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MoonshotAI

MoonshotAI: Kimi K2.6

moonshotai/kimi-k2.6

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Kimi K2.6 is Moonshot AI's next-generation multimodal model, designed for long-horizon coding, coding-driven UI/UX generation, and multi-agent orchestration. It handles complex end-to-end coding tasks across Python, Rust, and Go, and can convert prompts and visual inputs into production-ready interfaces. Its agent swarm architecture scales to hundreds of parallel sub-agents for autonomous task decomposition - delivering documents, websites, and spreadsheets in a single run without human oversight.

Input
$0.65

/ 1M tokens

Output
$3.41

/ 1M tokens

Context window
262.14K

tokens

Limits

Context

262,144

tokens

Max output

235,929

90% of the context window

Parameters

1,026,879,376,368

Model facts

Author

MoonshotAI

Tokenizer

Other

Modality

Text + Image -> Text

License

Other

Created

Apr 20, 2026

Hugging Face

moonshotai/Kimi-K2.6

Publication status

Hugging Face: verifiedLicense: publishedParameter count: published

Modalities

Input · TextInput · ImageOutput · Text

Generation controls

Frequency penaltyInclude reasoningLogit biasLogprobsMax tokensMin pParallel tool callsPresence penaltyReasoningRepetition penaltyResponse formatSeedStopStructured outputsTemperatureTool choiceToolsTop kTop logprobsTop p

Capability scores

20.5
Agentic index

Better than 52% of models compared

61.8
Coding index

Better than 66% of models compared

27
Intelligence index

Better than 67% of models compared

Agent tasks

Category performance

Web apps
Top 12%

1268 Elo

59.3% win

Agentic HTML slides
Top 20%

1248 Elo

59.0% win

Additional published result

  • Agentic slides (HTML)

    1252 Elo · Rank #2 · 59.2% win · Top 7%

HTML slides
Top 46%

1184 Elo

52.3% win

Full-stack apps
Top 61%

1155 Elo

49.4% win

Android apps
Top 62%

1174 Elo

49.1% win

Mobile apps
Top 63%

1153 Elo

47.6% win

Agentic games
Top 84%

1141 Elo

47.5% win

Godot games
Top 80%

1120 Elo

46.8% win

Agentic slides
Top 40%

1187 Elo

45.8% win

agenticslides(python pptx)
Top 40%

1186 Elo

45.5% win

pptxslides
Top 47%

1181 Elo

44.3% win

Slide decks
Top 63%

1180 Elo

42.1% win

Creative tasks

Category performance

3D
Top 26%

1268 Elo

57.6% win

UI components
Top 33%

1265 Elo

55.6% win

Games
Top 34%

1252 Elo

54.9% win

Code
Top 27%

1273 Elo

54.8% win

Websites
Top 27%

1269 Elo

54.2% win

Data visualization
Top 34%

1249 Elo

52.0% win

SVG
Top 46%

1181 Elo

51.2% win

ASCII art
Top 56%

1167 Elo

47.5% win