by Zhongming Yu and Jishen Zhao on Jan 20, 2026 | Tags: Agents, LLM, Memory Consistency, Memory Hierarchy
Large language model (LLM) agents are quickly moving from “single agent” to *multi-agent systems*: tool-using agents, planner-orchestrator, debate teams, specialized sub-agents that collaborate to solve tasks. At the same time, the *context* these agents must operate...
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