Perhaps we can add that using LLMs for logical, creative or reasoning tasks (things the technology isn’t capable of doing) is an anti-pattern.
Whether that's worth the environmental or social cost, of course, remains open for debate.
Please provide a definition of reasoning.
For example, logical reasoning is applying common logical transformations to propositions to determine the truth relationship between different statements. Spatial reasoning is applying spatial transformations (rotation, translation, sometimes slight deformation) to shapes to determine their spatial relationship, such "can I fit this couch through that doorway if I rotate it in some way?"
Reasoning has the property that a valid reasoning applied to true data always produces a correct answer.