Pattern

LangGraph long-term memory Store and LangMem

Give LangGraph agents memory that outlives a single thread: a store keyed by namespace (typically the user), with optional semantic search, plus LangMem tools that let the agent record and search memories and a background manager that extracts and consolidates them.

Classification Namespaced cross-thread memory store with LLM-driven extraction tools.