LangMem

It is a tool designed to help AI agents learn and adapt from their interactions over time by extracting important information from conversations, refining their behavior through prompt optimization, and maintaining long-term memory.

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It is a tool designed to help AI agents learn and adapt from their interactions over time by extracting important information from conversations, refining their behavior through prompt optimization, and maintaining long-term memory. LangMem provides both functional primitives for use with any storage system and native integration with LangGraph’s storage layer, enabling agents to continuously improve, personalize responses, and maintain consistent behavior across sessions. It allows users to configure their environment with an API key for their preferred LLM provider and create agents that actively manage their own long-term memory with minimal code.

LangMem’s memory tools, such as `create_manage_memory_tool` and `create_search_memory_tool`, enable agents to control what information is stored, extract key details from conversations, and search past interactions when needed. These tools work seamlessly within any LangGraph application, allowing users to integrate them into existing agents or build custom memory systems. For development, memories can be stored in process memory using `InMemoryStore`, but for production, persistent storage options like `AsyncPostgresStore` are recommended to ensure memories are retained across server restarts.

The agent autonomously decides what to store and when to retrieve memories, requiring no special commands during interactions. It maintains context between chats, enabling it to search for relevant memories using `create_search_memory_tool` when prompted about past interactions. This functionality allows the agent to store critical information, search its memory when appropriate, and persist knowledge across conversations. For further customization and detailed examples, users can refer to the provided documentation and quickstart guides. LangMem is part of the LangChain ecosystem and is available on GitHub under the LangChain organization.

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