OPFORGE is a personal research and development initiative focused on modern threat emulation and AI-enhanced detection workflows. The project explores realistic attacker behaviors, detection logic, network segmentation concepts, and structured evaluation of defensive tools using safe, isolated environments.
Public components include write-ups, frameworks, and methodology — no sensitive infrastructure or internal network details.
Vault33 is a themed Capture-the-Flag learning environment designed to help cyber operators strengthen analytical skills in a safe, controlled setting. Challenges focus on log analysis, threat hunting concepts, and security fundamentals.
Only general descriptions and sanitized challenge outlines appear publicly; operational content remains internal.
My current areas of exploration include:
AI-assisted detection engineering
Explainable AI for cyber defense
Telemetry pipelines and automation
Red/blue/purple team integration models
Cyber operator readiness frameworks