Auditable Belief Updates as a Missing Safety Layer for LLM-Powered Multi-Agent Systems.

arXiv:2610.38869v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly being used as cognitive interfaces that shape how users interpret evidence, communicate, and make decisions. As deployed systems become more multimodal, tool-using, a