In addition, they exhibit a counter-intuitive scaling limit: their reasoning hard work will increase with issue complexity up to a degree, then declines Regardless of obtaining an ample token price range. By comparing LRMs with their typical LLM counterparts below equivalent inference compute, we identify 3 overall performance regimes: (1) minimal-