Agent Mosaic: Recognizing Confidentiality Leaks in Agentic LLM Systems.

arXiv:2610.30418v1 Announce Type: cross Abstract: Modern LLM agents can retrieve information from accessible documents, and then disclose a sensitive conclusion assembled from them. This mosaic effect creates a critical risk for agents operating over confident