In addition, they show a counter-intuitive scaling limit: their reasoning effort and hard work will increase with challenge complexity as many as some extent, then declines despite acquiring an satisfactory token budget. By comparing LRMs with their common LLM counterparts beneath equal inference compute, we detect 3 functionality regimes: https://www.youtube.com/watch?v=snr3is5MTiU