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chungs10/README.md

Hi, I'm Raphael Chung 👋

MSc AI Candidate @ CUHK | AI Security | CompTIA Security+ | RPI Alum

LinkedIn CompTIA Security+

Python | C | React | AWS | PyTorch | Docker

Building secure intelligent systems


About Me

CompTIA Security+ certified RPI graduate transitioning to AI Security through MSc in AI studies at CUHK. Background includes competitive cybersecurity (NCL Top 5% Team), low-level exploitation, and full-stack development. Currently focused on adversarial machine learning.

Seeking: Summer 2026 internships in AI Security

Technical Skills

Security Domains Application Security Threat Modeling Vulnerability Assessment Cryptography Cloud Security

Languages & Core Technologies Python C JavaScript React Node.js MongoDB

Cloud & Infrastructure AWS Docker

AI/ML PyTorch TensorFlow

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

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:

  • Open-source security tools and research collaboration
  • AI security and adversarial machine learning challenges
  • Technical reviews and security architecture discussions

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

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  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