The Envelope Layer: An Underestimated Surface of LLM Agent Defense

Prior work framed the envelope layer as the channel through which malicious content enters an agent, and established it as a defense surface independent of the LLM layer and the agent layer; however, that work only tested the envelope layer briefly and did not examine how label strength, envelope...