
Claude 3.7 Sonnet
Claude 3.7 Sonnet 是 Anthropic 推出的首款 hybrid reasoning model,提供 state-of-the-art 的 coding 能力、200k context window 以及可见的 thinking 过程。
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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。
混合推理与透明度
Claude 3.7 Sonnet 作为 Anthropic 的首款“hybrid reasoning”模型,代表了 LLM 架构的里程碑式转变。它独特地允许用户在标准低延迟响应和显示其内部 chain-of-thought 的“extended thinking”模式之间进行切换。这种透明度为用户提供了洞察 model 逻辑的清晰窗口,使其在复杂的故障排除和高风险推理任务中尤为有效。
软件工程大师
该 model 在设计时高度关注软件工程和生产就绪的输出,在 SWE-Bench Verified 等 benchmark 上树立了新的行业标准。它在“vibe coding”方面表现出色,开发人员只需描述高层意图,model 即可处理跨多个文件的实现。它能以超越以往 frontier model 的精准度处理复杂的重构和架构决策。
海量上下文与智能体工具
凭借巨大的 200,000 token context window 和名为 Claude Code 的 agentic 工具集,它从一个简单的聊天机器人转变为一个协作技术伙伴。它能够管理整个项目生命周期,从最初的文档审查到自动化的 git 工作流和测试执行,确保开发过程保持高效且无 bug。

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。
Vibe Coding
:通过自然语言描述意图,从零开始构建功能性软件。
高级 Debugging
:利用 extended thinking 分析复杂的日志并提供精准的一次性修复。
大上下文分析
:在单个 prompt 中审查和重构整个代码库或冗长的技术文档。
Agentic 开发
:驱动像 Claude Code 这样的终端工具,自动化 git 工作流和测试执行。
前端 UI 生成
:创建优雅、易于维护且具有内置设计感的 React 和 Svelte 组件。
事实研究
:以高准确率和低幻觉率分析海量 PDF 文档和数据集。
优势
局限性
API快速入门
anthropic/claude-3-7-sonnet-20250219
import Anthropic from '@anthropic-ai/sdk';
const anthropic = new Anthropic({
apiKey: process.env.ANTHROPIC_API_KEY,
});
const msg = await anthropic.messages.create({
model: "claude-3-7-sonnet-20250219",
max_tokens: 1024,
thinking: { type: "enabled", budget_tokens: 1024 },
messages: [{ role: "user", content: "Write a high-performance Rust function for matrix multiplication." }],
});
console.log(msg.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 3.7 Sonnet 是世界上最好的编程 AI model;它在处理挑战性任务时让我大开眼界。"
"只需一个 prompt,它就在一个复杂的 TypeScript 项目中完美搞定了一切。"
"配合 Sonnet 3.7 的 Claude Code 比 Cline 好得多,是目前最好的工具。"
"像 3.7 这样顶级 model 的质量飞跃彻底改变了我对未来的看法。"
"Claude 3.7 简直绝了,体验完全不同…… 妥妥的顶流,不接受反驳"
"Claude 3.7 的 reasoning 模式是逻辑调试范式的彻底转变。"
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
“新的 3.7 model 绝对碾压了所有其他 model……现在能够解决 70.3% 的 GitHub 问题”
“使用强类型语言和 TDD 是 AI 验证其编写的代码是否真正有效的手段”
“该 model 在遵循指令方面表现得极其聪明”
“在 SWE-bench 上的表现简直疯狂”
“可见的 reasoning 过程是提高透明度的游戏规则改变者”
“Claude 3.7 Sonnet……它可能是目前最好的代码生成 LLM”
“如果你使用 API,你可以一次性输出 128,000 个 tokens”
“128k 的输出限制是一个巨大的升级”
“它在前端组件上的设计审美是无与伦比的”
“Tool use 和 agentic 能力是这个 model 的核心”
“Reasoning 应该是 frontier model 的集成能力,而不是一个完全独立的 model”
“Claude 3.7 的表现相当大幅度地超越了那些 model [DeepSeek, o3]”
“在 reasoning 模式下,延迟略高一些”
“它在多项指令遵循任务上击败了 DeepSeek R1”
“Anthropic 真正专注于生产就绪的输出结果”
专业技巧
专家提示帮助您充分利用此模型并获得更好的效果。
思考预算:专门针对复杂的逻辑或架构规划使用“extended thinking”模式,以获得更高质量的结果。
上下文控制:定期使用 /clear 或重启对话,以节省 context 成本并防止 model 变得迟钝。
验证:要求 Claude 使用 Claude Code 工具为其自身代码编写并运行测试,以确保生产环境的稳定性。
Markdown 规范:在结构化的 Markdown 文件中提供功能需求,以便在大项目中实现更好的指令遵循。
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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常见问题
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