From surveillance to signalling: escalation channels as environmental controls for agentic AI

ArXi:2510.05192v2 Announce Type: replace-cross When AI agents operating with access to sensitive information encounter a conflict between completing an assigned task and following rules or ethical constraints, they can resort to unsanctioned behaviour. Existing inference time safety work addresses this primarily through monitoring and access restriction.