EGCForest: Structured Agent Memory Organization for Enterprise Group Chats

arXiv:2610.19836 · cs.CL · Submitted 2026-10-14 · Read on arXiv

cs.CL

Submitted: 2026-10-14

Updated: 2026-10-14

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Agent Memory — 1× in this paper

Sources

• Mem0: Building Production-Ready AI Agents with Scalable Long-Term Memory
• From Local to Global: A Graph RAG Approach to Query-Focused Summarization
• Hindsight is 20/20: Building Agent Memory that Retains, Recalls, and Reflects
• MemOS: An Operating System for Memory-Augmented Generation (MAG) in Large Language Models
• MemGPT: Towards LLMs as Operating Systems
• Multi-Party Conversational Agents: A Survey
• GroupMemBench: Benchmarking LLM Agent Memory in Multi-Party Conversations

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