#Quick Edit
1742 related articles
Product Reviews·2 min
Veo 4.0 Video Generation Real-World Test: Two Videos Consumed 86% of Compute Quota
Real-world testing of Google Veo 4.0 video generation shows near-professional quality, but Pro users burn 86% of compute quota on just two videos. Full analysis of performance and pricing impact.
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Tutorials·2 min
GitHub Copilot CLI Hands-On Tutorial: Complete Guide from Installation to Auto-Creating PRs
Complete guide to GitHub Copilot CLI: installation, MCP extensions, and Agentic Coding demo building a Windows 95 simulator with auto GitHub repo creation and PR workflow.
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Product Reviews·2 min
ContextWeaver: Building Local Code Intelligence Retrieval for LLMs with MCP + Tree-sitter
ContextWeaver is an open-source AI coding tool using MCP protocol, Tree-sitter parsing, and vector search to provide LLMs with precise local codebase context retrieval for intelligent development.
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Product Reviews·2 min
OpenAI Codex App In-Depth Review: 38 Open-Source Skills Explained with Hands-On Experience
In-depth review of OpenAI Codex App: 38 open-source Skills breakdown, Plan Mode, automation workflows, and hands-on demos including game dev and PDF generation.
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Tech Frontiers·3 min
GPT-5.6 Exposed: Codex Logs Reveal Internal Testing, Anthropic Enterprise Adoption Surpasses OpenAI for the First Time
GPT-5.6 spotted in OpenAI's internal Codex logs as first checkpoints enter testing. Anthropic enterprise adoption hits 34.4%, surpassing OpenAI's 32.3%. Claude Code limits rise 50%.
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Tutorials·4 min
Save Windsurf Credits: MCP Plugin Extends Each Conversation by 5–6 Extra Interactions
How to save Windsurf credits using an MCP plugin that extends each conversation by 5–6 interactions. Covers setup, core principles, ban risks, and security tips.
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Deep Dives·4 min
Agent Loop Core Mechanism Explained: Building a ReAct Loop from Scratch (With Debugging War Stories)
Deep dive into Agent Loop, the core mechanism of AI Agents, based on ReAct architecture. Covers Tool Call ID handling, context management, assistant message feedback, with full Python code and common bug fixes.
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Tutorials·4 min
Windsurf AI Editor: A Practical Guide to Organizing Thesis Materials for Your Final Year Project
Learn how to use Windsurf AI editor for thesis material organization, including environment setup, API key configuration, and automated extraction of references, outlines, and tech selections in minutes.
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Tutorials·4 min
Gemini CLI API Key Configuration Tutorial: Use Gemini 3 Model for Free
Step-by-step guide to creating an API key in Google AI Studio and configuring it in Gemini CLI to use Gemini 3 for free, including project setup, $300 free credits, and preview feature activation.
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Tutorials·4 min
10 High-Frequency Claude Code Commands That Will Double Your Development Efficiency
10 essential Claude Code commands covering terminal passthrough, Ctrl+G multi-line editing, double-Esc context compression, code review, and more to dramatically boost your AI programming efficiency.
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Expert Opinions·2 min
Anthropic Warns: AI Makes Startup Failure Rates Higher, Not Lower
Anthropic's Founders Playbook warns that AI lowers dev costs but not demand validation costs. When execution is cheap, judgment becomes the scarcest startup skill.
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Product Reviews·4 min
Claude Code vs Cursor vs Windsurf: In-Depth 2025 AI Coding Tool Comparison & Selection Guide
In-depth comparison of Claude Code, Cursor, and Windsurf — why the same model delivers different experiences. Includes hybrid workflow tips, project-building guide, and 2025 AI coding tool selection advice.
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Tutorials·4 min
Windsurf Account Switching Plugin Tutorial: Bulk Import, One-Click Switch & Auto-Rotation
Guide to the Windsurf account switching plugin: bulk import, seamless one-click switching, real-time quota viewing & auto-rotation. Includes security risk analysis.
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Tutorials·3 min
Figma Design to WeChat Mini Program: AI-Generated Full-Stack E-Commerce Project in Practice
Learn how AI auto-recognizes Figma designs to generate full-stack WeChat Mini Program e-commerce code, covering SKU management, shopping cart, WeChat Pay, and admin systems.
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Tutorials·3 min
Claude Code DeepSeek Configuration Tutorial: Get Running in 3 Steps with settings.json
Complete guide to configuring Claude Code's settings.json for DeepSeek, Zhipu, and MiniMax integration. Covers file extensions, directory paths, JSON syntax errors, and a 3-step setup process.
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Product Reviews·3 min
Gemini 2.5 Pro Coding Test: Crushes Claude at Rust Refactoring, Falls Flat on Frontend
In-depth coding tests of Gemini 2.5 Pro covering pixel games, Ultimate Tic-Tac-Toe, Rust refactoring, and landing pages. Crushes Claude at Rust but struggles with frontend development.
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Tutorials·4 min
OMO Plugin in Action: Sisyphus Multi-Agent Collaboration for Building an AI Programming Team
Deep dive into the Oh My OpenCode (OMO) plugin's Sisyphus multi-agent system for intelligent AI model scheduling and collaborative development, with practical demos.
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Tutorials·4 min
Windsurf Credits Refill Guide: Complete Tutorial on Spark Multi-Account Management & Card Binding Upgrade
Complete tutorial on using Spark tool for Windsurf credit refills, covering multi-account switching, card binding Pro upgrade, prompt rules, plugin installation & activation with security tips.
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Product Reviews·3 min
Cursor + Windsurf Two-in-One Real-World Test: Is Stacking Free Quotas Actually Worth It?
Real-world test of a Cursor + Windsurf two-in-one tool: one-click switching, free quota stacking, VPN-free access. Detailed analysis of benefits, suitable users, and security risks.
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Product Reviews·4 min
SparkWinShape Review: Is Windsurf Auto Account-Switching for Unlimited Claude Opus Actually Reliable?
Real-world test of SparkWinShape plugin for Windsurf auto account-switching to use Claude Opus unlimited. Covers workflow, core features, risk analysis, and compliant alternatives.
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