Project Title

Kimi-K2 — State-of-the-Art Mixture-of-Experts Language Model for Advanced Reasoning and Coding Tasks

Overview

Kimi K2 is a cutting-edge mixture-of-experts (MoE) language model developed by Moonshot AI, featuring 32 billion activated parameters and 1 trillion total parameters. It stands out for its exceptional performance in frontier knowledge, reasoning, and coding tasks, with a focus on agentic capabilities. Trained with the Muon optimizer, Kimi K2 offers large-scale training stability and novel optimization techniques.

Key Features

Large-Scale Training: Pre-trained on 15.5T tokens with zero training instability.
MuonClip Optimizer: Unprecedented scale application with novel techniques for resolving instabilities.
Agentic Intelligence: Designed for tool use, reasoning, and autonomous problem-solving.

Use Cases

Researchers and builders can use the Kimi-K2-Base model for full control in fine-tuning and custom solutions.
General-purpose chat and agentic experiences can be implemented using the Kimi-K2-Instruct model, which is reflex-grade without long thinking times.

Advantages

Achieves high performance across a variety of knowledge, reasoning, and coding tasks.
Offers two model variants for different use case requirements.
Utilizes a Mixture-of-Experts architecture for enhanced capabilities.

Limitations / Considerations

The model's large size may require significant computational resources for training and deployment.
As with any AI model, there may be limitations in understanding context and nuances in natural language processing.

GPT-3: A large language model by OpenAI, known for its generative capabilities, but without the specific focus on agentic intelligence that Kimi K2 offers.
Megatron-LM: NVIDIA's project for training large language models, which also focuses on scalability but differs in architecture and optimization techniques.

Basic Information

GitHub: Kimi-K2
Stars: 8,290
License: Modified MIT
Last Commit: 2025-10-04

📊 Project Information

Project Name: Kimi-K2
GitHub URL: https://github.com/MoonshotAI/Kimi-K2
Programming Language: Unknown
⭐ Stars: 8,290
🍴 Forks: 548
📅 Created: 2025-07-03
🔄 Last Updated: 2025-10-04

🏷️ Project Topics

Topics: [, ]

This article is automatically generated by AI based on GitHub project information and README content analysis

Kimi-K2

Project Description