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Intermediate

Long-Term Memory

The persistent storage and retrieval architecture that allows AI Agents and RAG systems to maintain state, historical interactions, and user preferences across multiple sessions, bypassing the volatility and token limits of the context window.

Definition

The persistent storage and retrieval architecture that allows AI Agents and RAG systems to maintain state, historical interactions, and user preferences across multiple sessions, bypassing the volatility and token limits of the context window.

Disambiguation

Distinct from the transient 'Short-Term Memory' (context window) and 'Parametric Memory' (pre-trained weights).

Visual Metaphor

"A specialized archival vault where the agent logs every past interaction on a searchable index for future retrieval."

Key Tools
MemGPTZepPineconeLangGraphLettaMilvus
Related Connections

Conceptual Overview

The persistent storage and retrieval architecture that allows AI Agents and RAG systems to maintain state, historical interactions, and user preferences across multiple sessions, bypassing the volatility and token limits of the context window.

Disambiguation

Distinct from the transient 'Short-Term Memory' (context window) and 'Parametric Memory' (pre-trained weights).

Visual Analog

A specialized archival vault where the agent logs every past interaction on a searchable index for future retrieval.

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