In any case, there is at least one work that shows that CoT may not be necessary and biasing the decoding path via logit probabilities is also promising. [1]
One could argue it still doesn't contradict the benefits of CoT, but I suspect there is nothing fundamental about CoT, except that we happened to have been pre-training on sequences that use certain prompts that were easy to conceive from a human's perspective.