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AI Projects

python-AI
├─ ai_azure_role_risk_assessment
├─ ai_network_defender
├─ ai_wiz_autoremediation_rec

AI Azure Role Risk Assessment Overview

This project is an AI-powered tool that analyzes Azure roles based on activity logs and identifies roles with potentially excessive permissions.

  • Fetch Azure Activity Logs
  • Analyze Azure Role Definitions
  • Detect unused permissions
  • Generate risk scores using AI (Isolation Forest)
  • LLM-generated explanations and recommendations

AI Network Defender Overview

AI Network Defender is an AI-powered cybersecurity tool that analyzes firewall logs using Retrieval-Augmented Generation (RAG) and the MITRE ATT&CK framework.

It acts like a virtual SOC analyst by:

  • Ingesting Palo Alto firewall logs
  • Retrieving similar historical events
  • Enriching analysis with MITRE ATT&CK framework and a RAG of specific flow logs
  • Generating AI-driven threat assessments by analyzing Palo Alto firewall logs
  • RAG-based contextual reasoning
  • MITRE ATT&CK mapping for threats
  • Threat classification (low / medium / high)
  • Human-readable explanations and response recommendations

AI Wiz Auto-remediation Engine

This project is an LLM AI cloud remediation engine that processes hypothetical Wiz CNAPP findings and automatically generates terraform templates and AWS CLI for fixes.

Combines:

  • Machine Learning for classification
  • OpenAI LLM to create remediations
  • Rule-based fallbacks ( can use RAGs when more developed )

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