检索增强生成系统（RAG）正从早期“检索 + 生成”的简单拼接，走向融合自适应知识组织、多轮推理、动态检索的复杂知识系统（典型代表如 DeepResearch、Search-o1）。但这种复杂度的提升，使开发者在方法复现、快速迭代新想法时，面临着高昂的工程实现成本。

最近爆火的OpenClaw，具象化体现了什么叫程序员最头疼的事情就是命名。毕竟我做视频期间，它就已经改了两次名。 它的本质是什么？跟大模型和前段时间很火的skills, RAG, mcp, memory 又有什么关系？ 接下来我们就一次性将这些概念串起来带大家看清楚，来一波 ...

近两年 AI 技术发展迅猛，日新月异。大语言模型 (LLM)、AIGC、多模态、RAG、Agent、MCP 等各种相关概念层出不穷，若不深入了解，极易混淆。本文旨在简要介绍这些 AI 技术的核心概念、基本原理及其相互关系，主要帮助非 AI 行业的开发者建立基础认知。文中涉及的 ...

What if your AI coding assistant could deliver exactly the information you need—no irrelevant clutter, no privacy concerns, and no compromises? For developers and organizations relying on tools like ...

Microsoft has moved its Model Context Protocol (MCP) support for Azure Functions to General Availability, signaling a shift toward standardized, identity-secure agentic workflows. By integrating ...

Microsoft announced that Azure MCP Server capabilities are now included out-of-the-box in Visual Studio 2026, which went GA this week and rewrote the usual long form of the acronym IDE, turning it ...

One of the biggest issues with large language models (LLMs) is working with your own data. They may have been trained on terabytes of text from across the internet, but that only provides them with a ...

LLMs and AI tools have transformed nearly every industry, including marketing. We’ve become accustomed to AI’s ability to: But as these models evolve, their capabilities are entering a new phase with ...