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
Mar 20, 2026 · Fundamentals

Why LunarVim Is the Ultimate Neovim IDE: Features, Installation, and Quick Start

LunarVim transforms Neovim into a modern, lightweight IDE with out‑of‑the‑box plugins, powerful LSP‑based code completion, built‑in terminal, and cross‑platform support, and the article provides a concise overview, key features, and step‑by‑step installation commands for Linux, macOS, Windows, and Docker.

CustomizationIDEInstallation
0 likes · 5 min read
Why LunarVim Is the Ultimate Neovim IDE: Features, Installation, and Quick Start
macrozheng
macrozheng
Mar 19, 2026 · Industry Insights

Why JetBrains Air Falls Short of OpenAI Codex: An In‑Depth AI Coding Tool Review

The article compares JetBrains Air and OpenAI Codex desktop apps, highlighting Air's open‑ecosystem design versus Codex's closed, efficiency‑focused approach, examines their technical architectures, market positioning, pricing implications, and ultimately advises developers to favor terminal‑based AI tools over heavyweight GUIs.

AI coding toolsJetBrains AIROpenAI Codex
0 likes · 7 min read
Why JetBrains Air Falls Short of OpenAI Codex: An In‑Depth AI Coding Tool Review
macrozheng
macrozheng
Mar 18, 2026 · Backend Development

Unlock Ultimate Spring Support in Free IDEA with Spring Explyt Plugin

This guide introduces Spring Explyt, an open‑source IntelliJ IDEA Community plugin that brings full‑featured Spring support—including precise bean detection, advanced code completion, endpoint tools, and built‑in HTTP client—to the free IDE, with installation steps, usage tips, and a feature comparison.

IDEA PluginIntelliJ IDEAJava
0 likes · 6 min read
Unlock Ultimate Spring Support in Free IDEA with Spring Explyt Plugin
macrozheng
macrozheng
Mar 17, 2026 · Artificial Intelligence

Why AgentScope Java Is the Game‑Changer for Enterprise AI Agents

This article introduces AgentScope Java 1.0, an enterprise‑grade AI agent framework for Java that solves stack fragmentation, security, operations, and multi‑agent collaboration challenges by adopting the ReAct paradigm, offering real‑time interruption, sandbox isolation, RocketMQ‑based A2A communication, visual debugging, and deep Spring Cloud integration.

AI agentsAgentScopeReAct
0 likes · 15 min read
Why AgentScope Java Is the Game‑Changer for Enterprise AI Agents
macrozheng
macrozheng
Mar 17, 2026 · Backend Development

How Spring 7.0.4 Fixes Deadlock Bugs and Boosts Startup Speed by Up to 50%

Spring Framework 7.0.4 resolves a rare deadlock caused by concurrent shutdown paths in Kubernetes, introduces dozens of bug fixes and performance tweaks—including faster request routing, annotation caching, and validation refactoring—that together can cut startup time by 30‑50% depending on the JDK version.

Bug FixJavaPerformance
0 likes · 13 min read
How Spring 7.0.4 Fixes Deadlock Bugs and Boosts Startup Speed by Up to 50%
macrozheng
macrozheng
Mar 12, 2026 · Operations

How to Deploy Apps Visually with Dockge – A Docker Compose GUI Guide

This guide introduces Dockge, a sleek Docker Compose visual manager, and walks through installing it via Docker, creating stacks, and deploying a Spring Boot and MySQL application with one‑click operations, including logs, terminal access, and API testing.

Container ManagementDevOpsDocker
0 likes · 5 min read
How to Deploy Apps Visually with Dockge – A Docker Compose GUI Guide
macrozheng
macrozheng
Mar 11, 2026 · Backend Development

Why json-io’s New TOON Support Could Cut LLM Token Costs by Up to 60%

The article introduces json-io’s recent addition of full TOON format support—a token‑oriented data notation that removes JSON’s syntactic noise, saving 30‑60% of tokens for LLM APIs, and shows how to integrate it with Java, Maven, and Spring Boot.

LLMSpring BootTOON
0 likes · 7 min read
Why json-io’s New TOON Support Could Cut LLM Token Costs by Up to 60%
macrozheng
macrozheng
Mar 10, 2026 · Frontend Development

How We Upgraded Mall Admin Web from Vue2 to Vue3 with TypeScript

This article details the comprehensive migration of the mall‑admin‑web front‑end from Vue 2 to Vue 3, including the shift to TypeScript, replacement of Element UI with Element Plus, adoption of Pinia for state management, and updates to chart libraries, with code snippets and demo links.

Element PlusFrontend UpgradeTypeScript
0 likes · 6 min read
How We Upgraded Mall Admin Web from Vue2 to Vue3 with TypeScript
macrozheng
macrozheng
Mar 9, 2026 · Backend Development

Why a Single Log Line Triggered a FastJSON NullPointer – A Deep Dive into Java Serialization

The article recounts a production incident where adding a trivial log statement caused a FastJSON NullPointerException, then explains the underlying serialization mechanism, the role of ASM-generated serializers, the methods invoked during serialization, and provides best‑practice guidelines to avoid similar bugs.

ASMBackend DevelopmentFastJSON
0 likes · 8 min read
Why a Single Log Line Triggered a FastJSON NullPointer – A Deep Dive into Java Serialization