From Alerts to Autonomous Defense: Designing Closed-Loop Security Systems
A practical framework for moving beyond alert queues toward safety-bounded automation: Observe → Interpret → Act → Learn.
Publications
Publications
Long-form research analysis and technical writing exploring how security systems evolve alongside automation, cloud-native infrastructure, and applied ai.
More publications
The Future of Cybersecurity Will Be AI + Automation, Not Traditional Red vs. Blue
Cybersecurity is shifting from red vs. blue workflows toward AI-driven detection, correlation, response, and continuous adversary simulation.