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Helping AI agents learn and adapt from interactions over time

LangMem is a toolkit designed to enhance AI agents' capabilities by enabling them to extract important information from conversations, refine their behavior through prompt optimization, and maintain long-term memory. It offers functional primitives compatible with any storage system and integrates natively with LangGraph's storage layer, allowing agents to continuously improve, personalize responses, and maintain consistent behavior across session
Reliable LLM Memory for AI Applications and AI Agents

Memory foundation for AI stacks, enabling personalized agents and assistants.

Bulk remove backgrounds, upscale, and enhance product images.

An LLM framework for building autonomous agents with long-term memory and customizable tools.

AI memory layer that enhances LLMs with personalized, long-term context retention

Advancing the frontier of AI systems with memory