The Red Agent POV: How it Reasoned its Way to SSRF

Part 1: How the Red Agent uncovered a multi-step attack chain allowing SSRF-to-Local-File-Read on a GCP Cloud Run API...

Introducing Penetration Test Findings: Unified Offensive Security in Wiz

Streamline pen-testing by unifying findings from bug bounties, manual audits, and Wiz Red Agent into a single, context-rich view...

Autonomous Cyber Resilience Via a Co-Evolutionary Arms Race within a Fortified Digital Twin Sandbox

The convergence of IT and OT has created hyper-connected ICS, exposing critical infrastructure to a new class of adaptive, intelligent adversaries that render static defenses obsolete. Existing security paradigms often fail to address a foundational "Trinity of Trust," comprising the fidelity of...

Adapting under Fire: Multi-Agent Reinforcement Learning for Adversarial Drift in Network Security

Evolving attacks are a critical challenge for the long-term success of Network Intrusion Detection Systems NIDS. The rise of these changing patterns has exposed the limitations of traditional network security methods. While signature-based methods are used to detect different types of attacks, th...