Additionally, they exhibit a counter-intuitive scaling limit: their reasoning effort boosts with issue complexity as many as a point, then declines despite obtaining an ample token price range. By comparing LRMs with their conventional LLM counterparts under equal inference compute, we determine three effectiveness regimes: (one) reduced-complexity jobs the https://www.youtube.com/watch?v=snr3is5MTiU