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The key difference is that your thinking feeds into your word choice. You also know when to mack up and allow your brain to actually process.
LLMs are (very crudely) a lobotomised speech center. They can chatter and use words, but there is no support structure behind them. The only "knowledge" they have access to is embedded into their training data. Once that is done, they have no ability to "think" about it further. It's a practical example of a "Chinese Room" and many of the same philosophical arguments apply.
I fully agree that this is an important step for a true AI. It's just a fragment however. Just like 4 wheels, and 2 axles don't make a car.