Nation-state actors and criminals are using AI to generate novel exploits, create compelling social engineering at scale, and automate attack path discovery, compressing the cost of exploit…

Human-led red teams cover ~1% of attack surface per engagement at ~$60k/2 weeks; AI agent swarms can cover 100% continuously for 'less than a cup of coffee' in compute, fundamentally changi…

Unconstrained AI agents in enterprise environments cause destructive outcomes; safety requires embedding decades of expert red team knowledge (Mandiant, nation-grade) into models via prefer…

Offensive cyber operations will become fully autonomous within years, forcing defenders to match machine speed; Armadin's approach uses human-in-the-loop training and categorical action saf…