The Kimi K3 model reportedly features several architectural innovations, including KDA hybrid linear attention for efficient long context scaling, Attention Residuals for memory retrieval, and Stable LatentMoE with only 1.8% expert activation. These innovations are part of a co-design approach spanning architecture, training, serving, and agent, positioning Kimi K3 as a new architecture playground.