LangMem

LangMem helps agents learn and adapt from their interactions over time by storing and accessing memories.

LangGraph Studio limitations

  • Studio uses an in-memory store only.
  • LangGraph Cloud asks that you not specify a store when creating the agent. It will handle it. (This error surfaces in Studio.)

Resources

LangMem
Interactive graph
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LangGraph Studio limitations
Resources