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pdz1804/README.md
Nguyen Quang Phu — AI Engineer

👋  About

AI Engineer at FPT Software AI Center with 2 years' experience building and deploying AI-powered applications — Large Language Models, Retrieval-Augmented Generation, Agentic AI systems, and machine learning model development.

Most of my work is taking agentic systems to production: agent runtimes, tool-use orchestration, permission and governance layers, and multi-tenant administration with auditing, usage and cost reporting. I design end-to-end ML solutions that bridge model training, backend engineering, cloud deployment and production support — model fine-tuning, optimisation, and latency-aware agent design.

I operate services through a modern observability stack (structured logging, distributed tracing, metrics, error triage, model/agent trace inspection) and work to disciplined engineering practice — enforced architectural boundaries, decision records, a default-deny permission model, forward-only database migrations, staged releases, and layered testing from unit through end-to-end and agent-behaviour evaluations. I regularly author technical specifications and review peers' work.

  • 🎓  B.Sc. Computer Science — Applied Artificial Intelligence, HCMUT (VNU-HCM) · graduated Excellent, GPA 3.8 / 4.0
  • 🌏  Vietnamese (native) · English — Professional Working Proficiency (IELTS 6.5)
  • 🧭  Full-stack across FastAPI backends and React / TypeScript portals, deployed on AWS, Azure and Google Cloud
  • 🌐  Full detail, live demos and every project → pdz1804.github.io

🎓  Education

  • Ho Chi Minh City University of Technology (HCMUT) — B.Sc. Computer Science, Major in Applied Artificial Intelligence  ·  Sep 2022 – 2026 Graduated with Excellent classification · Cumulative GPA 3.8 / 4.0 · Academic Incentive Scholarship (4/8 semesters) · OISP Scholarship (3/8 semesters) · Consolidation Prize, Bach Khoa Innovation Contest (Jun 2023)
  • Le Hong Phong High School for the Gifted — Mathematics Honours Class  ·  2019 – 2022

🧑‍💼  Experience

Associate AI Engineer — FPT Software AI Center  ·  Nov 2025 – Present

  • Agentic ERP Platform (team of 15) — an enterprise AI workspace where autonomous agents act inside a company's business systems. Scope: agent runtime, permissions & governance, multi-tenant administration, integrations and customer-facing interfaces.
  • Built the runtime permission layer (default-deny, enforced at runtime), per-customer administrator controls with a full audit trail, and usage & cost reporting; authored the permission-model specification through many review rounds.
  • Shipped the first release of user-authored Skills and team sharing across agents, skills and artifacts; cut a slow shared-content endpoint from tens of seconds to a single query; consolidated user & group management onto one source of truth.
  • Built a third-party integration from scratch; implemented queued messaging; improved streaming chat (conversation search, composer usable while replies stream).
  • Operate services via OpenTelemetry, Prometheus, Sentry and Arize Phoenix; daily CI work with quality and architecture gates and migration-safety checks; review peers on architecture boundaries, permission correctness and migration safety.
  • Earlier: architected a healthcare agentic chatbot and its Management Portal on AWS Bedrock AgentCore (team of 10), leading POC → production at >90% end-to-end accuracy. 🏆 Team received the "Best Team" award — FPT Americas (ST25).
  • Presented three internal AI4ALL knowledge-sharing sessions — "AWS Strands Agents in the Cloud Era", "Portal for Agent Projects", "Agent as a Judge: How AI Evaluates AI" — and mentored an intern alongside senior engineers.

AI Engineer Intern — FPT Software AI Center  ·  Jun – Oct 2025

Remote supervisor: Prof. Kazuyuki Motohashi, The University of Tokyo

  • Built a Blog System with AI search & recommendation on Azure AI Search, Cosmos DB (NoSQL), Redis and Azure OpenAI, using hybrid retrieval — BM25 + vector + semantic + freshness scoring.
  • Designed M3ARAG, a locally deployable, GPU-accelerated Multi-Agent RAG system answering questions over PDFs, HTML, Office documents and text.
  • Developed a Dual Attention Model extracting technical keywords from company websites, and a Transformation Matrix aligning Company–Patent data for the end-to-end Innovation Discovery pipeline.

Research Assistant — Ho Chi Minh City University of Technology  ·  Jun – Dec 2024

  • Designed an unsupervised framework to construct a Knowledge Graph with minimal domain-expert input, reducing manual labelling and curation effort.
  • Evaluated SOTA LLMs for entity and intent extraction on raw Vietnamese documents; researched embedding, dimensionality-reduction and clustering techniques to reduce bias in abstract entity representations.

🚀  Key projects

Project When Stack
Agentic ERP Platform — enterprise AI workspace; agent runtime, permission layer, multi-tenant admin, Skills / Artifacts / Automations, plugin system Jun 2026 – FastAPI · Temporal · PostgreSQL · GKE · React
Healthcare Agentic Chatbot & Management Portal — multi-agent chatbot at >90% accuracy + knowledge / prompt / guardrail management portal Nov 2025 – May 2026 AWS Bedrock AgentCore · Strands
Smart Product Recommendation System (SPR) — rule-based + LLM hybrid recommendation engine for a skin-health device; compliance, quality gates, automated testing Oct – Nov 2025 Amazon Bedrock · Testing Automation
M3ARAG — GPU-accelerated multi-agent RAG for local, cloud-free document intelligence Aug – Oct 2025 LangGraph · Docling · ColPali
Azure Blog System with Search & Recommendation — full-stack blog with hybrid semantic search and personalised recommendation Aug – Oct 2025 Azure AI Search · Cosmos DB · Redis
Dual Attention Model for Innovation Discovery — attention model for technical-keyword extraction and Company ↔ Patent alignment Jun – Jul 2025 PyTorch · Sentence-Transformers

Academic  ·  Fine-tuning LMs for NLP Tasks (T5 / BART / Flan-T5, LoRA)  ·  Sentiment Analysis with Various Models (7 ML/DL models)  ·  Detect AI-generated Text (DistilBERT vs. classical)


🛠️  Tech stack

core stack

LLM & Agents  — LangGraph · LangChain · AWS Strands · MCP (Model Context Protocol) · RAG & hybrid retrieval · Agent evaluation / LLM-as-a-Judge · OpenAI API · Google Gemini · Docling · ColPali

ML & Data  — Hugging Face Transformers · Sentence-Transformers · PEFT / LoRA · spaCy · NLTK · Gensim · XGBoost · NumPy · Pandas · Polars

Platform & Ops  — Temporal · Argo CD (GitOps) · Qdrant / ChromaDB / OpenSearch · OpenTelemetry · Prometheus · Sentry · Arize Phoenix · SonarQube · Backstage · Playwright

Full breakdown — proficiency & years
Area Detail
Languages Python (advanced, 4y) · JavaScript / TypeScript (2y) · C / C++ (2y) · SQL (2y) · R (1y)
ML & DL PyTorch · TensorFlow / Keras · Scikit-learn · XGBoost · Hugging Face Transformers (Datasets, Accelerate, Evaluate) · Sentence-Transformers · PEFT / LoRA & adapter fine-tuning · spaCy · NLTK · Gensim · Word2Vec · FastText
LLM & Agents LangChain · LangGraph · AWS Strands · MCP · RAG systems · Agent evaluation / LLM-as-a-Judge · OpenAI API/SDK · Google Gemini · Docling · ColPali
Data & Analytics NumPy · Pandas · Polars · Matplotlib · Seaborn · SciPy · Weights & Biases
Databases PostgreSQL · MySQL · MongoDB · Azure Cosmos DB · Redis · Temporal · Vector DBs — Qdrant, ChromaDB, OpenSearch Serverless
Cloud & DevOps AWS — Bedrock AgentCore / KnowledgeBase / Guardrails, EC2, S3, ECS, ECR, Lambda, CodeBuild, CloudWatch · Azure — AI Search, Cosmos DB, OpenAI, Blob Storage · Google Cloud — Cloud SQL, GKE, Artifact Registry, Cloud Storage · Docker · Kubernetes · Terraform · Argo CD · CI/CD · OAuth 2.0 / RBAC
Observability & Quality OpenTelemetry · Prometheus · Sentry · Arize Phoenix · SonarQube · Backstage · Playwright / Selenium
Backend & Frontend FastAPI · Pydantic · SQLAlchemy · Alembic · ReactJS · TypeScript · Tailwind CSS · Streamlit · Linux / Nginx
Practices Architectural boundaries & decision records · default-deny permission modelling · forward-only migrations · staged releases · layered testing (unit → integration → e2e → agent-behaviour evals) · technical-specification writing · code review

📜  Certifications

  • AnthropicModel Context Protocol: Advanced Topics, AI Fluency Framework & Foundations, Claude with Vertex AI (May 2026) · Introduction to Subagents, Claude 101 (Apr 2026)
  • Google — AI Specialization, AI Fundamentals & 3 more (Feb 2026) · Prompting Essentials & 2 more (Jun 2026) · Foundations of Data Science (May 2026) · Gemini Certified University Student (Dec 2025)
  • DeepLearning.AI — AI Agents in LangGraph · Functions, Tools & Agents with LangChain · LangChain for LLM App Development · Build AI Apps with MCP Server  (+5)
  • Hugging Face — AI Agents Fundamentals (Jun 2025)  ·  DataCamp — AI Engineer for Data Scientists Associate (Sep 2025)
Google Cloud & the full list
  • Google Cloud — Intermediate ML: TensorFlow on Google Cloud · Responsible AI for Developers · Inspect Rich Documents with Gemini Multimodality & Multimodal RAG · Develop Gen AI Apps with Gemini and Streamlit · Prompt Design in Vertex AI · Automate Data Capture at Scale with Document AI · Gemini for Data Scientists and Analysts
  • DeepLearning.AI (full) — AI Agents in LangGraph · Functions, Tools and Agents with LangChain · LangChain for LLM Application Development · LangChain: Chat with Your Data · Build AI Apps with MCP Server · Knowledge Graphs for AI Agents · ChatGPT Prompt Engineering for Developers · Reasoning with o1 · Prompt Engineering with Llama 2 & 3
  • AWS — Cloud Technology and Services Concepts · AWS Concepts
  • Microsoft — Office Specialist: Excel, Word, PowerPoint

→  All credentials on LinkedIn.


📊  GitHub

GitHub streak

Contribution graph, pinned repositories and language breakdown are on the profile below.


🔗  Connect

Portfolio LinkedIn Kaggle Email

Pinned Loading

  1. M3ARAG M3ARAG Public

    M3ARAG = Multi-Modal Multi-Agent RAG system for comprehensive document understanding through specialized AI agents processing PDFs, Office docs, and web content with iterative quality improvement.

    Python 5

  2. azure-search-system azure-search-system Public

    Blog Hybrid Search (Azure Services for Blogs Search and Recommendation)

    JavaScript 4

  3. dual-attn-op-discovery dual-attn-op-discovery Public

    This repository uses a Dual Attention model to extract company keywords from webpages and a Transformation Matrix to map companies to patents. Given a technology query (patent abstract), it recomme…

    Python 6

  4. NLP_Lab NLP_Lab Public

    This repository hosts the source code for my lab work.

    Jupyter Notebook 4

  5. capstone-project capstone-project Public

    HCMUT - K22 - CS - K2P - Capstone Project

    Jupyter Notebook 3

  6. tech-new-mystery tech-new-mystery Public

    Tech News Mystery is a full-stack technology news platform for discovering, searching, processing, reading, saving, and discussing AI/tech articles.

    Python 2