Will the Agent Recuse Itself? Measuring LLM-Agent Compliance with In-Band Access-Deny Signals

As autonomous LLM agents increasingly hold real credentials and operate infrastructure without a human in the loop, operators have no standard way to tell an agent that a resource is off-limits. Access controls either let the agent in (it has valid credentials) or hard-fail it (indistinguishable fro...