AI for Cybersecurity Demo - Under Development

Security in Progress
Just as ISO/IEC CD 27091 and DIS 27090 are under development, these AI models continuously adapt to new threats

Warning

• This repo is under development and are not for production
• Please, consider the .gif file (detection_example.gif) has annotations inside and are not a real image file
• Not recommended download this repo until finished (feel free to download but it's not 100% working and may have bugs)
• This repo was changed to public today July 14, 2025
• This repo is public so I can use online tools to make it better

Caution

• UNDER DEVELOPMENT - Created July 14, 2025
• ISO/IEC CD 27091 and ISO/IEC DIS 27090 are both under development too
• This repo and ISO security standards share one truth: cybersecurity requires constant evolution

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Transparency:

• Made with the help of AI

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🔒 AI-Powered Cybersecurity Solutions (OWASP Top 10 + CVSS Framework)

🚧 Under Active Development - Created: July 14, 2025 🚧

This repository demonstrates practical AI applications for cybersecurity, focusing on OWASP Top 10 vulnerabilities and CVSS risk scoring.
You will not find an AI model that creates a complete CVSS risk scoring here because this repo was designed with non-technical stakeholders in mind, it helps:

• Build enterprise-ready AI security models
• Translate technical risks into business insights
• Implement defensive AI strategies with clear ROI
• Designed to be easy to explain how AI works in Security Information and Cybersecurity fields

Perfect for security teams, AI practitioners, and decision-makers looking to modernize their cyber defenses.

This repository demonstrates how AI can detect security threats using:

• OWASP Top 10 (Common web attacks)
• CVSS 4.0 (Scoring system for vulnerabilities)

  graph TD
    A[1_owasp_classifier.py] -->|Generates Model| C[3_live_detection.py]
    B[2_cvss_predictor.py] -->|Generates Model| C
    C --> D[assets/detection_example.gif]  

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What This Shows

• 🛡️ How AI learns patterns in cyber threats
• ⚙️ Basic model training process
• 🔍 Real-time detection examples

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🚀 One-Click Setup

Get started in seconds with an automated setup scripts for all major platforms:

Script	Platform	What It Does
setup.ps1	Windows (PowerShell)	1. Creates virtual environment 2. Installs dependencies 3. Verifies installation
setup.bat	Windows (CMD)	Simple double-click executable for non-technical users
setup.sh	Linux/Mac	Configures everything with terminal commands

🧪 Validation Test

After setup, verify everything works:

python test_install.py

How to use:

1. PowerShell: Right-click → "Run with PowerShell"

2. CMD: Double-click setup.bat

3. Linux/Mac: Run in terminal:

   chmod +x setup.sh && ./setup.sh  

Windows Users

• PowerShell (Recommended):
  Right-click on setup.ps1 and select "Run with PowerShell"

  Set-ExecutionPolicy -Scope Process -ExecutionPolicy Bypass
  .\setup.ps1

• Command Prompt (CMD):
  Simply double-click setup.bat

Mac/Linux Users

Run in terminal:

chmod +x setup.sh && ./setup.sh

📌 What these scripts do:

1. Create isolated Python environment
2. Install all required packages
3. Verify successful installation
4. Show how to run the demo

🔒 Safety Features:

• No admin rights required
• Doesn't modify system Python
• Includes dependency verification

✅ Guaranteed isolation – Installs everything in a self-contained virtual environment.

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Try It Yourself

python examples/1_owasp_classifier.py

AI in Cybersecurity

• This mimics how SOC analysts train systems to detect:

  • Injection attacks (OWASP #1 risk)
  • Vulnerability severity (CVSS scores)

• Real-world systems process millions of such samples daily

  Skills Demonstrated

• Model Training: ✔️

• Security Knowledge: ✔️

• Production Readiness: ✔️

About the Author

Thiago Maria - From Brazil to the World 🌎
Senior Security Information Professional | Passionate Programmer | AI Developer

With a professional background in security analysis and a deep passion for programming, I created this Github acc to share some knowledge about security information, cybersecurity, Python and AI development practices. Most of my work here focuses on implementing security-first approaches in developer tools while maintaining usability.

Click to Connect:

Ways to Contribute:

Want to see more upgrades? Help me keep it updated!