Backend that stores files in agent state (ephemeral).
Uses LangGraph's state management and checkpointing. Files persist within a conversation thread but not across threads. State is automatically checkpointed after each agent step.
Special handling: Since LangGraph state must be updated via Command objects (not direct mutation), operations return filesUpdate in WriteResult/EditResult for the middleware to apply via Command.
