Kimi K2 Thinking
Kimi K2 Thinking 是 Moonshot AI 研发的万亿参数 reasoning model。它在 HLE benchmark 上超越了 GPT-5，并支持开发者进行 300 次自主连续 tool calls。
moonshotKimi2025-11-06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。
万亿参数的开放智能
Kimi K2 Thinking 是来自 Moonshot AI 的一款突破性万亿参数 reasoning model，它重新定义了 open-source 智能的边界。该 model 于 2025 年 11 月发布，采用了复杂的 MoE 架构，拥有 1T 总 parameters，但 inference 时仅激活 32B，使其既强大又具备极高的计算效率。与标准的语言模型不同，K2 Thinking 被设计为一个“思考代理”，通过扩展 test-time computation 来执行深层的逻辑 reasoning、规划和自主 tool use。
agentic 实力与可扩展性
该 model 以其卓越的 agentic 能力而闻名，能够在无需人工干预的情况下成功执行多达 300 个连续的 tool calls。这使其成为复杂研究、竞赛编程和多步技术工作流的理想选择。通过 Quantization-Aware Training 原生利用 INT4 精度，Moonshot AI 使这款庞大的 model 能够在商用硬件集群上运行，同时在关键的 reasoning 和浏览 benchmarks 中超越了 GPT-5 和 Claude 4.5 等 closed-source 巨头。
开发者优先的架构
Kimi K2 Thinking 专为全球开发者社区设计，提供了无可比拟的性价比指标。凭借海量的 256K context window 以及对大规模 chain-of-thought 处理的支持，它弥补了本地专用 models 与企业级云端 API 之间的鸿沟。其训练方法论专注于长程规划，允许 model 进行迭代式的自我反思、纠错和输出优化。
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。
自主研究
：执行深度网络查询，这类查询通常需要数百个连续的 tool calls 和迭代的信息验证。
科学问题解决
：利用 Python 工具执行和 chain-of-thought 处理，解决博士级别的数学和物理问题。
竞赛编程
：以博士级别的准确度解决来自 Codeforces 和 LeetCode 等平台的高难度算法挑战。
复杂代码调试
：通过详尽且长程的 reasoning 步骤，识别并修复大型多文件代码库中的逻辑错误。
法律与合规分析
：在 256K context window 范围内审阅冗长的技术或法律文档，以识别细微的风险或矛盾。
agentic AI 自动化
：为自主 agents 提供动力，使其能够无需人工干预地进行数小时的计划、执行、反思和自我完善。
优势
局限性
API快速入门
moonshot/kimi-k2-thinking
import OpenAI from 'openai';
const openai = new OpenAI({
apiKey: process.env.MOONSHOT_API_KEY,
baseURL: 'https://api.moonshot.ai/v1',
});
async function main() {
const completion = await openai.chat.completions.create({
model: 'kimi-k2-thinking',
messages: [
{ role: 'system', content: 'You are Kimi, a reasoning AI by Moonshot AI.' },
{ role: 'user', content: 'Solve the Riemann Hypothesis proof verification task.' }
],
});
console.log(completion.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 Thinking 是我用过最好的 AI model……没有幻觉，而且能处理数百个 tool calls。"
"随着 tokens 成本的崩塌，closed-source 与 open-source 之间的差距正在不断缩小。"
"Moonshot K2-Thinking 正在通过 300 个 tool calls 重新定义本地智能 agents。"
"终于有一个 model 能在回答前真正透彻思考 prompt 逻辑了！"
"中国正通过 Kimi 系列不断推高 open-source 和开放 weights 的 frontier model 边界。"
"在竞赛数学问题上的表现简直令人惊叹。"
关于 Kimi K2 Thinking 的视频
观看关于 Kimi K2 Thinking 的教程、评测和讨论
“这是有史以来最具有 agentic 独立性的 model。”
“它能够在每一步都进行思考和反思，因此永远不会迷失方向。”
“它的成本效益极高……价格只有 GPT-5 的一半，大约是 Sonnet 4.5 的十分之一。”
“它成功避开了标准 LLMs 常见的逻辑陷阱。”
“Moonshot 确实改变了开放 weights 可访问性的游戏规则。”
“它可以在无需人工干预的情况下执行多达 200 到 300 个连续的 tool calls。”
“K2 thinking 取得了 60.2% 的分数，在 BrowseComp 上显著超越了 29.2% 的人类基准线。”
“中国正在全力推进 open-source 和开放 weights 的 frontier model 前沿。”
“这里的 MoE 实现在处理 1 万亿 parameters 时效率惊人。”
“你基本上只需花极少的钱就能获得 frontier model 级别的 reasoning 能力。”
“我已经让它在 Mac Studio 上跑起来了，使用的是专用的控制限制方案。”
“我们占用了 500 GB 的 RAM。处理速度慢了下来，大约每秒 6.9 个 tokens。”
“它确实写出了这段代码，但并没有停下来，而是又开始了新一轮的思考。”
“即使经过了量化，该 model 的逻辑连贯性依然是顶级水准。”
“内部独白清晰地展示了它是如何纠正自己的编码错误的。”
Kimi K2 Thinking专业提示
专家提示助您充分利用Kimi K2 Thinking。
开启 Thinking Tags：通过 llama.cpp 等工具本地运行时，确保使用 --special 标志以正确渲染内部 <think> tokens。
优化 Temperature：将 temperature 设置为 1.0，min_p 设置为 0.01，以获得最稳定且严谨的 reasoning 结果。
硬件集群化：在通过 RDMA 连接的两台 Mac Studio M3 Ultras 集群上部署 INT4 quantized 版本，即可获得无损的 1T 本地体验。
长程规划：在构建 prompt 时，明确要求先提供“分步计划”，以触发 model 的自适应学习和搜索优势。
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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