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Kimi.ai released Kimi K3, a 2.8 trillion parameter multimodal model with 1 million context, featuring novel Delta Attention and Attention Residuals, and a self-optimizing stack including MiniTriton compiler. The model achieves up to 6.3x faster decoding and ~25% higher training efficiency.