AI Agents and Distributed Data Systems Developer

Nguyen Hong Quan

078******* **************.****@*****.*** linkedin.com/in/nguyen-hong-quan-dev github.com/steve859 Fourth-year Software Engineering student with a strong focus on AI agents, backend systems, machine learning, and data engineering. Highly proficient in Python, Go, and developing scalable distributed data pipelines for real-world applications. Education

University of Information Technology - VNUHCM Ho Chi Minh City, Vietnam Bachelor of Software Engineering – GPA: 3.2/4.0 Sept. 2023 – Expected Jan. 2027 Projects

Student Support AI Agent Mar. 2026 – Present

Go, MCP, ReAct, LLMs GitHub

• Developed a student-support AI agent from scratch in Go, focusing on robust agent architecture and LLM integration.

• Implemented ReAct and Plan-and-Execute loops to support multi-step reasoning, task planning, and tool orchestration.

• Built MCP (Model Context Protocol) client adapters for dynamic external tool discovery and execution.

• Designed advanced memory mechanisms for conversation persistence, context summarization, and built an evaluation framework to improve workflow reliability. Realtime Traffic Flow Prediction Framework Nov. 2025 – Feb. 2026 YOLOv8, STGCN, Kafka, Spark GitHub

• Designed an end-to-end traffic forecasting framework integrating YOLOv8 and STGCN for intelligent transportation analytics.

• Built automated data pipelines to transform over 8,500 images from 8 cameras into multi-camera time-series datasets tailored for graph-based camera network forecasting.

• Fine-tuned YOLOv8 for accurate vehicle counting under local conditions and applied transfer learning by pre-training STGCN on the METR-LA benchmark dataset.

• Developed a live streaming pipeline using Kafka, Spark Structured Streaming, and PostgreSQL, achieving an MAE of 16.84 and demonstrating real-world deployment feasibility. VICO Event Management Platform May 2026 – Jun. 2026 NestJS, Next.js, Prisma, PostgreSQL, Docker Live Website

• Engineered a production-grade, multilingual (EN/VI/ZH) event registration platform supporting 500+ attendees.

• Implemented OnePay payment integration, webhooks, and background jobs to ensure reliable transaction synchronization.

• Designed relational database schemas for RBAC, ticketing, and QR networking features for attendee management.

• Deployed the application infrastructure using Docker and Nginx, configuring SSL and reverse proxies for production.

Publications & Certifications

A Real-Time Traffic Flow Prediction Framework for Ho Chi Minh City Accepted Co-author, The 8th Int. Conf. on Image, Video Processing and AI (IVPAI 2026) 2026 AI Agents Fundamentals – Hugging Face Mar. 2026

Topics: Agent Workflows, Tool Usage, Planning, Memory, Multi-Agent Concepts Technical Skills

Languages & Backend: Python, Go, JavaScript, C++, Node.js, REST API AI & Computer Vision: AI Agents, LLM Applications, MCP, YOLOv8, OpenCV Databases & Data Tools: PostgreSQL, Redis, SQLite, Kafka, Spark DevOps & Soft Skills: Git, Docker, System Design, API Integration, Problem Solving