Open weight
Kimi K3 (Moonshot)
Kimi K3 is Moonshot AI’s open-weight flagship. The lab describes a native multimodal agentic model for long-horizon coding, knowledge work, and reasoning. Full weights ship on Hugging Face as moonshotai/Kimi-K3 under the Kimi K3 License.
- Status
- Current, open weights
- AA score
- 44 (max effort)Artificial Analysis Intelligence Index, one independent score across many tests, fetched 22 Sep 2026
- Last checked
- 22 Sep 2026newest source date on this page
On the Artificial Analysis Intelligence Index (fetched 22 Sep 2026 ET), Kimi K3 (max) scores 44. AA’s open-weights FAQ on that fetch lists it third among open weights after MiMo-V2.6-Pro and GLM-5.3.
Training
The paper *Kimi K3: Open Frontier Intelligence* (arXiv:2607.24653) and the Hugging Face card describe a Mixture-of-Experts model with Kimi Delta Attention (KDA), Attention Residuals, and Stable LatentMoE. Post-training emphasizes reinforcement learning across general, agentic, and coding domains with multiple reasoning-effort levels. Exact train FLOPs and full data recipes belong in the paper and card, not restated here beyond published summaries.
Inference
Thinking is always enabled; responses include reasoning content. Effort levels: low, high, and max (default max). Hosted API: platform.kimi.ai with model kimi-k3 (OpenAI / Anthropic compatible). Local serving guidance on the card points to vLLM, SGLang, and TokenSpeed.
Context
Context length on the model card: 1,048,576 tokens (about 1M). AA lists context about 1.05M.
Methods
| Value (lab / HF card) | |
|---|---|
| Total parameters | 2.8T |
| Activated parameters | 104B |
| Experts | 896 routed; 16 selected per token; 2 shared |
| Modalities | Text and image (card); native vision encoder MoonViT-V2 |
| Quantization | MXFP4 weights / MXFP8 activations (QAT) |
Benchmarking
The Hugging Face card publishes a large lab evaluation table (coding, agentic, vision). Prefer that table for harness-specific claims. Prefer AA for Index. AA Index Kimi K3 (max): 44; Kimi K3 (low): 34* (leaderboard, 22 Sep 2026 ET).
Hardware and weights
Open weights: moonshotai/Kimi-K3. License: Kimi K3 License (custom; includes commercial-scale conditions). Code and weights share that license per the card.
Access
- API: platform.kimi.ai · model
kimi-k3 - Weights: Hugging Face above
- GitHub mirror / tooling: MoonshotAI/Kimi-K3
Sources
- Hugging Face: moonshotai/Kimi-K3
- arXiv:2607.24653
- Kimi platform
- AA LLM leaderboard (secondary, Index)
A.I.