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approaches: A ‘naive’ use of LLMs, simply responding to prompts. An LLM functioning as a ‘state machine,’ where the prompt changes based on the current status. An LLM acting as an ‘agent.’ Non-deterministic nature of LLMs, meaning they cannot always guarantee precise outcomes The speaker conducted