MiniMax M2.5
MiniMax M2.5 是一款 SOTA MoE model，具备 1M context window 和顶尖的 agentic 编程能力，并以颠覆性的价格为自主智能体提供动力。
minimaxMiniMax M 系列2026年2月12日关于 MiniMax M2.5
了解 MiniMax M2.5 的功能、特性以及它如何帮助您获得更好的效果。
高效的前沿智能
MiniMax M2.5 代表了 frontier 级 AI 效率的重大突破。作为一款 Mixture-of-Experts (MoE) 模型，它采用了拥有 2300 亿总参数的稀疏架构，但每个 token 仅激活 100 亿参数。这种设计使其能够提供与全球 flagship 模型竞争的性能，同时保持显著更快的速度和更低的运行成本。该模型于 2026 年初发布，专门针对 AI 必须在多步任务中进行规划、执行和自我修正的 “agentic” 工作负载进行了优化。
架构推理与编程
M2.5 最显著的特征之一是其涌现出的架构思维。与线性生成代码的标准 LLM 不同，M2.5 经过训练，可以在编写文件之前映射出项目层级和逻辑结构。这种能力结合 100 万 token 的 context window，使其成为自主软件工程、大规模代码审查和复杂仓库管理的卓越选择。它支持 10 多种编程语言，原生吞吐量高达每秒 100 tokens。
MiniMax M2.5 的使用案例
发现使用 MiniMax M2.5 获得出色效果的不同方式。
Agentic 软件工程
：在沙盒环境中使用 Architect 模式自主生成和测试多文件项目。
高精度办公自动化
：在 Word、PowerPoint 和 Excel 中执行复杂任务，包括专业的财务建模。
自主网络调研
：导航信息密集型网页，执行专家级的信息检索与综合。
双语技术支持
：在复杂的调试和架构规划中提供中文和英文的母语级流畅度。
3D 模拟原型设计
：单次 prompt 即可生成功能性的 3D 环境和交互式组件（如 Three.js）。
企业级代码审查
：跨 10 多种编程语言进行全面的代码审查和系统测试，并提供架构级的监督。
优势
局限性
API快速入门
minimax/minimax-m2.5
import OpenAI from "openai";
const client = new OpenAI({
apiKey: process.env.MINIMAX_API_KEY,
baseURL: "https://api.minimax.chat/v1",
});
async function main() {
const response = await client.chat.completions.create({
model: "minimax-m2.5",
messages: [{ role: "user", content: "Plan like an architect and code a 3D Formula 1 car drifting." }],
});
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 MiniMax M2.5 的评价
看看社区对 MiniMax M2.5 的看法
"MiniMax M2.5 是一款顶级的编程和 agentic 模型，速度更快且价格大幅降低。"
"M2.5 的速度在 agent 循环中会产生叠加效应。它是为全天候生产负载量身定制的。"
"它感觉更像是一个不知疲倦的助手，而不是一个迟钝的机器人。这种速度对我的配置来说是真正的游戏规则改变者。"
"这看起来是一个真正的变革者……成本仅为闭源 flagship 模型的十分之一。"
"它在 SWE Bench Verified 上达到了 80.2%。这是 agent 经济效益的一个数量级跃迁。"
"架构规划模式终于让自主编程 agent 对于开发团队来说变得足够可靠。"
关于 MiniMax M2.5 的视频
观看关于 MiniMax M2.5 的教程、评测和讨论
““它终于让‘智能廉价到无需计量’的设想成为了现实。””
““质量绝对过硬……即使是复杂的前端动画，其功能性也令人惊叹。””
““这个模型目前简直是在横扫编程 benchmarks。””
““它在 agent 循环中自我修正的能力是其区别于 M2.1 的核心。””
““在今年的所有发布中，我还没见过这种级别的性价比。””
““相较于前几代产品，M2.5 像建筑师一样思考和规划的能力有了显著提升。””
““这将会成为一个非常非常强大的 agentic 编程工具。””
““注意看它在编写实际 React 组件之前是如何拆解文件夹结构的。””
““这里的 reasoning 能力远超其活跃 parameters 的权重。””
““如果你正在构建自主开发 agent，你需要立即测试这个模型。””
““如果你想将其用于自己的工作流，编程方面可能会获得非常好的结果。””
““他们确实没有掉队……在整体性能上正在不断逼近。””
““其 multimodal 视觉支持处理复杂 UI 线框图的效果比某些闭源模型还要好。””
““我们看到一种趋势，对于 agent 来说，速度正变得与原始智能一样重要。””
““M2.5 代表了 MiniMax 生态系统面向全球开发者的成熟。””
MiniMax M2.5专业提示
专家提示助您充分利用MiniMax M2.5。
利用 Architect 模式
：明确提示 model “像建筑师一样规划”，以触发其更深层次的 reasoning 和文件结构拆解能力。
使用迭代反馈
：对于复杂的 3D 或 SVG 动画，针对功能错误提供反馈，以充分利用 model 的 agentic 自我修正能力。
管理 Prompt 缓存
：利用 1M context window 的优势，通过缓存大型文档集将成本降低多达 90%。
切换 Lightning 版本
：在实时交互式 UI 编程中使用 Lightning 版本，以达到 100 TPS 的极速体验。
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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