
Claude Sonnet 4.5
Anthropic 的 Claude Sonnet 4.5 提供世界领先的编程能力 (77.2% SWE-bench) 和 200K context window,专为下一代 autonomous agents 优化。
免费试用 Claude Sonnet 4.5
免费与 Claude Sonnet 4.5 对话。测试其功能,提问并探索此AI模型能做什么。
您的AI回复将显示在此处
关于 Claude Sonnet 4.5
了解 Claude Sonnet 4.5 的功能、特性以及它如何帮助您获得更好的效果。
**Agentic 智能的前沿**
Claude Sonnet 4.5 代表了 Anthropic 在“前沿智能”方面的重大飞跃,专门针对 autonomous AI agents 时代进行了优化。该 model 于 2025 年底发布,是行业内首个真正的“混合 reasoning”模型,允许开发者在常规任务的高速执行与复杂逻辑挑战的深度思考之间自由切换。它在计算机使用和工具编排方面的 benchmark 显著超越了以往,成为终端 agent 和多文件软件工程的首选引擎。
**精准度与减少 Hallucinations**
该 model 基于“三思而后行”的逻辑架构构建,显著减少了在 3.5 系列中出现的迎合性和 hallucinations 问题。凭借巨大的 64,000 token output 限制和 200,000 token input 窗口,它可以摄取整个代码仓库,并在单次执行中生成完整的应用程序文件。它还为 agentic 工作流引入了原生的 “checkpoints” 功能,允许 agents 自主回滚并纠正自己的错误。
**Multimodal 与 Reasoning 实力**
除了编程,Sonnet 4.5 在 multimodal 文档分析和复杂金融建模方面也占据主导地位。其内部逻辑经过训练,会优先考虑架构上下文,使其能够比任何前代产品更好地映射大型代码库。无论是处理手写笔记还是实现完整的 Stripe 集成,Sonnet 4.5 都能保持极高的事实准确性和指令遵循能力。

Claude Sonnet 4.5 的使用案例
发现使用 Claude Sonnet 4.5 获得出色效果的不同方式。
自主软件工程
:使用 Claude Sonnet 4.5 导航复杂的代码库,跨多个文件实现功能,并独立运行测试。
计算机使用 Agents
:部署 model 来控制桌面和浏览器,用于数据提取、旧系统导航或重复性的行政任务。
企业级 Agentic 搜索
:编排多步搜索查询,并综合来自内部文档和实时网络的分散信息。
复杂金融建模
:利用其 87% 的 AIME 分数,对财务报告和市场数据进行深度的逻辑推演。
技术内容精炼
:将高层需求转化为专业的 PRD、技术规范和可直接复制使用的代码库。
Multimodal 文档分析
:凭借 state-of-the-art 的视觉能力,处理数千页的图表、手写笔记和技术图解。
优势
局限性
API快速入门
anthropic/claude-sonnet-4.5
import Anthropic from '@anthropic-ai/sdk';
const anthropic = new Anthropic({
apiKey: process.env.ANTHROPIC_API_KEY,
});
const msg = await anthropic.messages.create({
model: "claude-sonnet-4.5-20250929",
max_tokens: 1024,
messages: [{ role: "user", content: "Implement a rate limiter in Node.js" }],
});
console.log(msg.content[0].text);安装SDK并在几分钟内开始进行API调用。
人们对 Claude Sonnet 4.5 的评价
看看社区对 Claude Sonnet 4.5 的看法
"Claude Sonnet 4.5 是 AI 编程领域的新王……表现真的非常出色"
"Sonnet 4.5 做得非常好……速度快得多,质量也提升了不少"
"我被 Sonnet 4.5 震撼了……它设计的页面简直太漂亮了"
"基于终端的 agent 就像是“住在终端里的开发者”……它可以自主阅读代码库并运行测试"
"价格与 3.5 持平,但“Checkpoints”功能让它在专业工作流中的价值提升了 10 倍"
"凭借 SWE-bench 77.2% 的成绩,这是第一个真正让人感觉像是高级工程师的 model"
关于 Claude Sonnet 4.5 的视频
观看关于 Claude Sonnet 4.5 的教程、评测和讨论
“Anthropic 声称这是“全球最强的编程模型”,在 reasoning、数学和计算机使用方面有实质性提升。”
“虽然 GPT-5 可能更擅长高层规划,但 Claude 4.5 Sonnet 是目前执行任务时“体验最好”的 model。”
“速度快得令人难以置信,让交互式编程感觉更加流畅。”
“它处理多文件编辑的精准度是我们从未见过的。”
“hallucinations 的减少使其成为生产代码的可靠伙伴。”
“Claude Sonnet 4.5 的速度快得多,表现也比 GPT-5 Codex 好不少。”
“它在 15 分钟内完成了整个 Stripe 集成……比 Opus 4.1 快了两倍多。”
“执行复杂 tool-calling 指令的能力是它的核心秘诀。”
“我发现“迎合性”问题减少了,model 不再只是盲目同意我的错误想法。”
“这是第一个我敢真正放手让它在无人监督下运行终端 agent 的 model。”
“这是我见过的由 prompt 生成的最好(即便不是最好,也是其中之一)的落地页。”
“它简直是一头猛兽……它设计了一些非常精美的页面,代码质量也非常高。”
“解释 UI 设计的视觉能力得到了显著提升。”
“感觉它不仅理解技术需求,还理解审美需求。”
“Sonnet 4.5 正式成为创意前端工程的新 benchmark。”
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。
善用 CLAUDE.md:在仓库根目录使用 CLAUDE.md 文件,为 model 提供简短摘要和指引;这可以将 token 浪费减少 30%。
混合 Reasoning 开关:仅在处理逻辑密集型任务时在 API 调用中使用 “thinking” parameter,以节省常规操作中的 latency 和成本。
.claude/context 文件夹:创建 .claude/context.md 文件来存储架构决策;该 model 经过专门训练,会优先通过此路径进行代码库映射。
Prompt Caching:为静态文档或大型代码库启用 prompt caching,在重复查询时可节省高达 90% 的 input 成本。
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.
相关 AI Models
Grok-3
xai
Grok-3 is xAI's flagship reasoning model, featuring deep logic deduction, a 128k context window, and real-time integration with X for live research and coding.
Claude 3.7 Sonnet
anthropic
Claude 3.7 Sonnet is Anthropic's first hybrid reasoning model, delivering state-of-the-art coding capabilities, a 200k context window, and visible thinking.
GLM-4.7
zhipu
GLM-4.7 by Zhipu AI is a flagship 358B MoE model featuring a 200K context window, elite 73.8% SWE-bench performance, and native Deep Thinking for agentic...
Claude Opus 4.5
anthropic
Claude Opus 4.5 is Anthropic's most powerful frontier model, delivering record-breaking 80.9% SWE-bench performance and advanced autonomous agency for coding.
Grok-4
xai
Grok-4 by xAI is a frontier model featuring a 2M token context window, real-time X platform integration, and world-record reasoning capabilities.
GPT-5.1
openai
GPT-5.1 is OpenAI’s advanced reasoning flagship featuring adaptive thinking, native multimodality, and state-of-the-art performance in math and technical...
Gemini 3 Flash
Gemini 3 Flash is Google's high-speed multimodal model featuring a 1M token context window, elite 90.4% GPQA reasoning, and autonomous browser automation tools.
Gemini 3 Pro
Google's Gemini 3 Pro is a multimodal powerhouse featuring a 1M token context window, native video processing, and industry-leading reasoning performance.
常见问题
查找有关此模型的常见问题答案