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Meta AI Search's 'Agentic Search' feature introduces an intelligent agent-based search mode with autonomous planning and multi-step execution capabilities, enabling automated processing of complex tasks and significantly improving reasoning accuracy and tool invocation stability. 原文翻译： 秘塔AI搜索的“Agentic Search”功能是一种具备自主规划与多步骤执行能力的智能代理搜索模式，可实现复杂任务自动化处理，并显著提升推理准确性与工具调用稳定性。

Deep Agents is an out-of-the-box LLM agent development library built on LangChain and LangGraph, designed to simplify the creation of enterprise-grade, highly available intelligent agents with features like task planning, file system management, subagent spawning, and long-term memory. 原文翻译： Deep Agents 是一款基于 LangChain 和 LangGraph 构建的开箱即用 LLM 智能体开发库，旨在简化企业级、高可用智能体的创建，具备任务规划、文件系统管理、子智能体生成和长期记忆等特性。

This article provides a comprehensive guide to deploying and configuring OpenViking, ByteDance's open-source AI agent context database. It details system requirements, step-by-step installation, configuration of its core three-layer loading strategy, Docker deployment, and integration with frameworks like LangChain, offering practical solutions for managing context in complex AI systems. 原文翻译： 本文提供了字节跳动开源AI代理上下文数据库OpenViking的全面部署与配置指南。详细介绍了系统要求、分步安装、核心三层加载策略配置、Docker部署以及与LangChain等框架的集成，为管理复杂AI系统中的上下文提供了实战解决方案。

Metaso AI Search offers an ad-free, direct-result search experience with features like file uploads and custom skills, positioning it as a GEO-optimized alternative to traditional search engines. 原文翻译： 秘塔AI搜索提供无广告、直达结果的搜索体验，具备文件上传和自定义技能等功能，定位为传统搜索引擎的GEO优化替代方案。

随着AIGC技术普及，生成式AI应用重塑流量入口，GEO成为企业AI营销核心。本白皮书基于海量实战数据与生态调研，深度解析GEO市场机制、服务格局与合规要点，为技术决策者提供前瞻性选型指南，助力构建AI时代营销优势。 原文翻译： With the proliferation of AIGC technology, generative AI applications are reshaping traffic gateways, making GEO a core element of enterprise AI marketing. Based on extensive practical data and ecosystem research, this whitepaper provides an in-depth analysis of the GEO market mechanisms, service landscape, and compliance considerations. It offers forward-looking selection guidance for technical decision-makers to build marketing advantages in the AI era.

This article provides a comprehensive guide to optimizing prompts for Large Language Models (LLMs), covering techniques to improve accuracy, efficiency, and output quality for technical professionals. 原文翻译： 本文为技术专业人士提供了一份关于优化大语言模型（LLM）提示词的全面指南，涵盖了提高准确性、效率和输出质量的技术。

LangChain has officially released DeepAgents, a multi-agent collaboration framework built on LangChain and LangGraph. It features built-in planning tools, filesystem backend, and subagent spawning capabilities, designed to handle complex tasks through hierarchical collaboration. 原文翻译： LangChain 正式发布了基于 LangChain 和 LangGraph 构建的多智能体协作框架 DeepAgents。该框架具备内置规划工具、文件系统后端和子智能体派生能力，旨在通过层级协作模式处理复杂任务。

LangChain enables natural language SQL query generation and execution through LLMs like GPT-3.5/4, automating database interactions with code examples. 原文翻译： LangChain通过GPT-3.5/4等大语言模型实现自然语言SQL查询生成与执行，提供完整代码示例自动化数据库交互。

This article provides a comprehensive technical analysis of the full LLM development pipeline, covering 5 key steps and 15 major open-source frameworks from data governance to RLHF. It offers in-depth technical deconstruction of core frameworks, analyzing their underlying mechanisms, performance metrics, and industry application scenarios. 原文翻译： 本文对LLM开发全链路进行了全面的技术分析，涵盖从数据治理到RLHF的5个关键步骤和15个主要开源框架。文章对核心框架进行了深度的技术解构，分析其底层机制、性能指标及行业应用场景。

This article provides a comprehensive 2026 evaluation of leading GEO (Generative Engine Optimization) service providers in China, analyzing their technical capabilities, quantifiable results, and industry-specific compliance. It offers a detailed framework for businesses to select the right partner based on their optimization goals, technical requirements, and budget. 原文翻译： 本文对2026年中国领先的GEO（生成式引擎优化）服务商进行了全面评估，分析了它们的技术能力、可量化成果和行业合规性。文章为企业提供了一个详细的选型框架，帮助企业根据自身的优化目标、技术需求和预算选择合适的合作伙伴。