Kimi K2 Thinking
Kimi K2 Thinking 是 Moonshot AI 的万亿参数 reasoning 模型。它在 HLE 上超越了 GPT-5，并支持 300 次自主连续工具调用，适用于...
moonshotKimi K22025 年 11 月 6 日关于 Kimi K2 Thinking
了解 Kimi K2 Thinking 的功能、特性以及它如何帮助您获得更好的效果。
万亿参数 Mixture-of-Experts
Kimi K2 Thinking 是一款利用 Mixture-of-Experts (MoE) 架构的万亿参数 reasoning 模型。由 Moonshot AI 于 2025 年末发布，它在 inference 时仅激活 32B 参数，平衡了海量知识容量与计算效率。它专门被设计为一种思考型 agent，在 inference 阶段扩展其计算能力以解决复杂的逻辑问题。这种方法允许模型在给出最终答案之前反思自己的 reasoning 并纠正错误。
Agentic 工具使用与规划
该模型凭借其能够自主处理多达 300 次连续工具调用的能力而脱颖而出。虽然大多数标准 language model 在长远规划方面表现吃力，但 K2 Thinking 是专为 agentic 工作流（如自主网页浏览和多步软件工程）而构建的。它通过 Quantization-Aware Training 原生支持 INT4 精度，使模型在标准企业级硬件集群上运行时仍能保持 frontier-level 的性能。
开发者与研究重点
凭借 256K 的 context window，该模型专为深度研究和复杂技术任务而构建。它弥合了 closed-source 系统与 open-weights 模型之间的性能差距。它解决博士级科学问题和竞技数学问题的能力，使其成为学术研究、自动化编码助手以及对逻辑一致性有极高要求的应用场景的理想选择。
Kimi K2 Thinking 的使用案例
发现使用 Kimi K2 Thinking 获得出色效果的不同方式。
复杂软件工程
通过迭代式自我修正解决真实的 GitHub issue 并构建多文件代码库。
自主研究 Agent
执行数百次连续的工具调用，以收集和综合深奥的技术资料。
奥数级数学解题
通过深度的 chain-of-thought 验证，解决高级几何和代数问题。
博士级科学探索
回答物理和生物学领域需要多步逻辑推导的专家级问题。
交互式计算机控制
导航终端环境和云基础设施，实现 DevOps 工作流自动化。
重逻辑创意写作
生成需要严格遵守复杂世界观规则的长文本内容。
优势
局限性
API快速入门
moonshot/kimi-k2-thinking
import OpenAI from 'openai';
const client = new OpenAI({
apiKey: process.env.MOONSHOT_API_KEY,
baseURL: 'https://api.moonshot.cn/v1',
});
async function main() {
const response = await client.chat.completions.create({
model: 'kimi-k2-thinking',
messages: [{ role: 'user', content: 'Design a system for autonomous code review using 300 tool calls.' }],
});
console.log(response.choices[0].message.content);
}
main();安装SDK并在几分钟内开始进行API调用。
人们对 Kimi K2 Thinking 的评价
看看社区对 Kimi K2 Thinking 的看法
“Kimi K2.5 是编码方面最好的 open 模型，他们真的做出了精品。”
“Moonshot AI 刚刚发布了 Kimi K2 Thinking。300 次连续工具调用？这就是 Agentic AI 的未来。”
“Kimi 发布了 Kimi K2 Thinking，一个 open-source 的万亿参数 reasoning 模型。这才是真家伙。”
“它能够连续处理 300 次工具调用的事实开启了全新的 agent 工作流。”
“看到一个 open-source 模型达到这样的数值令人印象深刻。test-time 缩放方法显然正在发挥作用。”
“在本地运行这个模型是一个挑战，但其 reasoning 深度是 open weights 领域中独一无二的。”
关于 Kimi K2 Thinking 的视频
观看关于 Kimi K2 Thinking 的教程、评测和讨论
“Kimi K2 Thinking 是我用过最好的 AI 模型。”
“这是有史以来最独立的 agentic 模型，意味着它可以独立运行数小时。”
“它能够在每一步进行思考和反思，因此永远不会迷失方向。”
“尽管有万亿参数，其 reasoning 速度却快得惊人。”
“如果你正在构建 agents，这就是你想要关注的架构。”
“Kimi K2 Thinking... 是对 Kimi K2 模型的一次思考升级，该模型目前评价极高。”
“这当然是一个 open-source 模型... 总大小约为 1 万亿参数。”
“所有 benchmark 结果均在 int4 精度下报告。”
“它以媲美顶级实验室的逻辑处理复杂的数学问题。”
“如果你有足够的 VRAM，本地 weight 的安装过程相当简单。”
“Kimi K2.5 是由中国公司 Moonshot AI 开发的最新 open-source 模型。”
“它能够启动多达 100 个子 agents 和 1500 次工具调用并并发运行。”
“如果你想制作一个真正精美的网站，我绝对推荐它。”
“内部的 chain-of-thought 允许它在提供最终答案之前自我纠正代码错误。”
“Moonshot 在这个版本中非常专注于长期规划能力。”
Kimi K2 Thinking专业提示
专家提示助您充分利用Kimi K2 Thinking。
启用 Thinking 输出
在你的 inference 引擎中使用特殊 token 标志来查看 model 的内部 reasoning 步骤。
优化 Temperature
将采样 temperature 设置为 1.0，min_p 设置为 0.01，以获得最稳定的 reasoning 流程。
利用 System Prompts
在对话开始时使用官方 Moonshot AI 的身份 prompt，以稳定 model 的行为。
扩展 Test-Time Compute
对于较难的问题，允许 model 生成更多的内部 tokens 以提高准确性。
用户评价
用户怎么说
加入数千名已改变工作流程的满意用户
Jonathan Kogan
Co-Founder/CEO, rpatools.io
Automatio is one of the most used for RPA Tools both internally and externally. It saves us countless hours of work and we realized this could do the same for other startups and so we choose Automatio for most of our automation needs.
Mohammed Ibrahim
CEO, qannas.pro
I have used many tools over the past 5 years, Automatio is the Jack of All trades.. !! it could be your scraping bot in the morning and then it becomes your VA by the noon and in the evening it does your automations.. its amazing!
Ben Bressington
CTO, AiChatSolutions
Automatio is fantastic and simple to use to extract data from any website. This allowed me to replace a developer and do tasks myself as they only take a few minutes to setup and forget about it. Automatio is a game changer!
Sarah Chen
Head of Growth, ScaleUp Labs
We've tried dozens of automation tools, but Automatio stands out for its flexibility and ease of use. Our team productivity increased by 40% within the first month of adoption.
David Park
Founder, DataDriven.io
The AI-powered features in Automatio are incredible. It understands context and adapts to changes in websites automatically. No more broken scrapers!
Emily Rodriguez
Marketing Director, GrowthMetrics
Automatio transformed our lead generation process. What used to take our team days now happens automatically in minutes. The ROI is incredible.
Jonathan Kogan
Co-Founder/CEO, rpatools.io
Automatio is one of the most used for RPA Tools both internally and externally. It saves us countless hours of work and we realized this could do the same for other startups and so we choose Automatio for most of our automation needs.
Mohammed Ibrahim
CEO, qannas.pro
I have used many tools over the past 5 years, Automatio is the Jack of All trades.. !! it could be your scraping bot in the morning and then it becomes your VA by the noon and in the evening it does your automations.. its amazing!
Ben Bressington
CTO, AiChatSolutions
Automatio is fantastic and simple to use to extract data from any website. This allowed me to replace a developer and do tasks myself as they only take a few minutes to setup and forget about it. Automatio is a game changer!
Sarah Chen
Head of Growth, ScaleUp Labs
We've tried dozens of automation tools, but Automatio stands out for its flexibility and ease of use. Our team productivity increased by 40% within the first month of adoption.
David Park
Founder, DataDriven.io
The AI-powered features in Automatio are incredible. It understands context and adapts to changes in websites automatically. No more broken scrapers!
Emily Rodriguez
Marketing Director, GrowthMetrics
Automatio transformed our lead generation process. What used to take our team days now happens automatically in minutes. The ROI is incredible.
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