MiniMax M2.5
MiniMax M2.5 是一款 SOTA MoE 模型，具备 1M context window 和卓越的 agentic 编码能力，以颠覆性的价格为自主 agent 提供支持。
minimaxM-series2026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 Frontier 模型架构
MiniMax M2.5 是一款基于 230B Mixture-of-Experts (MoE) 架构的高效率 frontier model。通过在每次前向传递中仅激活 100 亿个 parameters，它实现的推理速度和定价结构比闭源巨头效率高出近 20 倍。它专为 agentic intelligence 而设计，相比简单的聊天补全，更优先考虑结构化逻辑和多步规划。这种稀疏设计使模型能够在不消耗传统密集型模型巨大计算资源的情况下保持高智能水平。
先进的编码智能
该模型最显著的特点是其架构师思维，允许其在生成代码前可视化逻辑结构和项目层级。这使其在自主软件工程领域特别有效，在 SWE-Bench Verified 上以 80.2% 的得分达到了 state-of-the-art 水平。凭借 100 万 tokens 的 context window，它可以摄入整个代码库，从而实现以往成本高昂的深度存储库审计和复杂系统重构。
企业级与本地部署
MiniMax M2.5 支持 10 多种编程语言，其 lightning 版本原生吞吐量高达每秒 100 tokens。由于它作为 open-weight 模型提供，开发者可以将其本地部署以实现完全的数据隐私，同时保留 API 中同样强大的逻辑推理能力。这种多功能性使其成为云端 agent 流水线和本地开发工具的实用选择。
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。
自主软件工程
使用 agent 框架解决实际的 GitHub 问题并执行多文件调试。
企业 Agent 流水线
以低 API 成本支持全天候运行的后台 agent，用于研究和数据合成。
遗留代码现代化
在保持逻辑标准的同时，将庞大过时的代码库重构为现代框架。
架构代码审查
分析项目层级，提供逻辑反馈和结构优化建议。
大批量文档编辑
高保真地处理大型办公文档，适用于财务和法律建模。
低延迟开发工具
驱动需要亚秒级响应时间的 IDE 扩展和 CLI 工具。
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.io/v1',
});
async function main() {
const response = await client.chat.completions.create({
model: 'minimax-m2.5',
messages: [{ role: 'user', content: 'Design a microservices architecture for a fintech app.' }],
temperature: 0.1,
});
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 的定价是真正的重头戏，便宜到足以改变架构方式，而不仅仅是预算。”
“M2.5 达到了 SOTA 水平，而且是一个 10B 激活参数的模型，意味着它既快又便宜。”
“该模型减轻了用户维持工作流所需的繁重工作。”
“M2.5 以极低的成本达到了 Claude Opus 4.6 的吞吐量。”
“在 Mac Studio 上本地运行 M2.5 非常迅速。10B 的激活参数真的起到了作用。”
“架构规划步骤在编写任何代码之前就能捕捉到逻辑错误。”
关于 MiniMax M2.5 的视频
观看关于 MiniMax M2.5 的教程、评测和讨论
“它比顶级闭源选项便宜近 20 倍。”
“这是一款顶级编码和 agentic 模型，速度更快且成本大幅降低。”
“在 SWE-bench 验证上的表现确实使其处于精英行列。”
“你以开源硬件需求获得了 frontier model 的智能水平。”
“这里的 MoE 架构经过完美调优，适用于低延迟编码任务。”
“MiniMax 的模型输出 tokens 成本仅为 Opus 4.6 的 3%。”
“智能的成本此时已接近电费成本。”
“它能处理大型代码库的 context window，而不会出现典型的中间内容遗忘现象。”
“对于开发工具来说，lightning 版本的速度是一个巨大的 UX 胜利。”
“这是我第一次看到这么便宜的模型竟然能解决复杂的逻辑漏洞。”
“以每秒 100 tokens 的速度持续运行该模型，一小时仅需 1 美元。”
“内部思考过程在这里非常出色，因为它能立即进行自我纠正。”
“将其与 GPT-4o 对比，它始终能提供更好的多文件重构方案。”
“agentic 功能是内置的，不仅仅是 prompt 中的事后补救。”
“考虑到输入价格层级，这对小型开发者来说基本上是免费的。”
MiniMax M2.5专业提示
专家提示助您充分利用MiniMax M2.5。
采用架构师思维
在请求实现代码之前，先让模型生成项目结构。
利用 1M context window
提供完整的文档或整个模块，以确保模型对你的代码库有全局认知。
使用 HighSpeed 计划
选择 M2.5-HighSpeed 端点，为交互式 agent 实现稳定的每秒 100 tokens。
迭代优化
让模型检查其初始输出，以发现逻辑漏洞或安全风险。
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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关于MiniMax M2.5的常见问题
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