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Researchers from GoCharlie.ai and Lehigh University propose a theoretical framework for integrating Case-Based Reasoning (CBR) with Large Language Model (LLM) agents, formalizing architectural components and cognitive aspects. This integration aims to enhance LLM agent transparency, adaptability, and cognitive capabilities, offering a hybrid neuro-symbolic approach to overcome current LLM limitations.