What Wraithwatch’s perception layer sees when it looks at a simple device object in its graph: reachability computations from network topologies, correlations to users, software, policies, configurations, and every potential action that can be taken against that specific object.
Responsible deployment of AI in mission critical domains like cyber defense requires more than just exposing APIs and letting agents rip in production. Agentic tools need continuously updated mappings of their read/write action space, org-specific tolerances, go/no-go zones, and the ability to reason over unstructured knowledge about their environment.
Without these underlying perception and control planes your AIs fly blind and “production safe” is a claim, not a guarantee.