In addition, they show a counter-intuitive scaling limit: their reasoning energy increases with challenge complexity as much as some extent, then declines Regardless of acquiring an sufficient token finances. By comparing LRMs with their conventional LLM counterparts below equal inference compute, we identify three effectiveness regimes: (1) reduced-complexity jobs https://www.youtube.com/watch?v=snr3is5MTiU