Why it matters

LangGraph memory shapes stateful agents. Understanding shapes design.

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The architecture

Thread state via checkpointer.

Long-term store for user memories.

Cross-thread access controlled.

LangGraph memory modelThread statecheckpointerLong-term storeuser memoriesRetrievalin graph nodesLangGraph4j provides similar Java-native patterns; growing feature set
LangGraph memory.
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How it works end to end

Checkpointers: memory + Postgres + Redis.

User memory store.

Time travel / replay via checkpoints.