The point is that the next token predicted will change; and in a way everyone not being a anti-ai contrarian will say is smarter. And as far as TFA, we've know you can prompt models into being smarter for years know. Thats what CoT/thinking/reasoning is.
First half is right, but the second... That's not how CoT works.