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docs: qa rag nit (#16400)
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"Here we've gone over how to add application logic for incorporating historical outputs, but we're still manually updating the chat history and inserting it into each input. In a real Q&A application we'll want some way of persisting chat history and some way of automatically inserting and updating it.\n",
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"\n",
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"For this we can use:\n",
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"\n",
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"- [BaseChatMessageHistory](/docs/modules/memory/chat_messages/): Store chat history.\n",
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"- [RunnableWithMessageHistory](/docs/expression_language/how_to/message_history): Wrapper for an LCEL chain and a `BaseChatMessageHistory` that handles injecting chat history into inputs and updating it after each invocation.\n",
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"\n",
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"For a detailed walkthrough of how to use these classes together to create a stateful conversational chain, head to the [How to add message history (memory)](/docs/expression_language/how_to/message_history) LCEL page."
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]
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},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [],
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"source": []
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}
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],
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"metadata": {
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