Kimi K2.7 Code

Kimi K2.7 Code

Moonshot AI
Ling 3.0 Flash

Ling 3.0 Flash

Ant Group
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+

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About

Kimi K2.7 Code is an open-source, coding-focused agentic AI model developed by Moonshot AI for long-horizon software engineering tasks. It is designed to improve coding performance, agent workflows, and real-world development assistance compared with earlier Kimi K2 versions. The model supports a 256K context window, making it useful for working with large codebases, long technical documents, and complex multi-step programming tasks. Kimi K2.7 Code is available through Kimi Code and API access, with OpenAI- and Anthropic-compatible options for easier integration into developer workflows. It is also listed on Hugging Face and supports deployment through inference engines such as vLLM, SGLang, and KTransformers. With improved agentic capabilities, long-context support, and reduced thinking-token usage compared with K2.6, Kimi K2.7 Code gives developers a flexible open-source option for AI-assisted coding.

About

Ling 3.0 Flash is a next-generation efficient language model designed for long-horizon agent workflows, combining fast response, low activation, and stable tool use. It uses a Mixture-of-Experts architecture with 124 billion total parameters and 5.1 billion activated parameters per token, providing capability while keeping inference efficient. The model supports a native 256K context window that can be extended up to 1 million tokens, with reliable retrieval across information placed at the beginning, middle, or end of long contexts. Compared with the previous Flash model, Ling 3.0 Flash improves stability on extended tasks, tool-calling accuracy, instruction following, compatibility with agent harnesses, and coding performance. Its optimized spatial understanding can construct physical scene grids and reason about relative positions, while hybrid reasoning improves success rates across tasks of varying difficulty.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Kimi K2.7 Code is best suited for software developers, engineering teams, AI coding tool builders, open-source model users, DevOps teams, and organizations that need long-context code generation, debugging, repository analysis, and agentic software engineering support

Audience

Autonomous software testing teams that need a fast model for long-running tool-based coding and verification workflows

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Open source
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Pros & Cons from Real Users

Pros

  • Kimi K2.7 Code has been a great model for coding and AI agent development. It handles technical prompts well, understands developer workflows, and gives clear, useful responses for real coding tasks. I use it for debugging, writing scripts, improving code structure, and planning agent workflows. It is especially helpful when I need clean reasoning, practical suggestions, and code that is easy to adapt. For AI agents, Kimi K2.7 Code feels reliable and capable. It does a strong job following instructions, working through multi-step tasks, and producing structured outputs that fit automation and agent-based use cases.

Cons

  • It still works best when the prompt includes enough context. For very complex projects or large codebases, I sometimes need to provide extra details to get the best results. I also prefer to review important code before using it, especially for production work, since small mistakes can still happen.

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Moonshot AI
Founded: 2023
China
www.kimi.com

Company Information

Ant Group
Founded: 2014
China
www.ant-ling.com

Alternatives

Claude Fable 5

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Alternatives

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GLM-5.2

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Claude Mythos 5

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Anthropic
Kimi K3

Kimi K3

Moonshot AI
Claude Sonnet 5

Claude Sonnet 5

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Qwen3.8 Max

Qwen3.8 Max

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Kimi K3

Kimi K3

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Ling 2.6 Flash

Ling 2.6 Flash

Ant Group
Kimi K2.5

Kimi K2.5

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Ling 2.6

Ling 2.6

Ant Group

Categories

Categories

Integrations

Claude Code
Hermes Agent
OpenClaw
APIFree
Bash
C#
Cerebras
Cherry Studio
Cline
Cloudflare
CoreWeave
Kimi Claw
Kimi Work
Kotlin
Okara
OpenCode
PowerShell
React
Scala
SiliconFlow

Integrations

Claude Code
Hermes Agent
OpenClaw
APIFree
Bash
C#
Cerebras
Cherry Studio
Cline
Cloudflare
CoreWeave
Kimi Claw
Kimi Work
Kotlin
Okara
OpenCode
PowerShell
React
Scala
SiliconFlow
Claim Kimi K2.7 Code and update features and information
Claim Kimi K2.7 Code and update features and information
Claim Ling 3.0 Flash and update features and information
Claim Ling 3.0 Flash and update features and information