These platforms maintain a continuous watch across your networks and cloud environments, isolating anomalies and intercepting hostile activity the moment it occurs. By executing rapid containment protocols without waiting for manual approval, they dramatically compress attacker dwell time and reduce operational alert fatigue. When choosing a solution, focus on false-positive accuracy, deep compatibility with your current tech stack, and granular policies that let you dictate exactly which mitigation actions can run unsupervised.

A family of custom-trained security models for coding agents