MNC: Scope-Bound Semantic Declassification for Private LLM-Agent Communication

Jinghan Xu, Longze Fan, Zeyuan Wang +2

Multi-agent large language model (LLM) systems can expose protected state through internal messages, tool arguments, logs, and persistent memory even when their public outputs appe…