In addition, they show a counter-intuitive scaling limit: their reasoning effort increases with challenge complexity around a degree, then declines Regardless of acquiring an sufficient token finances. By comparing LRMs with their typical LLM counterparts under equivalent inference compute, we detect three effectiveness regimes: (1) very low-complexity tasks in https://www.youtube.com/watch?v=snr3is5MTiU