What's more, they show a counter-intuitive scaling limit: their reasoning energy increases with problem complexity around a degree, then declines Even with having an ample token budget. By comparing LRMs with their typical LLM counterparts underneath equivalent inference compute, we establish a few functionality regimes: (one) reduced-complexity jobs where https://www.youtube.com/watch?v=snr3is5MTiU