"reasoning model" is kind of like "gourmet deli" - if it was true you wouldn't need to put it in the name, because it would be self evident. It's only there as a counter argument against the evidence of your eyes.
garymarcus.substack.com
A knockout blow for LLMs?
LLM “reasoning” is so cooked they turned my name into a verb