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Linyb Geek Road
Linyb Geek Road
Apr 22, 2026 · Artificial Intelligence

How to Design an Effective Memory Module for LLM Agents?

The article analyzes why memory is essential for practical LLM agents, categorizes four memory types, proposes a perception‑judgment‑refinement‑storage pipeline, introduces a three‑dimensional retrieval scoring model, and outlines a three‑layer architecture with reflection, merging, and forgetting mechanisms.

AgentLLMMemory Design
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How to Design an Effective Memory Module for LLM Agents?