You're right that there is long-term planning going on, but that doesn't contradict the fact that an autoregressive LLM does, in fact, literally generate words

You're right that there is long-term planning going on, but that doesn't contradict the fact that an autoregressive LLM does, in fact, literally generate words one at a time based on previously spoken words. Planning and action are different things.