Observable Channels, Not Just Storage: Evaluating Privacy Leakage in LLM Agent Pipelines

Tao Huang, Chen Hou, Guosen Wu +1

Privacy leakage in LLM agents is often studied through individual storage or execution components, such as memory modules, retrieval pipelines, or tool-mediated artifacts. However,…