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ross-sec/README.md

Andre Ross

Website PQE-369 Wiki Skills Hub HuggingFace GitHub
Python TypeScript React Next.js PyTorch OpenCV FastAPI C++

ABOUT ME

Founder of Ross Technologies — an independent R&D lab turning hard problems into working systems. We research, prototype, and deploy deep technology across applied AI, high-performance infrastructure, and security, shipping production systems rather than theoretical work.

Focus areas: models and agents from research to production (retrieval, fine-tuning, on-prem inference); GPU compute and resilient pipelines; and post-quantum cryptography with threat-modeled, secure-by-design architecture.


FEATURED PROJECTS

PQE-369 — Post-Quantum Cryptography

🌍 Globe Recon — Full-screen 3D globe with live geospatial layers, satellite tracking, and an interactive recon dashboard. 🎥 Video Intelligence — LAN-based video AI workbench unifying Kitware projects with modern AI workers: detection, tracking, ReID, VLM analysis.
Next.js MapLibre Three.js PostgreSQL Python FastAPI Temporal PyTorch
🚗 Smart Traffic Israel — Production-grade municipal traffic management dashboard for Israeli cities with real-time monitoring and emergency response. 🚦 Traffic Monitoring — Real-time AI traffic monitoring with YOLOv8 detection, adaptive signaling, emergency-priority routing, and multi-panel visualization.
Next.js 16 React 19 MapLibre GL shadcn/ui FastAPI YOLOv8 OpenCV WebSocket
🎯 Object Tracking — Modular CV toolkit with Ultralytics YOLO and OpenCV: face detection, license plate recognition, and parking analysis. 📈 Stock Trading RL — PPO-based trading agent with a Streamlit UI for backtesting, multi-ticker evaluation, and real-time paper trading.
Python YOLO OpenCV ByteTrack Python stable-baselines3 Streamlit Plotly
🖼️ Image Studio — AI image generation and editing platform with real-time processing, job management, and gallery features. 💥 Violence Detection — Deep learning system for violence detection in video streams using YOLO26 and EfficientNetV2 architectures.
Next.js React PostgreSQL Drizzle ORM Python YOLO26 EfficientNetV2 PyTorch
🗜️ uZip C++ — High-performance compression library implementing I[C[x]] (Information at Criticality) with AVX2 SIMD optimizations. 🎨 ross-shadcn — 59+ shadcn/ui components themed with a lava-on-obsidian design system: forge-glass morphism and composable modifiers.
C++17 AVX2 SIMD CMake zlib TypeScript React Base UI Tailwind v4

IMPACT

🏆 Achievement Count
Research Projects 10+
UI Components 59+ (ross-shadcn)
Real-time Systems Deployed
Open Source Active

RESEARCH FOCUS

Computer Vision Reinforcement Learning Geospatial Intelligence Traffic AI Compression Algorithms

DIGITAL PRESENCE

Platform Link Description
🌐 Main Site ross-developers.com Ross Technologies Research Lab
🔐 PQE-369 pqe369.com Module-LWE post-quantum encryption — IBM Quantum validated, 4× faster than Kyber
📚 Wiki wiki.ross-developers.com Research documentation and knowledge base
🧠 Skills skills.ross-developers.com AI skills and capabilities hub
🤗 HuggingFace huggingface.co/ross-dev Models, datasets, and spaces
💼 GitHub github.com/ross-sec Open source projects and research

CONNECT

Email Website HuggingFace

Building intelligent systems that matter.

Pinned Loading

  1. PQE369-Tests PQE369-Tests Public

    PQE-369: Where mathematics meets quantum resistance

    1

  2. fractal_attention_analysis fractal_attention_analysis Public

    A mathematical framework for analyzing transformer attention mechanisms using fractal geometry and golden ratio transformations. FAA provides deep insights into how Large Language Models (LLMs) pro…

    Python