The Kimi K3 model features a 1 million token context window and native multimodal capabilities, claiming to outperform frontier models on Automation bench and BrowseComp. Its Kimi Delta Attention enables up to 6.3x faster decoding in million-token contexts, while Attention Residuals deliver approximately 25% higher training efficiency.