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chungs10/README.md

Hi, I'm Raphael Chung 👋

AI Engineer | 2026 ASTRI Intern | Final Semester MSc AI (CUHK) | CompTIA Security+ | RPI Alum

LinkedIn CompTIA Security+

Python | PyTorch | OpenCV | Computer Vision | Deep Learning | Multimodal AI

Building multimodal AI pipelines


About Me

MSc AI candidate at CUHK focused on computer vision, multimodal AI, and pipeline development. Built a 6-stage multimodal pipeline at ASTRI from scratch — integrating YOLOv8, ResNet-50, custom OCR, and Qwen-VL — learning on the job and delivering a working prototype with 70–120% performance improvement.

Background includes security (RPI, CompTIA Security+, NCL Top 5%) and full-stack development. Now looking to apply my AI skills to build programs that automate tasks and get more precise results.

Seeking: Full-time AI Engineer / ML Engineer roles in computer vision, multimodal AI, or AI/ML engineering.

Technical Skills

Core AI Computer Vision Deep Learning Multimodal AI

ML Engineering PyTorch OpenCV YOLO OCR CVAT Model Training Data Annotation

Languages Python JavaScript C

Development React Node.js Git

Security Vulnerability Assessment Cryptography

Cloud & Infrastructure AWS Docker MongoDB

Projects

AI Memory Systems & Game Integration - Local AI Dungeon Master with persistent memory across gaming sessions

  • Role: Prompt engineering and vector database configuration
  • Impact: Designed world-building templates and implemented ChromaDB memory storage for consistent AI personalities
  • Tech: mem0ai, Ollama (Qwen3:8B), ChromaDB, Neo4j, Python 3.12+
  • Note: Research project exploring persistent memory systems for D&D gameplay

Model Architecture & Benchmark Analysis - Comparative survey of six VLMs analyzing both design and trade-offs

  • Role: Architecture analysis, benchmark evaluation (MME), and model-specific study (InternVL, Mini-Gemini)
  • Impact: Authored A-grade comparative survey paper for graduate course
  • Tech: Literature review, model architecture analysis, benchmark comparison
  • Note: Co-authored for graduate course at CUHK; full paper available upon request

Systems Security - Recreated Ken Thompson's seminal attack by modifying the TCC compiler

  • Role: Architecture analysis and exploit development based on published concept
  • Impact: Authored comprehensive methodology and validated self-replicating backdoor functionality
  • Tech: C, compiler internals (libtcc)
  • Note: Implementation completed based on Thompson's theoretical description before his specific technical approach was published

Security Architecture - Analyzed architectural vulnerabilities in cloud-connected IoT systems

  • Role: Threat modeling and security analysis
  • Impact: Authored A-grade research paper proposing defense models
  • Tech: Threat modeling, cloud security
  • Note: Research conducted collaboratively; security analysis and paper authored individually

Cryptography & Network Security - Two-phase educational project implementing defensive protocol design and offensive security assessment

  • Role: Paired programming for protocol implementation and security assessment
  • Impact: Uncovered critical flaws including weak key space and hardcoded credentials in peer implementations
  • Tech: Python, RSA, S-DES, HMAC-SHA1, cryptanalysis

Industry Application - Full-stack system using computer vision to automate aircraft safety compliance checks

  • Role: Frontend development and user interface design
  • Impact: Built and iteratively improved user interface based on stakeholder feedback, enabling successful demonstration
  • Tech: JavaScript, HTML, CSS, Bootstrap, UI/UX design

Web Platform - Public website and CTF management system for RPI's cybersecurity lab with separate frontend/backend services

  • Role: Backend API and database architecture
  • Impact: Delivered functional backend service enabling student training and write-up management
  • Tech: Node.js, Express.js, MongoDB, RESTful API design

Let's Connect

I'm always open to discussing:

  • Multimodal AI and computer vision projects
  • AI/ML engineering and research collaboration
  • Security challenges in AI and software systems

Reach out via LinkedIn or Email: raphael.chung.sh@gmail.com

Pinned Loading

  1. fire-suppression-line-verifier fire-suppression-line-verifier Public

    Frontend development and system integration for a United Airlines cargo safety compliance application. Built the client-facing interface and established data flow between the UI and a computer visi…

    HTML

  2. ssl-bank-protocol ssl-bank-protocol Public

    A two-phase cryptography project implementing both defensive and offensive security. Developed a custom TLS-like protocol for a banking application and performed a penetration test on a peer team's…

    Python 1

  3. rcc-platform rcc-platform Public

    A web platform for the Rensselaer Cybersecurity Collaboratory, delivering a public-facing React website for donor outreach and a standalone CTF management system with Express.js backend for cyberse…

    JavaScript