Kimi Linear 48B A3B is a sparse mixture-of-experts model that activates only 3 billion parameters per forward pass despite having 48 billion total, making it unusually efficient at inference time. It handles instruction-following tasks with a lean computational footprint, trading some raw capability headroom for speed and resource friendliness. The open weights and MIT license mean you can inspect, fine-tune, and deploy it without restrictions.