Is it really "getting better at logic and reasoning" though, or is it actually just another LLM like any other, and therefore just getting better at the appeara

Is it really "getting better at logic and reasoning" though, or is it actually just another LLM like any other, and therefore just getting better at the appearance of logic and reasoning? The distinction is important, after all. One possibly leads to AGI, where the other does not (even though people who don't understand will likely believe it's AGI and do stupid and dangerous things with it). As I understand it, LLMs do not have any logic or reason, despite often being quite convincing at pretending to.