Additionally, they show a counter-intuitive scaling limit: their reasoning effort improves with trouble complexity around some extent, then declines Regardless of acquiring an enough token funds. By evaluating LRMs with their common LLM counterparts under equivalent inference compute, we detect a few overall performance regimes: (1) minimal-complexity tasks where https://www.youtube.com/watch?v=snr3is5MTiU