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Kimi K3

Moonshot AIReasoning ModelOpen Source

Moonshot AI's flagship multimodal reasoning model, released July 2026 — the largest open-weight model to date at 2.8T total / 104B active parameters (MoE) with a 1M token context window and the Kimi Delta Attention architecture.

Abilities

Text GenerationCode GenerationReasoningMathVisionLong ContextMultilingualFunction Calling

Use Cases

ResearchCoding AssistantData AnalysisChatbotEnterprise

Available in Tools

Availability

How to Use

Use the Moonshot API with model ID `kimi-k3` ($3/$15 per MTok, $0.30 cached input), or download the open weights for self-hosting — note the massive hardware requirements of a 2.8T-parameter MoE.

Pros

  • Largest open-weight model released to date — frontier-level reasoning with downloadable weights
  • 1M token context window with efficient Kimi Delta Attention
  • Multimodal reasoning — text and vision in one model
  • Competitive API pricing at $3/$15 per MTok with $0.30 cached input

Cons

  • Self-hosting is impractical for most — 2.8T parameters require a data-center-class cluster
  • License is modified MIT, not pure open source — large MaaS businesses need a separate agreement
  • Subject of a September 2026 dispute with Anthropic over alleged routing/distillation — reputational uncertainty

What to Use It For

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Perfect For

Frontier reasoning with open weights

The only open-weight model at this scale — auditability and self-hosting rights that closed frontier models lack

Long-document analysis

1M context and Moonshot heritage of long-document understanding

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Good For

Coding and math reasoning

Strong reasoning-model performance at a mid-tier API price

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Not Recommended

Local deployment on consumer hardware

Open weights, but the model is far too large to run outside large clusters

Try instead: Gemma 4, Qwen 3

Latency-critical real-time chat

Deep reasoning adds latency compared with lightweight chat models

Try instead: Claude Haiku 4.5, Gemini 3.8 Flash

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Do Not Use For

Image generation

Reasoning LLM — understands images but cannot create them

Try instead: Seedream 4, FLUX.2 Pro

Technical Details

Pricing$3 / 1M input tokens, $15 / 1M output tokens ($0.30 cached input); free open weights
Parameters2.8T total / 104B active (MoE)
detail.contextWindow1M tokens
LicenseKimi K3 License (modified MIT; separate agreement for large MaaS businesses)

Links