Furthermore, they show a counter-intuitive scaling limit: their reasoning energy improves with challenge complexity as many as a point, then declines Even with having an suitable token budget. By comparing LRMs with their typical LLM counterparts below equivalent inference compute, we discover three effectiveness regimes: (1) reduced-complexity jobs exactly https://www.youtube.com/watch?v=snr3is5MTiU