Attackers now move at machine speed, forcing security teams to build and maintain a real-time context of their cloud, workload, and AI model environments before any alert fires. Teams must automate continuous inventory and connect signals across these layers so AI agents can investigate and respond at machine speed. This shifts SecOps from reactive investigations to proactive context-driven defense.