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Ant Design has introduced LLMs.txt, a document convention that provides human- and machine-readable instructions to help AI tools like Cursor, Windsurf, and Claude better understand the component library's APIs and usage patterns, improving code suggestions and completions. 原文翻译： Ant Design 推出了 LLMs.txt，这是一种文档约定，提供人类和机器可读的说明，帮助 Cursor、Windsurf 和 Claude 等 AI 工具更好地理解组件库的 API 和使用模式，从而改进代码建议和补全。

This tutorial provides a step-by-step guide to deploying the Qwen-7B-Chat large language model on the cloud using vLLM for inference, LangChain for vector database construction, and FastAPI for web services, with deployment on the cost-effective FunHPC cloud platform. 原文翻译： 本教程提供了一个分步指南，指导如何在云端部署Qwen-7B-Chat大语言模型，使用vLLM进行推理，LangChain构建向量数据库，FastAPI提供Web服务，并在高性价比的FunHPC云平台上实现部署。

MiniMax M2.5 is a Chinese open-source large language model released in 2026, designed for enterprise productivity with strengths in coding, agent tool usage, web search, and office automation. It offers high performance at low cost, supports full-stack development, and enables secure private deployment, making it a cost-effective alternative to closed-source models. 原文翻译： MiniMax M2.5是2026年发布的中国开源大语言模型，专为企业生产力场景设计，在编码、智能体工具调用、网页搜索和办公自动化方面表现突出。它以低成本提供高性能，支持全栈开发，并支持安全的私有化部署，是闭源模型的高性价比替代方案。

As generative AI search becomes mainstream, GEO (Generative Engine Optimization) is emerging as a critical new frontier in digital marketing. This analysis deconstructs the core logic of GEO, examines mainstream service models in China, and outlines key industry trends to guide enterprises in building marketing systems for the AI search era. 原文翻译： 随着生成式AI搜索成为主流，GEO（生成式引擎优化）正成为数字营销的关键新领域。本文解析了GEO的核心逻辑，剖析了国内主流服务模式，并总结了行业核心趋势，为企业构建AI搜索时代的营销体系提供指导。

This article provides a comprehensive methodology for selecting GEO (Generative Engine Optimization) service providers in China's 2026 market. It analyzes five leading companies across different tiers, evaluating their technical capabilities, market performance, and client validation to help enterprises make informed decisions based on transparent data and measurable outcomes. 原文翻译： 本文提供了2026年中国市场选择生成引擎优化（GEO）服务商的全面方法论。它分析了五个处于不同梯队的领先公司，评估其技术能力、市场表现和客户验证，帮助企业基于透明数据和可衡量结果做出明智决策。

This guide provides a comprehensive walkthrough of OpenClaw, a leading open-source AI agent in 2026, covering installation, core mechanisms, advanced automation, and cost optimization for technical professionals. 原文翻译： 本指南全面介绍了 2026 年领先的开源 AI 智能体 OpenClaw，涵盖安装部署、核心机制、高级自动化实战以及成本优化，面向技术专业人士。

This article analyzes Generative Engine Optimization (GEO), debunking the misconception that it's merely content stacking. It introduces expert Yu Lei's 'Two Cores + Four Drives' methodology, emphasizing humanized GEO and content cross-validation as cores, supported by E-E-A-T principles, structured content, SEO keyword rules, and precise data citation. Case studies demonstrate its effectiveness in boosting AI search visibility and customer acquisition across industries like finance, healthcare, and education. 原文翻译： 本文深入探讨生成式引擎优化（GEO），驳斥其仅为“内容堆砌”的误解。文章介绍了专家于磊首创的“两大核心+四轮驱动”方法论，强调以人性化GEO和内容交叉验证为核心，辅以E-E-A-T原则、结构化内容、SEO关键词规则及文献/数据精准引用为驱动。通过案例分析，论证了该方法在金融、医药、教育等行业中提升AI搜索可见性与获客效率的有效性。

This guide provides a comprehensive, step-by-step tutorial for quickly installing and running the OpenClaw Agent on a local machine within 3 minutes, covering system requirements, installation methods (including recommended installer and source code compilation), configuration for Chinese users, and a practical first task demonstration. 原文翻译： 本指南提供了全面的分步教程，帮助用户在3分钟内在本地机器上快速安装并运行OpenClaw Agent，涵盖系统要求、安装方法（包括推荐的安装器和源代码编译）、针对中国用户的配置以及一个实用的首个任务演示。

OpenClaw is an open-source personal AI assistant gateway that bridges multiple instant messaging platforms (WhatsApp, Telegram, Discord, iMessage, Mattermost) to AI programming agents like Pi, enabling users to control their computers via familiar chat tools. This comprehensive guide provides step-by-step installation, configuration, and troubleshooting instructions for technical professionals. 原文翻译： OpenClaw是一个开源的个人AI助手网关，它将多个即时通讯平台（WhatsApp、Telegram、Discord、iMessage、Mattermost）连接到AI编程代理（如Pi），使用户能够通过熟悉的聊天工具控制电脑。本指南为技术专业人士提供了详细的安装、配置和故障排除步骤。