# 产品体验

The Truth Behind Windsurf's "Unlimited Credits" Hack: Shared Account Pool Rotation Mechanism and Risk Analysis

Deep analysis of how Windsurf's "unlimited credits" actually works—third-party plugins rotate shared account pools, not an official bug. Covers mechanisms, security risks, and safer alternatives.

Trae Solo In-Depth Review: Is ByteDanc…

Trae Solo In-Depth Review: Is ByteDance's Free AI Coding Tool Actually Usable?

In-depth review of ByteDance's Trae Solo free AI coding tool, evaluating token quotas, 6-project concurrency, cross-platform sync, and model quality for domestic individual developers.

Liberal Arts Grad's Vibe Coding Journe…

Liberal Arts Grad's Vibe Coding Journey: How a Simple Link Aggregation Page Earned 10K+ Views

A liberal arts creator built a concert seat view website using Gemini AI in one afternoon, earning 15K views. Learn her idea selection, simplification methods, and pitfalls for a replicable Vibe Coding path.

Trae SOLO 2.0 Deep Dive: Generating a …

Trae SOLO 2.0 Deep Dive: Generating a ChatGPT Website with a Single Sentence — How Well Does It Work?

Hands-on test of Trae SOLO 2.0's zero-code development: generating a ChatGPT-like website from a single sentence. Detailed review of requirements generation, auto-correction, UI quality, and backend limitations.

Claude Design + GPT Image 2: A Complet…

Claude Design + GPT Image 2: A Complete Zero-to-Website AI Workflow Breakdown

A full breakdown of the AI website-building workflow using Claude Design wireframes, GPT Image 2 asset generation, and Claude Code integration—no coding required.

Trae Refresh Mode Commands Not Working…

Trae Refresh Mode Commands Not Working? A Complete Guide to the Missing Environment Variables Issue

ByteDance's AI tool Trae loses PATH environment variables in refresh mode, making GCC and system commands unrecognizable while AI forces failed executions.

Industry Insights

AI-Powered Website Design: Can It Real…

AI-Powered Website Design: Can It Really Put You Years Ahead of Competitors?

Lu Songsong uses AI to redesign his website backend, claiming years of design lead. This article analyzes AI-assisted web design's real impact, boundaries, and what truly drives product leadership.

AI Coding Tools Keep Crashing When Bui…

AI Coding Tools Keep Crashing When Building Websites? Root Cause Analysis & Practical Solutions

AI coding tools crashing when building websites? This article analyzes root causes including multi-window concurrency, API rate limiting, and network instability, with practical solutions.

Qwen + VS Code in Practice: The Full P…

Qwen + VS Code in Practice: The Full Process of Using AI to Revamp a Webmaster Networking Platform

A blogger uses VS Code and Alibaba Cloud Qwen 3.6 to completely revamp a six-year-old webmaster networking feature. This article details the tech stack, prompt engineering, and practical insights from AI-powered feature renovation.

Kimi K2.6 Hands-On Review: A Zero-Barr…

Kimi K2.6 Hands-On Review: A Zero-Barrier Experience for Building Dynamic Websites

Hands-on review of Kimi K2.6's Web Coding capabilities covering animation pages, corporate sites, and more. Built-in database and one-click deployment let anyone generate and launch dynamic websites via prompts.

GPT-5 Codex Deep Dive: 93% Token Savin…

GPT-5 Codex Deep Dive: 93% Token Savings But Tool Ecosystem Still Needs Work

Deep testing GPT-5 Codex: 93.7% Token savings on simple tasks with deeper reasoning on complex ones. But UI quality drops, search is poor, and tool ecosystem fragmentation remains a major issue.

The AI Website Building Formula: Creat…

The AI Website Building Formula: Create Professional Video Websites from Scratch with Zero Coding Skills

Can't code but want a professional website with video? This article breaks down an AI website building formula: borrow aesthetics from great sites, replicate with AI tools like Kimi, and add personalized video content—all in minutes.

Zero-Code Website Building: Crafting a…

Zero-Code Website Building: Crafting a Professional Personal Website with Claude Code

A practical Vibe Coding workflow using Claude Code with professional UI design Skills to build a polished personal website in 10 minutes — zero coding required.

How Codex Tracked Down a Bug: From Err…

How Codex Tracked Down a Bug: From Error Message to Open Source Fix

A developer used OpenAI Codex to debug a recurring browser extension error. Codex read the source code, identified a Chrome sleep mechanism flaw, and auto-generated a bug report that led to an open-source fix.

Deep Dive into OpenAI Codex Plugin System: Architecture, Installation, and Hands-On Development

Deep Dive into OpenAI Codex Plugin System: Architecture, Installation, and Hands-On Development

Deep dive into OpenAI Codex plugin system architecture (Skills, Apps, MCP Server), four installation methods, and a macOS app development case study showing how plugins boost AI coding efficiency.

Advanced Codex Tips: Building a Cursor…

Advanced Codex Tips: Building a Cursor-Level Development Experience

Advanced OpenAI Codex tips including sidebar shortcuts, batch Agent sub-tasks, session management, and environment setup to create a Cursor-level development experience.

OpenAI Codex Deep Dive: How Does the A…

OpenAI Codex Deep Dive: How Does the Async AI Coding Agent Actually Perform?

Deep dive testing OpenAI Codex cloud coding agent on a 50K-user production codebase, covering bug fixes, prompt optimization, and frontend UI tasks, with insights on the 30% completion rate value.

Windows Codex Experience: Not an IDE, …

Windows Codex Experience: Not an IDE, But an AI Project Manager

Deep dive into OpenAI's Codex desktop app and its unique role as an AI project manager. From parallel multi-project management to minimalist design, see how it fills a gap in the Vibe Coding ecosystem.

OpenAI Codex Multimodal in Practice: T…

OpenAI Codex Multimodal in Practice: Turning Whiteboard Sketches into Polished Frontend Apps in Seconds

Deep dive into OpenAI Codex's multimodal demo: from whiteboard sketch photos to auto-generated 3D globe frontend apps, analyzing visual self-inspection, responsive validation, and one-off data visualization capabilities.

Codex CLI vs Cursor Hands-On Compariso…