macrozheng
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macrozheng

Dedicated to Java tech sharing and dissecting top open-source projects. Topics include Spring Boot, Spring Cloud, Docker, Kubernetes and more. Author’s GitHub project “mall” has 50K+ stars.

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Recent Articles

Latest from macrozheng

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macrozheng
macrozheng
Jun 14, 2026 · Artificial Intelligence

How to Keep AI‑Generated Code Reliable: Practical Vibe‑Coding Practices with Claude Opus 4.8

The article shares a step‑by‑step guide for safely using AI coding assistants like Claude Opus, covering Git preparation, narrow spec writing, rule and skill files, model cost management, verification through tests and diffs, context handling, multi‑agent coordination, and strict permission controls to avoid costly mistakes.

AI codingClaude OpusGit workflow
0 likes · 20 min read
How to Keep AI‑Generated Code Reliable: Practical Vibe‑Coding Practices with Claude Opus 4.8
macrozheng
macrozheng
Jun 13, 2026 · Backend Development

How MybatisPlus Pro Supercharges CRUD Development Efficiency

The article explains how MybatisPlus Pro extends MybatisPlus to eliminate repetitive Service and Controller code, provides a ready‑to‑use BaseController, automatic QueryWrapper generation, and deepens the understanding of its dynamic proxy, interceptor chain and SQL injection mechanisms, while also outlining its strengths, limitations, suitable scenarios and common pitfalls.

CRUDJavaMybatisPlus
0 likes · 22 min read
How MybatisPlus Pro Supercharges CRUD Development Efficiency
macrozheng
macrozheng
Jun 7, 2026 · Artificial Intelligence

Even Singer Hu Yanbin Uses AI to Code – 9 Proven AI Programming Efficiency Hacks

The article walks through practical AI‑coding productivity tricks—from picking the right model and trimming unnecessary output, to leveraging parallel agents, shortcut keys, slash commands, MCP integration, automation loops, reusable component libraries, and time‑management methods—showing how developers can dramatically speed up their workflow.

AICodingautomation
0 likes · 32 min read
Even Singer Hu Yanbin Uses AI to Code – 9 Proven AI Programming Efficiency Hacks
macrozheng
macrozheng
Jun 6, 2026 · Artificial Intelligence

How Nacos 3.2 Evolves into an Enterprise AI Governance Platform

Nacos 3.2 expands beyond a microservice registry to become a unified AI asset governance platform, introducing AI Registry, MCP Registry, a three‑layer Skill security sandbox, Copilot assistance, and A2A protocol integration, enabling seamless discovery, versioning, and secure execution of AI assets.

A2A ProtocolAI RegistryCloud Native
0 likes · 10 min read
How Nacos 3.2 Evolves into an Enterprise AI Governance Platform
macrozheng
macrozheng
Jun 2, 2026 · Artificial Intelligence

Why the 200k‑Star Claude Code Plugin Is a Must‑Have for AI Programming

This article walks through the superpowers plugin for Claude Code—its 200 k star popularity, built‑in 20 AI‑assisted workflow skills, installation via npm, step‑by‑step usage to build a full‑stack Markdown editor, and key considerations such as sub‑agent isolation and test‑driven development.

AI programmingClaude CodeSkill
0 likes · 5 min read
Why the 200k‑Star Claude Code Plugin Is a Must‑Have for AI Programming
macrozheng
macrozheng
Apr 30, 2026 · Operations

How AI-Powered Arthas with MCP Transforms Online Issue Diagnosis

The article explains how integrating Arthas with the Model Context Protocol (MCP) enables AI-driven, natural‑language troubleshooting of Java‑based online incidents, offering step‑by‑step diagnostics, concrete case studies, and a balanced view of its advantages and current limitations.

AI debuggingArthasJava
0 likes · 11 min read
How AI-Powered Arthas with MCP Transforms Online Issue Diagnosis
macrozheng
macrozheng
Apr 29, 2026 · Artificial Intelligence

Claude Code in VSCode: A Powerful, Context‑Aware AI Coding Companion

The article walks through installing and configuring the Claude Code extension for VSCode, explains how it adds context‑aware code understanding, visual chat, multiple editing modes and effort levels, shows model switching via CC Switch, and compares its rich features to the limited CLI‑only Anthropic plugin for IntelliJ IDEA.

AI coding assistantClaude CodeIDE plugin
0 likes · 4 min read
Claude Code in VSCode: A Powerful, Context‑Aware AI Coding Companion
macrozheng
macrozheng
Apr 27, 2026 · Artificial Intelligence

Unlock Claude Code’s Full Potential with the 46k‑Star Best‑Practice Repo

This article introduces the open‑source "claude-code-best-practice" repository, which aggregates core concepts, popular features, development workflows, and 87 concrete tips for Claude Code, helping both newcomers and experienced users fully leverage the AI coding assistant.

AI coding assistantBest PracticesClaude Code
0 likes · 4 min read
Unlock Claude Code’s Full Potential with the 46k‑Star Best‑Practice Repo