Models Model details

MoonshotAI

MoonshotAI: Kimi K3

moonshotai/kimi-k3

Kimi K3 is a 2.8T parameter open-weight multimodal reasoning model from Moonshot AI. It is suited for complex coding, knowledge work, and long-horizon agentic workflows, and is particularly strong at navigating large repositories, using tools, debugging, and iterating against images, logs, tests, and runtime feedback. Its architecture uses KDA and Attention Residuals for computational efficiency.

Input
$0.304

/ 1M tokens

Output
$11.936

/ 1M tokens

Context window
1.05M

tokens

Limits

Context

1,048,576

tokens

Max output

943,718

90% of the context window

Parameters

2,779,931,837,184

Model facts

Author

MoonshotAI

Tokenizer

Other

Modality

Text + Image + Video -> Text

License

Other

Created

Jul 16, 2026

Hugging Face

moonshotai/Kimi-K3

Default generation parameters

top_p

0.95

Reasoning

Default MaxMaxHighLowNone

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextInput · ImageInput · VideoOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogit biasLogprobsMax tokensMin pPresence penaltyReasoningReasoning effortRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop logprobsTop p

Capability scores

50
Agentic index

Better than 84% of models compared

76.2
Coding index

Better than 88% of models compared

43.6
Intelligence index

Better than 89% of models compared

Agent tasks

Category performance

Full-stack apps
Top 5%

1315 Elo

61.8% win

HTML slides
Top 10%

1256 Elo

59.6% win

Slide decks
Top 18%

1273 Elo

59.2% win

Web apps
Top 7%

1283 Elo

59.0% win

Mobile apps
Top 11%

1264 Elo

57.0% win

Android apps
Top 13%

1262 Elo

55.4% win

Agentic games
Top 14%

1252 Elo

55.0% win

Godot games
Top 44%

1223 Elo

48.2% win

Creative tasks

Category performance

3D
Top 9%

1389 Elo

67.3% win

Data visualization
Top 6%

1350 Elo

63.2% win

Code
Top 4%

1362 Elo

62.4% win

Games
Top 8%

1364 Elo

60.9% win

UI components
Top 6%

1346 Elo

60.3% win

Websites
Top 2%

1336 Elo

59.3% win

SVG
Top 10%

1299 Elo

59.2% win