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Kimi K3's innovative architecture achieves a 2.5x scaling efficiency improvement, enabling robust performance across diverse long-horizon tasks.
Forget brute-force search: CoT2-Meta shows that strategically controlling reasoning trajectories with metacognition yields significant gains in accuracy and compute efficiency across a wide range of reasoning tasks.
