Claude 3.7 Sonnet
Claude 3.7 Sonnet 是 Anthropic 推出的首个混合 reasoning model，提供 state-of-the-art 的编程能力、200k context window 以及可见的思考过程。
anthropicClaude 3February 24, 2025关于 Claude 3.7 Sonnet
了解 Claude 3.7 Sonnet 的功能、特性以及它如何帮助您获得更好的效果。
混合 Reasoning 设计
Claude 3.7 Sonnet 采用了全新的架构，允许用户在速度和深度之间进行选择。这是首个提供“扩展思考”开关的 model，允许系统在给出答案前先进行复杂的逻辑推演。这种透明度让开发者可以精准查看 model 的结论推导过程，减少技术工作中隐藏错误的可能性。
技术问题解决能力
该 model 专为高级软件工程而生。在 SWE-bench Verified benchmark 上，它获得了 62.1% 的高分，展现出极强的修复真实 GitHub issues 的能力。配合 Claude Code 等工具，它能够管理大型代码库的文件编辑和命令执行。它处理数学和编程任务的精确度与当前最顶尖的 reasoning model 相当甚至更高。
海量 Context 容量
凭借 20 万 tokens 的 context window，该 model 可一次性处理海量文档或代码库。在开启 reasoning 模式时，它支持高达 12.8 万 tokens 的输出，非常适合生成长脚本或详细报告。该 model 同时具备 multimodal 特性，意味着它除了文本，还能解读图表和图解。
Claude 3.7 Sonnet 的使用案例
发现使用 Claude 3.7 Sonnet 获得出色效果的不同方式。
Agentic 软件工程
使用终端工具在庞大的文件结构中修复 Bug 并重构代码。
数学证明验证
让 model 逐步推导逻辑步骤，从而解决高难度数学问题。
代码库分析
通过一个 prompt 从整个技术代码库中提取数据并识别模式。
视觉数据解析
将复杂的图表、流程图和技术图解转换为结构化的 JSON 数据。
系统架构规划
利用扩展的 reasoning 模式，对软件系统进行详细的逻辑检查与设计。
自动化 Git 工作流
通过 agentic 工具调用管理提交信息、代码审查和测试执行。
优势
局限性
API快速入门
anthropic/claude-3-7-sonnet
import Anthropic from '@anthropic-ai/sdk';
const anthropic = new Anthropic();
const message = await anthropic.messages.create({
model: "claude-3-7-sonnet-20250219",
max_tokens: 4096,
thinking: {
type: "enabled",
budget_tokens: 2048
},
messages: [{ role: "user", content: "Analyze this architectural flaw..." }],
});
console.log(message.content);安装SDK并在几分钟内开始进行API调用。
人们对 Claude 3.7 Sonnet 的评价
看看社区对 Claude 3.7 Sonnet 的看法
“Claude Code 加上 3.7 Sonnet 简直就是我终端里的强力初级开发人员。这是我第一次感受到 agentic AI 如此真实。”
“混合 reasoning 是一个重大更新。我不总是需要它思考 30 秒，但当我在调试时，这简直不可思议。”
“Anthropic 成功打造了一个在数学领域与 o1 竞争，同时在日常聊天中依然实用的 model。”
“Claude 在五分钟内就能提供格式精美、带有引用的全面报告。”
“12.8 万的输出限制是一个被低估的功能。终于有一个不会在长脚本写到一半时中断的 model 了。”
“Claude 3.7 + MCP 是目前最接近 Jarvis 的产品。它确实能正确地使用我的本地工具。”
关于 Claude 3.7 Sonnet 的视频
观看关于 Claude 3.7 Sonnet 的教程、评测和讨论
“Claude 3.7 简直太强了。新的基础 model 实现了自我超越，编程能力更进一步。”
“新的 3.7 model 完全碾压了包括 OpenAI o3 mini 在内的其他所有 model。”
“它有能力解决 70% 的 GitHub issues。”
“扩展思考能力允许 model 在输出代码前先进行深度推演。”
“这对开发者体验来说是一个巨大的胜利。”
“聊天机器人只会给你建议，但 Claude Code 可以采取行动。它可以创建文件、构建网站和安装包。”
“扩展思考是指 Claude 在实际执行操作之前的推理过程。”
“该工具针对终端环境进行了优化。”
“MCP 连接能力是它与普通 ChatGPT 的真正区别。”
“该 model 能理解模糊终端命令背后的真实意图。”
“通过 Claude Code 与终端的集成，展现了我们此前未见过的 agentic 能力级别。”
“Claude 3.7 Sonnet 展示其思考过程的能力远比竞争对手透明。”
“在 SWE-bench Verified 上，它达到了惊人的 62%。”
“混合 reasoning 意味着你在不需要时无需支付延迟代价。”
“它保持了此前 Claude model 一贯的高质量写作风格。”
Claude 3.7 Sonnet专业提示
专家提示助您充分利用Claude 3.7 Sonnet。
设置 Reasoning 预算
使用 API 的 thinking 参数来限制 reasoning tokens 的数量，从而控制成本。
审查思考过程 (Thought Blocks)
查看响应中的内部 chain-of-thought，以验证复杂答案背后的逻辑。
使用 MCP 连接器
将 model 连接到本地数据库和云存储，以获取实时的项目 context。
刷新 Context
在长 agentic 循环中使用总结命令，确保 context window 专注于相关数据。
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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