Furthermore, they show a counter-intuitive scaling limit: their reasoning effort raises with issue complexity approximately a degree, then declines despite owning an enough token funds. By evaluating LRMs with their normal LLM counterparts underneath equivalent inference compute, we establish 3 overall performance regimes: (one) minimal-complexity jobs wherever typical products https://www.youtube.com/watch?v=snr3is5MTiU