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.
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How it works end to end
Checkpointers: memory + Postgres + Redis.
User memory store.
Time travel / replay via checkpoints.