Rycode

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 parameters2.8T
Activated parameters104B
Experts896 routed; 16 selected per token; 2 shared
ModalitiesText and image (card); native vision encoder MoonViT-V2
QuantizationMXFP4 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

Sources