🛡️ AURIX

Live Attack Detection Dashboard & Neural Cyber Defense

🎯 PROBLEM STATEMENT 1: LIVE ATTACK DETECTION DASHBOARD

"Develop a real-time cybersecurity dashboard that continuously monitors system or network activity and detects potential threats such as intrusion attempts, abnormal traffic spikes, or malicious requests.

The system should collect logs from different sources (server, API, user activity), analyze them, and visualize alerts using charts/graphs for quick understanding. It should also provide instant notifications so that suspicious activities can be identified and responded to immediately."

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⚡ HOW AURIX CRUSHES THE CHALLENGES

At the core of AURIX is a high-performance Agent-Based Architecture paired with an Advanced Heuristic Neural Model. Here is how we turned the vision into reality:

1️⃣ PROCESSING HIGH-VOLUME DATA IN REAL TIME

• The Challenge: Handling continuous data streams efficiently.
• The Innovation: We built custom, ultra-lightweight C2 Endpoint Agents (AURIX-Agent.exe). They collect live System CPU/RAM, active Network Connections, and Running Processes directly from the client kernel and push it to the central server with near-zero latency.

2️⃣ ACCURATELY IDENTIFYING ATTACK PATTERNS

• The Challenge: Detecting intrusions and malicious requests.
• The Innovation: Beyond just network data, AURIX deploys biometric heuristics (tracking Keystrokes Per Minute and Clicks Per Minute) to instantly detect automated bot scripts and superhuman threat behaviors. It also features a zero-day remote remote scanner to scrub out hidden rootkits.

3️⃣ REDUCING FALSE POSITIVES IN DETECTION

• The Challenge: Stopping alert fatigue.
• The Innovation: The AURIX Neural Threat Model uses intelligent debouncing and whitelist filters. We explicitly isolate safe IP ranges (like 127.0.x.x and 172.x.x.x) to ensure that internal LAN traffic is never flagged as an external attacker.

4️⃣ DESIGNING A CLEAR AND INFORMATIVE UI

• The Challenge: Visualizing high-volume alerts for quick understanding.
• The Innovation: A stunning, premium dark-mode, 3D WebGL-powered Dashboard. Beautiful graphing visualizations and dynamic threat categorization give security admins immediate clarity without overwhelming them with raw text logs. Instant visual notifications trigger on anomalous connections.

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🚀 LIVE DEPLOYMENT

AURIX is not just a theory. It is a live, deployed, battle-ready application capable of remote device monitoring right now.

• Admin Dashboard (Frontend): https://aurix-sepia.vercel.app
• Neural Backend (API): https://aurix-rgpt.onrender.com
• Endpoint Agent (.exe): Download directly from the live Dashboard using the upper-right navigation button.

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🛠️ ARCHITECTURE & DEPLOYMENT

Stack

• Frontend Dashboard: React, Vite, Three.js (WebGL 3D), CSS Glassmorphism
• Neural Backend: Python, FastAPI, WebSockets
• Endpoint Protection Agent: Python, PyInstaller, psutil, Windows OS Telemetry

Local Development

# 1. Clone the repository
git clone https://github.com/DeepuCodesss/AURIX.git

# 2. Run the Neural Backend
cd AURIX/BACKEND
pip install -r requirements.txt
uvicorn main:app --reload

# 3. Run the Dashboard Frontend
cd AURIX/BACKEND/frontend/extracted
npm install
npm run dev

Compiling Custom Endpoint Agents

You can compile your own agent executables targeting your own hosted servers:

cd AURIX/BACKEND
pyinstaller --onefile --noconsole --name "AURIX-Agent" agent.py

The compiled agent will automatically register itself in the Windows startup registry for persistent protection.