Instructor: Professor Kang Shih