Resume / Experience

The evidence behind the headline.

A condensed view of my publication, experience, leadership, education, and current learning direction.

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 Developer

EMBA AI Education Platform, College of Management, CGU

Applied AIRAGProduct Thinking

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.

Industry CollaborationApplied AIR&D

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

ResearchKubernetesObservability

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

LeadershipTeam CultureExecution

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

TeachingCommunication

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

TeachingResponsibility

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.

Expected Jun 2028

Master of Science in International Master's Program in Artificial Intelligence

National Central University, Taoyuan, Taiwan | Advisor: Professor Tzong-Han Tsai

Graduate study focused on Artificial Intelligence with growing emphasis on applied systems, research depth, and interdisciplinary learning.

  • Currently enrolled in advanced coursework spanning AI and business-oriented decision domains.
  • Building on undergraduate research and applied project experience.

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

PythonNatural Language ProcessingLarge Language Model MonitoringRetrieval-Augmented GenerationEdge AIReinforcement Learning

DevOps & Architecture

KubernetesDockerPrometheusGrafanaCI/CD Pipelines

Builder Strengths

Observability ThinkingApplied AI Product DesignResearch-to-System TranslationCross-functional Communication

Interests Beyond Core AI

Equity and Portfolio InvestmentFund Research and AnalysisDerivative ProductsCash Flow Analysis

Current Coursework

What I am studying right now

My current coursework reflects a broader interest in management, manufacturing, and finance alongside AI.

Financial Operations Analysis

MBA Program, Department of Business and Management

Instructor: Liu, Shun-Jen

Smart Manufacturing

MBA Program, College of Management

Instructor: Wu, Kan

EMI course

Stock Analysis and Investment Portfolio Management

Graduate Institute of Asset Management

Instructor: Chiu, Hsien-Pi

Derivative Financial Products and Risk Management

Graduate Institute of Asset Management

Instructor: Shih, Kang