In addition, they show a counter-intuitive scaling limit: their reasoning effort and hard work boosts with issue complexity nearly a point, then declines Even with owning an suitable token price range. By evaluating LRMs with their regular LLM counterparts under equivalent inference compute, we establish three general performance regimes: https://www.youtube.com/watch?v=snr3is5MTiU