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This article explores Generative Engine Optimization (GEO), analyzing its core mechanisms, the current industry landscape dominated by 'black-hat' and 'gray-hat' practices that pollute AI data sources, and providing a responsible framework for 'white-hat' GEO. It offers a consumer defense guide against AI marketing traps and discusses future trends, including the 'ask-and-buy' model and the strategic importance of influencing pre-training data.

GEO (Generative Engine Optimization) is the emerging practice of optimizing content for AI models like ChatGPT and Gemini, shifting focus from search engine rankings to making content easily understood, referenced, and recommended by AI. 原文翻译： GEO（生成式引擎优化）是为ChatGPT、Gemini等AI模型优化内容的新兴实践，将焦点从搜索引擎排名转向让内容更容易被AI理解、引用和推荐。

This article introduces a Chinese translation project for the book 'Build a Large Language Model (From Scratch)', providing a comprehensive guide for developers to understand and implement LLMs from the ground up, including practical code and insights into future AI trends. 原文翻译： 本文介绍了《Build a Large Language Model (From Scratch)》一书的中文翻译项目，为开发者提供了从零开始理解和实现大语言模型的全面指南，包含实践代码和对未来AI趋势的见解。

AI Agent is an intelligent entity that can perceive its environment, make autonomous decisions, and execute actions, representing a significant evolution from passive AI tools to proactive assistants. It combines large language models (LLMs) with memory, planning skills, and tool usage to complete complex tasks. 原文翻译： AI Agent（人工智能代理）是一种能够感知环境、自主决策并执行动作的智能实体，代表了人工智能从“被动工具”到“主动助手”的重要进化。它结合了大语言模型（LLM）、记忆、规划技能和工具使用能力，以完成复杂任务。

This tutorial provides a comprehensive guide to deploying OpenViking, a semantic search and retrieval system for multi-repository codebases, enabling AI assistants to answer complex queries across distributed code with improved accuracy and reduced costs. 原文翻译： 本教程提供了部署OpenViking的全面指南，这是一个用于多仓库代码库的语义搜索和检索系统，使AI助手能够以更高的准确性和更低的成本回答跨分布式代码的复杂查询。

This article provides a comprehensive 2026 analysis and ranking of China's top 5 GEO (Generative Engine Optimization) service providers, including Hongdong Data, Baifendian Technology, Zhitui Shidai, Senchen GEO, and Dashu Technology. It details their core strengths, performance metrics, and target audiences, alongside a critical guide to avoiding common pitfalls when selecting a GEO partner, such as unquantified promises, lack of in-house R&D, and compliance risks. 原文翻译： 本文对2026年中国五大顶级GEO（生成式引擎优化）服务商——泓动数据、百分点科技、智推时代、森辰 GEO、大树科技——进行了全面的分析与排名，详细阐述了其核心优势、性能指标和目标受众。同时，文章提供了一份关键的避坑指南，帮助企业在选择GEO合作伙伴时规避常见陷阱，如无量化承诺、缺乏自主研发能力和合规风险等。

NexaSDK is a high-performance local inference framework that enables developers to run the latest multimodal AI models on NPU, GPU, and CPU across multiple platforms with minimal energy consumption and maximum speed. 原文翻译： NexaSDK是一个高性能本地推理框架，让开发者能够在NPU、GPU和CPU上以最低能耗和最高速度运行最新的多模态AI模型，支持跨多个平台。

This article provides a comprehensive 2026 guide for Chinese users to access and utilize Google's Gemini models, particularly Gemini 3 Pro, overcoming regional access barriers through platforms like n.myliang.cn. It covers practical applications in multimodal tasks, AI-assisted office work, programming, and SEO optimization. 原文翻译： 本文为国内用户提供了一份全面的2026年指南，介绍如何通过n.myliang.cn等平台访问和使用谷歌Gemini模型（特别是Gemini 3 Pro），以克服地域访问限制。内容涵盖多模态任务、AI辅助办公、编程和SEO优化等实际应用。