National Software Copyright
ShanBay Vocabulary Image Assistant V1.0 · Reg. No. 2026SR0163177 · January 2026
Yueze Han
Master of Artificial Intelligence @ Monash University Malaysia
Test Development Engineer Intern @ Bybit
LLM & Agentic AI for Software Reliability
Email: masonHan(at)qq(dot)com
About Me
I am currently pursuing a Master of Artificial Intelligence at Monash University Malaysia, with a Bachelor of Engineering background in Computer Science.
My experience centres on building applied AI systems across software testing, government data platforms and domain-specific question-answering systems. I am particularly interested in integrating large language models and AI agents into complex software workflows in a reliable, measurable and practically useful way.
At Bybit, I work on AI capabilities for internal performance-testing and chaos-engineering platforms. My current work explores LLM- and agent-based automation across test planning, execution, anomaly analysis and report generation, while analysing existing workflows to identify practical AI application opportunities.
Previously, at the Selangor Human Resource Development Centre, I contributed to an on-premise AI data-visualisation platform for government data and open-sourced its Grist AI assistant. The platform combined locally deployed language models, SQL-based aggregation and interactive geospatial visualisation while keeping sensitive data within the local environment.
My earlier work includes a knowledge-graph-enhanced medical question-answering system, the LightNet-Monitor network-traffic platform developed as my bachelor’s thesis, an adversarial-search agent developed during postgraduate study, and an independently developed vocabulary-learning Chrome extension with a registered software copyright.
My current research interests include agentic AI, multi-agent systems, AI for software engineering and system reliability, reliable LLM applications, and the evaluation of applied intelligent systems. I hope to develop from engineering-oriented AI development toward rigorous research involving clear problem formulation, reproducible experimentation and academic publication.
News
- [June 2026] Joined Bybit as a Test Development Engineer Intern, working on AI-assisted performance testing and chaos-engineering workflows.
- [May–June 2026] Contributed to an on-premise AI data-visualisation platform at the Selangor Human Resource Development Centre and open-sourced its Grist AI assistant.
- [March 2026] Completed the FIT5047 course project on real-time adversarial search for multi-ghost Pac-Man: 34 wins and 1 draw across 35 test instances.
- [February 2026] Started the Master of Artificial Intelligence program at Monash University.
- [January 2026] The ShanBay Vocabulary Image Assistant V1.0 received a National Software Copyright Registration (No. 2026SR0163177).
- [June 2025] Graduated with a B.Eng. in Computer Science from Inner Mongolia University of Technology. Bachelor’s thesis: LightNet-Monitor — a lightweight network-traffic monitoring platform engineered for high-concurrency packet capture and real-time anomaly alerting.
- [September 2024] Led a 4-person team to develop the AI Medical Consultation System in collaboration with Gao Hui Qiang Xue Software — integrating Baichuan LLM with a Neo4j knowledge graph, reducing API calls by ~70%.
Research Interests
- Agentic AI and Multi-Agent Systems
LLM-based agents, task planning, tool use, agent coordination and human-agent collaboration. - AI for Software Engineering and System Reliability
AI-assisted testing, chaos engineering, anomaly analysis, automated diagnosis and intelligent operational workflows. - Reliable LLM Applications and Evaluation
Evaluation frameworks, hallucination and failure analysis, retrieval-augmented generation, knowledge-grounded reasoning and trustworthy deployment. - Applied Intelligent Systems
The application of AI techniques to real-world domains including financial technology, government data platforms, medical information systems and network monitoring.
Research and Academic Evidence
- AI Assistant in Grist — Open-source, self-hosted AI data assistant developed for multilingual natural-language analytics and government-data visualisation.
GitHub - Adversarial Search AI Agent — Postgraduate technical report and implementation, including experimental results across 35 test instances.
Technical report (PDF) - LightNet-Monitor — Bachelor’s thesis, source code and system evaluation for a lightweight network-traffic monitoring platform.
GitHub - AI Medical Consultation System — Technical work on a knowledge-graph- and LLM-based question-answering system.
GitHub - ShanBay Vocabulary Image Assistant — Independently designed and registered software product.
GitHub · Software copyright certificate - Research Statement — A one-page research statement and complete project documentation are available upon request.
Academic transcript available upon request.
Selected Projects
- AI Assistant in Grist · Self-Hosted AI Data Visualisation [May – Jun 2026]
AI Engineering Intern — SHRDC
An open-source, self-hosted AI data assistant embedded in Grist as a custom widget. Users can explore spreadsheet and government datasets in English, Chinese or Bahasa Malaysia through natural-language questions.
Core output: Integrated locally deployed LLMs through Langflow and Ollama with schema-aware querying, SQL aggregation, interactive charts, dashboards, geospatial maps and data-quality analysis. Hardened the workflow for tables with tens of thousands of rows and a 95,000+ row geospatial dataset while keeping the data and model stack on premise.
Keywords: Large Language Models (LLM), Data Visualisation, JavaScript, Docker, SQL.
GitHub · - Adversarial Search AI Agent (Pac-Man) [March 2026]
Core Algorithm Implementation — Monash FIT5047
A real-time multi-ghost adversarial Pac-Man agent operating within a 10-second time budget.
Core output: Implemented Alpha-Beta pruning with move ordering, top-2 ghost-action pruning, and BFS distance caching. Achieved 34 wins and 1 draw across 35 test instances.
Keywords: Python, Alpha-Beta Pruning, BFS, Game AI.
Report (PDF) - ShanBay Vocabulary Image Assistant V1.0 · 扇贝单词图片助手 [Oct – Dec 2025]
Independent Developer
A Chrome extension that removes the need to switch tabs repeatedly when looking for visual context during vocabulary learning. Holds a National Software Copyright Registration (No. 2026SR0163177).
Core output: Independently designed, implemented, tested and documented the extension with Manifest V3 content scripts, a background service worker and a responsive in-page overlay. A keyboard shortcut detects the current word and displays related images without uploading the user's learning data.
Keywords: JavaScript, Chrome Extensions, HTML, CSS, API Integration.
GitHub · - LightNet-Monitor · Network Traffic Monitoring & Alert Platform [Jan – Jun 2025]
Independent Developer (Bachelor's Thesis)
A full-stack network security and operations platform developed as my bachelor’s thesis.
Core output: High-concurrency real-time TCP, UDP and ICMP packet capture and protocol analysis via tshark, with anomaly alerting, traffic dashboards, historical traceability, role-based access control and user administration.
Keywords: Python, Flask, Network Security, Wireshark, JavaScript.
GitHub · - AI Medical Chatbot · Knowledge Graph + Hybrid RAG [Aug – Sep 2024]
Project Lead / AI Engineer
Built a domain-specific medical question-answering system combining structured knowledge-graph reasoning with retrieval-augmented generation.
Core output: Architected a hybrid retrieval pipeline integrating Baichuan LLM with a Neo4j knowledge graph (22K+ entities, 196K+ edges). Implemented intelligent routing that reduced LLM API calls by ~70%. Developed a Gradio interface exposing reasoning paths and reference sources, and coordinated delivery across data preprocessing, database deployment and stakeholder presentation.
Keywords: Python, LangChain, Neo4j, RAG, Large Language Models (LLM).
GitHub ·
Certifications & Workshops
Generative AI: Foundation Models and Platforms
IBM via Coursera · October 2025 · Credential 1J8A3XWUOEPH
Product Management: Initial Product Strategy and Plan
SkillUp via Coursera · October 2025 · Credential YLB24TWQ74OT
Product Management: Foundations & Stakeholder Collaboration
SkillUp via Coursera · October 2025 · Credential 01BK76QNO5J9
Product Management: An Introduction
IBM via Coursera · July 2025 · Credential ALBE81Z0OGP2
Generative AI: Prompt Engineering Basics
IBM via Coursera · July 2025 · Credential UF91N0KB8RQP
ChatGPT & Generative AI for Data Analytics
Maven Analytics via Coursera · July 2025 · Credential EDBP5BJ3QQGX
Curriculum Vitae
Download PDFEducation
Master of Artificial Intelligence
Monash University
Faculty of Information Technology
Bachelor of Engineering in Computer Science
Inner Mongolia University of Technology
GPA 87.63 / 100
Work Experience
Test Development Engineer Intern
Bybit
- Contribute to AI capabilities for internal performance-testing and chaos-engineering platforms.
- Explore LLM- and agent-based automation across test planning, execution, anomaly analysis, and report generation.
- Analyse existing engineering workflows to identify measurable, practical AI application opportunities.
AI Engineering Intern
Selangor Human Resource Development Centre (SHRDC)
- Contributed to an on-premise AI analytics and data-visualisation platform for the Selangor state government.
- Worked across product integration, data workflows, stakeholder-facing delivery, and the open-source Grist AI assistant.
AI Software Engineer Intern
Gao Hui Qiang Xue Software
- Contributed to a four-person team delivering a domain-specific medical question-answering prototype.
- Owned knowledge-base deployment, data preprocessing, frontend prototyping, and service integration.
- Coordinated the project timeline and final stakeholder presentation; entity-based routing reduced unnecessary LLM API calls by ≈70%.
Selected Projects
AI Assistant in Grist
- Built an open-source, self-hosted AI data assistant for multilingual natural-language analytics in Grist.
- Integrated Langflow and Ollama with SQL aggregation, interactive visualisations, dashboards, maps, and data-quality analysis.
- Hardened the workflow for tables with tens of thousands of rows and a 95,000+ row geospatial dataset.
AI Medical Chatbot — Knowledge Graph + Hybrid RAG
- Built a domain-specific medical question-answering system combining knowledge-graph reasoning with retrieval-augmented generation.
- Architected a hybrid RAG pipeline: Baichuan LLM + Neo4j knowledge graph (22K+ entities, 196K+ edges).
- Implemented intelligent routing that reduced LLM API calls by ~70% while preserving answer quality in project-level evaluation.
ShanBay Vocabulary Image Assistant V1.0
- Manifest V3 Chrome extension that detects the current vocabulary word and displays relevant images in a floating overlay.
- National Software Copyright Registration No. 2026SR0163177.
- ≥95% word-detection accuracy, <1.5 s time-to-first-image, <50 KB bundle.
LightNet-Monitor (Bachelor's Thesis)
- Lightweight network-traffic monitoring platform: real-time packet capture (tshark), protocol analysis, anomaly alerting, visual dashboards, multi-user permissions.
Adversarial Search AI Agent — Pac-Man (Monash FIT5047)
- Alpha-Beta pruning with move ordering, top-2 ghost-action pruning, BFS distance caching.
- 34 wins, 1 draw across 35 test instances within a 10-second time budget.
Technical Skills
Languages: Python, JavaScript / TypeScript, Java, SQL
Frameworks & Tools: Next.js, React, Flask, Docker, LangChain, Neo4j, Ollama
AI / ML: LLM application development, AI agents, RAG, knowledge-graph reasoning, prompt engineering and evaluation
Other: Chrome Extensions (Manifest V3), Wireshark / tshark, Git, Linux
Certifications & Workshops
- National Software Copyright — ShanBay Vocabulary Image Assistant V1.0 (No. 2026SR0163177, Jan 2026)
- IBM / SkillUp: Introduction to Product Management; Foundations & Stakeholder Collaboration; Initial Product Strategy & Plan (via Coursera)
- IBM / Maven Analytics: Foundation Models & Platforms; Prompt Engineering Basics; ChatGPT for Data Analytics (via Coursera)
Languages
Chinese (Mandarin) — Native
English — Coursework & working communication