Back to ProjectsMay 2026
COMPLETED
TSTARS: Threat Analysis & Response System
Autonomous cyber defense pipeline
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