Security Research · Spring 2026

Academic Projects

Two complementary security tools built for MSCS 640 and MSCS 670 at the Joaan Bin Jassim Academy for Defence Studies.

ahmad.food · deployed on AWS Lightsail

ARGUS
Network Intrusion Detection · ML

Multi-class classifier that analyzes raw network flow statistics and classifies each flow as benign or one of seven attack families: DDoS, PortScan, Bot, DoS, Infiltration, Web Attack, Brute Force.

XGBoost CIC-IDS2017 SHAP Flask scikit-learn
~80Features
7Attack Classes
MSCS 640Course
Open Dashboard github.com/atk239/ARGUS
CERBERUS
SOC Analyst · Autonomous Agent

Tier-1 SOC triage agent that investigates alerts and classifies them Malicious or Benign with reasoning. One lead orchestrator dispatches three parallel specialist subagents, then a calibrated risk scorer emits the verdict.

LangChain Deep Agents Gemini 2.5 Flash OpenRouter Flask MITRE ATT&CK
299/300Accuracy
0.997F1 Score
MSCS 670Course
Open Dashboard github.com/atk239/CERBERUS