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Moreover, they show a counter-intuitive scaling limit: their reasoning energy boosts with trouble complexity up to a degree, then declines despite possessing an suitable token finances. By comparing LRMs with their conventional LLM counterparts beneath equivalent inference compute, we establish three overall performance regimes: (one) small-complex