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Kimi K2

Open-weight 1-trillion-parameter LLM from Moonshot AI for coding and agents.

Last updated: Aug 6, 2026

About Kimi K2

Kimi K2 is a large language model built by Moonshot AI, released as an open-weight mixture-of-experts model with 1 trillion total parameters and 32 billion activated per token. It was trained with the Muon optimizer and tuned specifically for agentic work: tool use, coding, and multi-step reasoning rather than general chat alone, with a context window that Moonshot has extended in later K2 versions to handle long documents and codebases. The model weights are open and available for self-hosting, and Moonshot also offers an OpenAI- and Anthropic-compatible API through platform.moonshot.ai for developers who don't want to run it themselves. The consumer-facing kimi.com product built on the Kimi models adds a chat interface, a coding assistant called Kimi Code, a work-focused mode, plugins, and the ability to hand off scheduled or multi-step tasks to an agent. At 1 trillion total parameters, self-hosting the full model requires substantial GPU infrastructure, which is why most developers use it through the hosted API or inference providers instead of running it locally.

At a glance

Company
Moonshot AI
Platforms
Web, API
API
Available
Last verified
August 2026
Last updated: August 6, 2026

Who It's For

  • •AI researchers and developers.
  • •Tech companies focusing on automation and AI integration.
  • •Academic institutions and open-source enthusiasts.
  • •Businesses seeking customizable AI solutions.

How It Works

  1. 1Uses a Mixture-of-Experts architecture with 32 billion activated parameters within a trillion-parameter framework.
  2. 2Trained on a large dataset of over 15.5 trillion tokens, providing deep reasoning and robust capabilities.
  3. 3Designed for agentic tasks, enabling it to perform complex automation and interaction tasks.
  4. 4Open-source model that can be fine-tuned and deployed for specific applications by the user.

How to Use Kimi K2

  1. 1Access the model via repositories like Hugging Face or dedicated APIs provided by Moonshot AI.
  2. 2Integrate Kimi K2 into applications or workflows through available SDKs or APIs.
  3. 3Fine-tune or customize the model on specific datasets to suit particular use cases.
  4. 4Leverage the model's tool-calling capabilities for enhanced automation.

Key Features

  • •Mixture-of-experts architecture (1T total / 32B active parameters)
  • •Open-weight model
  • •Agentic tool use
  • •Coding assistant (Kimi Code)
  • •Long context window
  • •OpenAI/Anthropic-compatible API

Use Cases

  • •Build an AI coding assistant
  • •Run autonomous multi-step agent tasks
  • •Long-document reasoning and knowledge work

Pros & Cons

Advantages

  • •Open-source, allowing extensive customization and research.
  • •Unmatched scale with 1 trillion parameters for complex tasks.
  • •Cost-effective compared to proprietary models.

Disadvantages

  • •Requires significant computational resources to run effectively.
  • •Complex to fine-tune for non-expert users.
  • •Relatively new with evolving support and ecosystem.

Alternatives

  • DeepSeek
  • Qwen
  • GPT-4

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Frequently Asked Questions

What is Kimi K2?

Kimi K2 is a large language model built by Moonshot AI, released as an open-weight mixture-of-experts model with 1 trillion total parameters and 32 billion activated per token. It was trained with the Muon optimizer and tuned specifically for agentic work: tool use, coding, and multi-step reasoning rather than general chat alone, with a context window that Moonshot has extended in later K2 versions to handle long documents and codebases.

How much does Kimi K2 cost?

Kimi K2 uses custom pricing — contact the vendor for a quote.

Is Kimi K2 free?

Kimi K2 is a paid tool and does not offer a free plan.

What are the best Kimi K2 alternatives?

Popular Kimi K2 alternatives include DeepSeek, Qwen, GPT-4.

What is Kimi K2 used for?

Kimi K2 is commonly used for Build an AI coding assistant, Run autonomous multi-step agent tasks, Long-document reasoning and knowledge work.

Does Kimi K2 have an API?

Yes, Kimi K2 offers an API for developers.

What platforms does Kimi K2 support?

Kimi K2 is available on Web, API.

Information Accuracy

Please note: While we regularly update all tool information including descriptions, features, pricing, and other details, this information may change over time as tools evolve and update their offerings. For the most current and accurate information, we recommend visiting the official website directly. Our goal is to provide you with comprehensive and up-to-date information to help you make informed decisions.