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  • Author of "Design IoT System by Yourself"
  • Author of "Full Stack Development: Lean Practice"
  • Author of "Frontend Architecture: from Basic to Micro-Frontend"
  • Co-translated "IoT Practical Guide", "Arduino Programming" and more
  • Reviewed "Expert Angular", "Smart IoT" and more

As a well-known markdown expert, I have written over 1000 blog posts. I have various titles in the tech community: Zhihu Programming Expert, Alibaba Cloud MVP, CSDN Blog Expert, etc.

Creation

As a well-known open source contributor who starts more projects than I can finish, I often wander in the fields of IDE, compilers, and graphics engines.

Imagine

As a design apprentice who paints continuously, I combine data visualization with information technology to display data, combine UI with frontend to create better user experience, and introduce design into technology to create value.

Programming - Writing - Design

A literature lover. Love reading, love the texture of paper, love to inscribe memories and thoughts with a pen.

A design enthusiast. Love to design small things, prefer hands-on practice over theory.

A programmer. Love sharing, creating and open source, striving to change myself and change the world.

Agentic RAG 的架构演进:从上下文追踪 (Context Trace) 到全景上下文图谱 (Context Graphs)

随着大语言模型(LLM)从被动的问答工具演变为具有自主性的智能体(Agents),传统的检索增强生成(RAG)架构正面临前所未有的挑战。当智能体需要执行长周期的复杂任务——如代码重构、法律合规审计或企业流程自动化——仅凭基于语义相似度的向量检索(Vector Retrieval)已无法满足需求。智能体不仅需要“知识”,更需要“记忆”和“结构化认知”。本文将详尽探讨一种新兴的架构范式:代理式 RAG (Agentic RAG),并重点剖析其核心组件——上下文追踪 (Context Trace)上下文图谱 (Context Graphs)

AI 编程 2025 总结:国产模型“能力追平”,国产编程工具还在“情感陪伴”

前几天,我看到一篇国产 AI Coding 工具的案例文章,花了不少篇幅在讲一个“智能体的附加价值”——当你写代码写到崩溃时,它可以安慰你、鼓励你,让你感觉好受一点。

2025 节点:当 AI 开始释放创造力,工程师如何重新站位

2025,不是 AI 提升效率的一年,而是开始释放创造力的一年。

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  • AI:AI Native Apps, AI-Assisted Programming
  • Hardware:Internet of Things, IoT
  • Frontend:IDE, Mini Programs, Desktop Apps, Web Apps, Mobile Apps (Hybrid)
  • Backend:Microservices, Cloud Native, Domain-Driven Design, Legacy System Migration
  • Strategy:Tech Strategy, Content Strategy, SEO, SEM

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