Furthermore, they show a counter-intuitive scaling limit: their reasoning effort improves with challenge complexity approximately a point, then declines despite owning an enough token price range. By evaluating LRMs with their common LLM counterparts below equal inference compute, we detect 3 efficiency regimes: (1) very low-complexity duties in which https://rowanxgkpr.liberty-blog.com/35882939/not-known-factual-statements-about-illusion-of-kundun-mu-online