LangGraph Approvals Fail Without Proper Checkpointing

LangGraph's human-in-the-loop approvals depend on persisted graph state, not just chat transcripts. Without a saver tied to the same thread_id, reviewer handoffs can resume at the wrong point or fail entirely. Developers must checkpoint before irreversible actions like email sends or deploys to ensure gates work reliably.