PROJECT_01
🏆BEST USE OF GEMMA 4 — GOOGLE
SPOTTED
AI-Powered Retail Theft Detection & Response
HackABull 2026
An end-to-end retail security system that turns passive camera feeds into a real-time threat detection and response loop. YOLOv8 + ByteTrack handle live detection and tracking, a local Gemma 4 VLM (via Ollama) verifies whether behavior is actually theft and generates a context-aware announcement, and ElevenLabs synthesizes a live voice deterrent — all in seconds. Events are logged to MongoDB, synced to Snowflake, and queryable in natural language through a Cortex Search RAG chatbot.
> TECH STACK
Frontend
Next.js 16React 19TypeScriptTailwind CSSThree.js / R3F
Backend
Python (FastAPI)UvicornNext.js API routes
Computer Vision
YOLOv8ByteTrackResNet18OpenCVFFmpeg
AI
Gemma 4 (Ollama)GeminiElevenLabs (TTS)
Data & RAG
MongoDB Atlas (GridFS)SnowflakeSnowflake Cortex Search
PROJECT_02
🏆1ST PLACE CTF🎖4TH PLACE HACKATHON
Fragments
AI-Powered Network Security Platform
Hack the Bay 2026 • Built in 6 hours
An AI-powered network security platform that maps devices, scores risk in real time, and lets you interact with your network like a security analyst. ARP scanning for device discovery, Nmap for port/service analysis, OS fingerprinting, traceroute, deterministic risk scoring with CVE correlation, and a RAG-based AI system for natural language interaction.
> TECH STACK
Frontend
Next.js (TypeScript)ReactTailwind CSSD3.js
Backend
Python (FastAPI)SQLite
AI
OllamaClaude APIChromaDB (RAG)
PROJECT_03
🥈2ND PLACE — NEXTERA ENERGY CHALLENGE
Raven
AI-Powered Malware Analysis Platform
HackUSF 2026 • Built in under 24 hours
A sandbox malware analysis platform that safely detonates suspicious files inside a Docker container and uses multiple AI agents — Static Analyst, Behavioral Threat Modeler, and Adversarial Critic — to autonomously investigate. Agents debate and reach consensus to generate risk scoring, IOC extraction, MITRE ATT&CK mapping, and step-by-step remediation. Malware never leaves the container.
> TECH STACK
AI
Claude Agent SDK (multi-agent system)
Security Tooling
YARAILSpy (ilspycmd)Python cryptographyrestringer
PROJECT_04
ScopeUSF IoT Camera System
Raspberry Pi 5 Surveillance Platform
SCOPE Club • Production Deployment
Live video streaming and GPIO remote control over Tailscale VPN. MJPEG streaming with aiohttp and picamera2, hardware control through gpiozero, and systemd auto-start on boot.
> TECH STACK
Streaming
Pythonaiohttppicamera2 (MJPEG)
Hardware
Raspberry Pi 5gpiozero (GPIO)
PROJECT_05
BUILDING…
PhishGuard
Phishing Email Analyzer
Personal Project • In Development
Python-based phishing email analyzer with multi-module analysis and a 0–100 risk scoring engine. Planned FastAPI + React dashboard for analyst workflows.
> TECH STACK
Backend
PythonFastAPI (planned)