For the fastest local setup of this model, Docker is the best choice.
Follow the step-by-step instructions below.
The loader auto-caches the model archive (several GBs included).
The setup file includes an intelligent feature that instantly optimizes all configurations for your hardware profile.
Kimi-K2.6 is a next‑generation language model that builds upon the successes of its predecessors with notable improvements in reasoning and multilingual capabilities. It employs a refined transformer architecture featuring sparse attention mechanisms that reduce computational load while preserving long‑range dependencies. The model was trained on an extensive corpus of over 5 trillion tokens, encompassing code, scientific literature, and diverse conversational data. With a parameter count of 180 billion and a context window of 8 K tokens, Kimi-K2.6 achieves state‑of‑the‑art performance across benchmark suites. The model specifications are summarized in the table below:
| Parameters | 180 B |
| Context Length | 8 K tokens |
| Training Tokens | 5 trillion |
| Architecture | Transformer with sparse attention |
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