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Kimi K2

Advanced large language model with mixture-of-experts architecture by Moonshot AI

4.6
freemium open-source Chat Tools Updated 405 days ago

API

Available

Mobile App

No

Users

50K+

Free tier

Open-source model weights and code

Paid plans

API access through Moonshot AI platform

Integrations

vLLM SGLang KTransformers TensorRT-LLM OpenAI API

Key Features

  • 1 trillion total parameters with 32B activated
  • Mixture-of-experts (MoE) architecture
  • 128K context length
  • Advanced reasoning capabilities
  • Tool use and autonomous problem-solving
  • OpenAI/Anthropic-compatible API

Overview

Kimi K2 is a state-of-the-art large language model series developed by Moonshot AI, featuring an innovative mixture-of-experts (MoE) architecture with 1 trillion total parameters and 32 billion activated parameters. Designed specifically for tool use, reasoning, and autonomous problem-solving, Kimi K2 represents a significant advancement in LLM capabilities.

Key Features

Advanced Architecture

  • Mixture-of-Experts (MoE): 384 experts with 8 selected per token for optimal efficiency
  • Massive Scale: 1 trillion total parameters with 32 billion activated parameters
  • Extended Context: 128K token context length for handling long documents
  • Large Vocabulary: 160K vocabulary size for better multilingual support

Model Variants

  • Kimi-K2-Base: Foundation model for researchers and custom solutions
  • Kimi-K2-Instruct: Optimized for general-purpose chat and agentic experiences

Core Capabilities

  • Advanced Reasoning: Superior performance on complex reasoning tasks
  • Code Generation: Excellent coding capabilities across multiple languages
  • Tool Integration: Native support for tool use and function calling
  • Autonomous Problem-Solving: Designed for agentic workflows and complex tasks

Technical Innovation

  • Muon Optimizer: Trained using the advanced Muon optimization algorithm
  • Efficient Inference: Optimized for various inference engines and deployment scenarios
  • API Compatibility: OpenAI and Anthropic-compatible API endpoints

Use Cases

  • AI Research: Foundation model for academic and commercial research
  • Autonomous Agents: Building AI agents that can use tools and solve complex problems
  • Code Generation: Advanced programming assistance and code completion
  • Complex Reasoning: Tasks requiring multi-step reasoning and problem-solving
  • Enterprise Applications: Custom AI solutions for business workflows
  • Educational Tools: AI tutoring and educational assistance

Technical Specifications

  • Total Parameters: 1 trillion
  • Activated Parameters: 32 billion
  • Context Length: 128K tokens
  • Vocabulary Size: 160K
  • Number of Experts: 384
  • Experts per Token: 8
  • License: Modified MIT License

Deployment Options

Self-Hosted

  • vLLM: Recommended for high-throughput serving
  • SGLang: Optimized for structured generation
  • KTransformers: Efficient inference engine
  • TensorRT-LLM: NVIDIA GPU acceleration

Cloud API

  • Moonshot AI Platform: Hosted API service at platform.moonshot.ai
  • OpenAI-Compatible: Drop-in replacement for OpenAI API calls
  • Enterprise Support: Custom deployment and support options

Getting Started

  1. For Researchers: Download model weights from the GitHub repository
  2. For Developers: Access the API through Moonshot AI platform
  3. For Deployment: Choose your preferred inference engine (vLLM, SGLang, etc.)
  4. Integration: Use OpenAI-compatible endpoints for easy integration

Kimi K2 represents a significant leap forward in open-source LLM technology, combining massive scale with innovative architecture to deliver exceptional performance across knowledge, reasoning, and coding tasks.

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