ICCK

Tran Huu Van

Haiphong University, Haiphong, Vietnam

Section 01

Academic Profile

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Section 02

Editorial Roles

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Section 03

ICCK Publications

Open Access | Research Article | 30 May 2026
A Course-Specific Agentic RAG Chatbot for IT Student Support: Architecture, Local Deployment, and Preliminary Evaluation at Hai Phong University
Next-Generation Computing Systems and Technologies | Volume 2, Issue 2: 21-34, 2026 | DOI: 10.62762/NGCST.2026.601800
Abstract
This paper introduces a course-specific agentic retrieval-augmented generation (RAG) chatbot developed to support Information Technology students at Hai Phong University. The proposed system addresses the limitations of static FAQ bots, which are unable to manage open-ended academic tasks, and model-only large language model (LLM) assistants, which may generate fluent yet insufficiently grounded responses. The prototype combines local LLM deployment, semantic retrieval of course materials, and constrained, tool-oriented orchestration to perform four key tasks: question answering, document summarization, study planning, and quiz generation. The primary contributions include a six-layer privac... More >

Graphical Abstract
A Course-Specific Agentic RAG Chatbot for IT Student Support: Architecture, Local Deployment, and Preliminary Evaluation at Hai Phong University