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> How is the conversation state stored and re-applied each time

It's not, they're almost all stateless. Your entire chat history is fed in for each prompt. Any conversational memory comes just from it being in the prompt.

OpenAI does have it memories and system prompt instructions you can setup. These are just injected into the prompt somewhere as well.




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