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State management for stateful components embedded in conversations typically requires introducing a state storage layer independent of the message stream, along with component IDs, version control, and lifecycle management; the design difficulty lies in both ensuring the persistence and consistency of state and avoiding the context window being crowded out by large amounts of structured data.

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10/13/2026
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