Synapse: Empowering LLM Agents with Episodic-Semantic Memory via Spreading Activation

While Large Language Models (LLMs) excel at generalized reasoning, standard retrievalaugmented approaches fail to address the disconnected nature of long-term agentic memory.To bridge this gap, we introduce SYNAPSE (Synergistic Associative Processing & Semantic Encoding), a unified memory archite…