Kimi K3, an open-weights multimodal model, features 2.8 trillion parameters and a 1 million token context window, with open weights scheduled for release by July 27, 2026. Its Kimi Delta Attention (KDA) technology enables up to 6.3x faster decoding in million-token contexts, alongside a KDA prefix caching implementation contributed to vLLM for efficient long-context serving.