1Runtime Containment When Classification FailsPrevention will sometimes be wrong. Runtime containment is the layer that stops an exploit even when a finding was misclassified as safe.Advanced 2Isolating Data, Memory, and Execution PathsAn acting agent should not be able to read, run, or reach everything. Isolation bounds what a compromise can touch.Advanced 3Deception Layers: Safe Honeypots and Dead-End PathsInstead of only blocking hostile behavior, you can route it into safe dead ends that reveal the attacker and reach nothing real.Advanced 4Detecting Agent Behavioral Drift and AnomaliesAgent failures usually show up as patterns before they show up as incidents. Watching behavior turns those patterns into early warnings.Advanced 5Lifecycle Gates: Pre-Model to Post-Tool EnforcementPolicy shouldn't run at one moment. Place enforcement gates across the whole request lifecycle, from user input to post-tool.Advanced