Cybersecurity research,
investigations & practical analysis.
Senior security insight on threats, defense, AI security, and hands-on learning. A decade of defending organizations from digital threats.
AI-Assisted Threat Detection
Investigating where ML-based detection pipelines fail under adversarial pressure—and what that means for defenders who rely on them.
World Pulse
Building a live global risk index across 30 open-data indicators—cyber, financial, climate, and geopolitical signals in one view.
Cybersecurity professional with over a decade of experience defending organizations from digital threats.
Specializing in Cyber Threat Intelligence, Threat Hunting, Incident Response, and AI Security. I research and share practical analysis for security professionals, and design hands-on CTF challenges for those who learn by doing.
World Pulse
Real-time global risk index across cyber, financial, climate, and geopolitical domains.
Recording — check back tomorrow for the first macro stress data point.
No history yet — data will appear after the first score loads.