COMPLETED
TS

TARS: Threat Analysis & Response System

Autonomous cyber defense pipeline

AI / Cybersecurity

Technologies Used

Python
FastAPI
Celery
Redis
Next.js
Groq
Scikit-learn

TARS: Threat Analysis & Response System

A fully autonomous, real-time intrusion detection and mitigation agent built around a 7-stage O.A.R.D.A.L.V. closed-loop security architecture.

Features

  • Ensemble ML anomaly detection using Isolation Forest and One-Class SVM models
  • Real-time attacker tracking across cyber kill-chain stages from recon to exploit
  • Groq-powered LLaMA 3 reasoning engine generating plain-English threat mitigation logs
  • Fail-safe execution gate supporting both automated human-in-the-loop and shadow modes
  • 7th-step verification confirming post-action efficacy before resolution closure