We Rebuilt Next.js in a Week with AI—vinext Delivers 4x Faster Builds
5 hours ago 高效码农How We Rebuilt Next.js with AI in One Week: The vinext Story The Core Question: In an era of rapidly advancing AI, is it possible to reconstruct a massive frontend framework like Next.js from scratch in just a few days? The answer is a resounding yes. By leveraging a strict test suite, clear architectural planning, and state-of-the-art AI models, a single engineer built vinext in under a week—a Vite-based, high-performance alternative to Next.js. Last week, one engineer and an AI model rebuilt the most popular front-end framework from scratch. The result is vinext (pronounced “vee-next”), a drop-in replacement for Next.js. …
Git City: Build a 3D Developer Metropolis from Your GitHub Contributions
1 days ago 高效码农Git City: Building a 3D Pixel Metropolis Where Every Developer is a Landmark Core Question: If boring code commit records were transformed into visible 3D buildings, what kind of cityscape would our technical archives present? The answer is a vibrant pixel metropolis. Git City transforms GitHub profiles into unique pixel art buildings. Through the mapping of height, width, and brightness, a developer’s contribution history becomes tangible. This is not just a visualization project; it is an innovative platform blending 3D rendering technology, social interaction, and gamification thinking. 1. Project Overview: When Code Becomes the City’s Foundation Core Question of this …
Analyze NGINX Logs in Real-Time: A Step-by-Step Guide to Installation & Configuration for Traffic Insights
8 days ago 高效码农NginxPulse: A Lightweight Solution for Nginx Log Analysis and Visualization 1. Project Overview NginxPulse is a streamlined logging analysis tool designed for real-time statistics, Page View (PV) filtering, IP geolocation tracking, and client behavior analysis. Leveraging containerization (Docker/Docker Compose) or monolithic deployment, it provides an intuitive interface for developers to monitor web traffic efficiently. This article delves into its technical implementation while ensuring SEO optimization and cross-region compatibility with large language models like Google’s Gemini. § 2. Technical Architecture Backend Technology Stack Programming Language: Go 1.23.x (optimized for high concurrency) Frameworks: Gin (API routing), Logrus (structured logging) Database: SQLite (embedded …
The WebMCP Revolution: Transforming SEO from Content Indexing to Capability Indexing
13 days ago 高效码农WebMCP: Ushering in a New Era of Agent SEO and Structured Search The emergence of WebMCP (Web Model Context Protocol) marks a significant paradigm shift in the internet’s evolution, moving from “visual presentation” to “capability interfaces.” It not only transforms how AI Agents interact with websites but also directly catalyzes a brand-new technical field known as Agent SEO. Core Question Answered: How does WebMCP define the future of “Agent SEO”? Core Answer: WebMCP expands the scope of Search Engine Optimization (SEO) from mere content indexing to website capability indexing. Through the navigator.modelContext API, websites can transform complex functions—such as booking, …
WebMCP Explained: The USB-C Moment for AI Agents and the Future of the Web
13 days ago 高效码农WebMCP: Architecting the Agent-Ready Web and the Future of Human-AI Browser Collaboration In the rapidly evolving landscape of artificial intelligence, a fundamental shift is occurring in how we perceive and build for the World Wide Web. For decades, websites have been meticulously designed as visual interfaces for human eyes. However, we are entering an era where a second, equally important “user group” is emerging: AI Agents. WebMCP (Web Model Context Protocol) represents the first native browser standard designed to bridge the gap between static human-centric UI and dynamic, structured agentic interaction. The Core Question: What is WebMCP and why is …
HBuilderX Migration Guide: Convert AI Web Projects to uni-app in 3 Steps
15 days ago 高效码农Converting Web Projects to uni-app in HBuilderX: A Comprehensive Migration Guide Snippet: Learn how to convert AI-generated Web projects (Claude/ChatGPT) into standard uni-app projects. This guide covers fixing manifest.json visibility, resolving “missing index.html” Vite errors, and adapting Vue 3 main.js for cross-platform deployment in HBuilderX. Why Your AI-Generated Project Isn’t Working in HBuilderX When you use Claude or other AI tools to generate code, they typically output a standard Vite + Vue 3 web structure. However, uni-app is an enhanced framework with specific directory requirements and a specialized compiler. If you simply drag a web folder into HBuilderX, you’ll often …
AntV Infographic: The AI-Powered Declarative Framework That Turns Text into Stunning Visuals
1 months ago 高效码农AntV Infographic: The Infographic Generation & Rendering Framework That Brings Words to Life Abstract AntV Infographic is AntV’s next-generation declarative infographic visualization engine. With its carefully designed syntax, it enables fast and flexible rendering of high-quality infographics, supporting AI generation, over 200 built-in templates, theme customization, and SVG output—making information presentation more efficient than ever. I. Introducing AntV Infographic: What Is This “Word-to-Life” Tool? Have you ever struggled to turn chunks of text into intuitive, visually appealing infographics? Or felt overwhelmed by complex configurations when trying to generate infographics with code? If so, AntV Infographic might be the solution you’ve …
Cloudflare Architecture Mastery: The Real-World Guide to Optimizing WordPress & Handling China Traffic
2 months ago 高效码农Cloudflare Architecture Guide for Real-World Deployment: How to Optimize Caching, Bypass China Traffic, and Improve WordPress Performance Cloudflare is no longer just a CDN — it has evolved into a global traffic control and security platform. Over dozens of previous questions, you explored topics including: How to bypass Cloudflare in China How to allow specific regions such as Hebei or Shijiazhuang How to cache WordPress categories/tags but skip dynamic pages How to configure Cloudflare for SaaS How to secure XMLRPC, APIs, and Bot Fight Mode How to optimize cache rules, geo-routing, WAF, and more This article consolidates everything into a …
Gemini 3 UI Design: The Complete Guide to Control, Consistency & Premium Quality
2 months ago 高效码农Snippet (50–80 words) To produce high-quality UI with Gemini 3, focus on control rather than AI improvisation. Use screenshots to define structure, negative instructions to restrict changes, iterative refinement for style, segmented generation for consistency, and explicit library names to ensure predictable output. Spend the most time on the Hero section because it sets the tone and determines the speed and accuracy of all subsequent iterations. How to Make Gemini 3 Produce UI That Truly Feels Premium When you ask Gemini 3 to generate UI, one pattern becomes obvious: the first output is always the “safe” option — clean, generic, …
StyleX Deep Dive: How Meta’s Atomic CSS Framework Powers Billions of Users
2 months ago 高效码农StyleX in Depth: How Meta’s Compile-Time CSS Framework Scales to Billions of Users “ What makes StyleX different from every other CSS-in-JS solution? It keeps the developer ergonomics of writing styles in JavaScript, but erases the runtime cost by turning every declaration into an atomic, collision-free class at build time. ” One-paragraph executive summary StyleX is Meta’s open-source styling system that statically compiles component-level style objects into atomic CSS classes. The result is near-zero runtime overhead, 80 % smaller stylesheets, and deterministic style merging across Facebook, Instagram, WhatsApp, Messenger and Threads. This article walks through the problem space, design decisions, …
Critical React Server Components Vulnerability: Immediate RCE Patch Guide
2 months ago 高效码农🚨 Urgent Security Alert: Critical Vulnerability Discovered in React Server Components (RSC) – Immediate RCE Risk and Patching Guide 🌟 Core Question Addressed: What is the severe security vulnerability found in React Server Components? How does it impact my application, and what immediate steps should I take to fix it and secure my app? The React team has issued an urgent security advisory detailing an unauthenticated Remote Code Execution (RCE) vulnerability in React Server Components (RSC). This flaw, reported by Lachlan Davidson, has been assigned the CVE identifier CVE-2025-55182 and is rated with a critical CVSS score of 10.0. All …
Jaison: The Fault-Tolerant JSON Parser for LLM Outputs and Chinese Users
2 months ago 高效码农Jaison: The Fault-Tolerant JSON Parser Built for the LLM Era If you’ve ever asked ChatGPT, Claude, Gemini, Qwen, ERNIE, or any large language model to “return JSON,” you already know the pain: the output looks perfect to human eyes but explodes the moment you feed it to JSON.parse. A missing bracket, a trailing comma, Chinese full-width punctuation, single quotes, // comments, “`json Jaison is a zero-dependency, pure JavaScript JSON parser designed from the ground up to fix exactly these problems in a single pass. It silently repairs dozens of structural mistakes that LLMs love to make and hands you back …
PHP 8.5 Revolution: Mastering Pipe Operator, Clone Enhancements & Modern Practices
3 months ago 高效码农PHP 8.5 New Features: Comprehensive Guide to Pipe Operator, Clone Enhancements, and Modern Development Practices Core Question: What revolutionary changes does PHP 8.5 bring, and how can they enhance your development workflow? PHP 8.5 was officially released on November 20, 2025, introducing several highly anticipated new features including the pipe operator, enhanced cloning syntax, and a new URI parser. These improvements not only make code more concise and elegant but also significantly enhance the developer experience. This comprehensive guide will delve into PHP 8.5’s core new features, demonstrate their value through practical applications, and share insights from an experienced developer’s …
Google ADK Go Released: The Complete Guide to Building Powerful AI Agents in Go
3 months ago 高效码农In AI application development, have you ever been forced to introduce additional language stacks to embed intelligent agents into your Go services? There’s now an elegant solution to this problem. ADK-512-color_banner What is the Agent Development Kit? In today’s rapidly evolving artificial intelligence landscape, building AI agents that can understand and execute complex tasks has become a core requirement for many businesses. However, developing such systems often presents numerous challenges: difficult debugging, complex version control, deployment limitations, and more. Google’s Agent Development Kit (ADK) is an open-source toolkit born to address these very problems. ADK adopts a code-first development model, …
Turn News Links into Magazine-Style Briefs in 30 Seconds: Zero-Framework AI Workflow
4 months ago 高效码农Turn Any News Link into a Magazine-Style Brief in 30s A zero-framework frontend + single cloud-function recipe for weary office workers Copy URL → wait 30s → get a 1080×2400 financial poster that still links back to the original article. If you’re tired of the “screenshot + yellow-marker” workflow, read on and uninstall Photoshop forever. TL;DR (What You’ll Be Able to Do) Run everything in the browser—drop one index.html onto any CDN, no React/Vue/NPM installs. Maintain one cloud function that orchestrates scraping, LLM summarising and image generation; secrets stay in env-vars. Let the AI output [R]…[/R] tags; a single replace() …
Build an AI Travel Agent in 30 Minutes: Weather, Budget, Itineraries with Streamlit & LangChain
4 months ago 高效码农Last week, I helped a friend plan a trip to Thailand—and between comparing Bangkok hotel prices, checking real-time weather, converting USD to THB, I had 6 browser tabs open. By the end, I still miscalculated the total budget. If you’ve ever felt like “trip planning is more tiring than working,” you’re not alone. But here’s the game-changer: with Streamlit and LangChain, you can build an AI travel agent that takes 3 seconds to generate a complete plan (weather, hotels, itineraries, even travel videos) when you type something like “5-day Thailand trip, $800 budget.” This isn’t just a dry API tutorial—it’s …
Build a Free AI Stock Dashboard in 30 Minutes: Next.js 15 & Open Source
4 months ago 高效码农From Wall Street to Browser Tab: Build a Free, AI-Powered Stock Dashboard with Next.js 15 in 30 Minutes “If knowledge is doomed to live behind paywalls, let’s tear the wall down with open source.” — Open Dev Society 01｜A Tale of 2 A.M. Anxiety It’s 2 A.M. Leo, a front-end engineer, is doom-scrolling his phone. The bonus he just threw into U.S. tech stocks is now a lush shade of red. “I just need a single page where I can see my tickers, live prices and an AI-written briefing—without paying $99 a month.” Leo isn’t a hedge-fund quant. He …
Master Chrome DevTools MCP Qoder Integration: Zero to Hero Debugging Guide
4 months ago 高效码农Conquer Browser Debugging with Qoder and Chrome DevTools MCP: A Hands-On Starter Guide from Zero to Hero Picture this: You’re deep in the trenches of coding, your React app finally fires up on localhost:3000, looking slick as ever. But deploy it to production, and bam—laggy pages, mysterious API failures, and a console flooded with red JavaScript errors that hit like a freight train. You flip open Chrome DevTools, tab-hopping between Network, Console, and Performance, desperately piecing together clues. It’s exhausting, right? What if you could skip the browser-IDE ping-pong and debug right from your code editor, like chatting with an …
Fix chrome-devtools-mcp Timeout Issues on Windows: Ultimate Guide
5 months ago 高效码农Fixing MCP Client Timeout When Using chrome-devtools-mcp on Windows When integrating Model Context Protocol (MCP) with Chrome DevTools, many developers encounter a frustrating issue: MCP client for `chrome-devtools` failed to start: request timed out This blog post explains the root causes, step-by-step troubleshooting, and the final working solution on Windows. If you’re struggling with no listening ports or Chrome executable path mismatches, this guide will save you hours of debugging. 🔍 Background: Why Does MCP Timeout Happen? The MCP (Model Context Protocol) client allows AI models and developer tools to connect to Chrome DevTools for debugging, inspection, and data extraction. …
Chef: The AI App Builder That Actually Understands Backend
5 months ago 高效码农“ In one sentence: describe what you want in plain English, and Chef hands you a running web app—complete with database, login, file uploads, real-time UI and background jobs—ready to share with the world. 1. Six Quick Questions Everyone Asks Question Straight-to-the-point answer What is Chef? An open-source, AI-powered scaffold that sits on top of Convex’s reactive database and spits out full-stack code. I only know a little front-end—can I use it? Yes. Database, auth, storage and cron jobs are baked in; zero manual wiring. Is the generated code readable? Very. Folders like app/, convex/, chef-agent/ look like a normal …