Hierarchical Agentic Incident Response with Digital-Twin-Validated Attack Inference

Network incident response remains slow and labor-intensive as the defender must infer multi-stage attacks from partial observations and translate recovery decisions into reliable system commands. Decision-theoretic planners provide principled optimization but typically rely on abstract states and...

6 Best CTEM Vendors: A Head-to-Head Comparison

Your team just ran a vulnerability scan and now you’re staring at a list of thousands of CVEs. The big question is, what do you fix first? Relying on CVSS scores alone doesn’t tell you which of these vulnerabilities are actually exploitable in your environment or which ones protect your most...