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A complete guide to reproducing GitHub projects from scratch: due diligence, virtual environments, dependency installation, script interpretation, and breakpoint debugging — helping grad students and junior developers run others' code efficiently.

App Builder generates single-file runnable apps from natural language, with real-time sandbox preview and conversational revision. Deep analysis of its workflow, architecture, limitations, and costs.

Learn how to build a Python student management system from scratch using Cursor AI — covering Agent/Ask/Manual modes, Claude model selection, auto error fixing, and environment setup.

Deep breakdown of ByteDance's internal 198-page Codex Chinese manual covering installation, Commands, MCP workflows, Skills templates, multi-Agent collaboration, and background task scheduling.

In-depth breakdown of ByteDance's 198-page Codex Chinese manual covering installation, Commands, MCP workflows, Skills templates, and multi-Agent collaboration.

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Two real AI database-deletion disasters analyzed: Claude Code wiped 1.94M rows from an education community; Cursor crippled a US car rental system in 9 seconds. Why programmers won't be replaced.

Learn how to set up Claude Code with affordable Chinese AI model alternatives. Use providers like SiliconFlow and DeepSeek starting from just ¥7.9, with full environment variable configuration guide.

Step-by-step guide to deploying Claude Opus 4 on Microsoft Azure Foundry and connecting it to Claude Code, covering resource setup, environment variables, and authentication.

A detailed guide to AI Agent Skills: core concepts, four key components (skill.md, references, scripts, assets), Skill vs. prompt comparison, and a practical path to building Agent capability packages from scratch.

Complete guide to getting started with OpenAI Codex, covering ChatGPT account setup, client installation and login, and sandbox environment configuration.

15 curated programming MCP Servers tested hands-on: Chrome DevTools, Neon, Figma-to-code, Vercel deployment & more, with Claude Code and Codex setup guides.

A junior student uses Cursor and Vibe Coding to build a multi-agent system with 51 AI officials modeled on China's Three Departments and Six Ministries, featuring task distribution, approval workflows, and Token cost visualization.

Learn Cursor AI editor setup, Agent/Ask/Manual modes, model selection tips, and build a full student management system from scratch in this step-by-step guide.

Compare Claude Code and ByteDance Codex: their positioning, core capabilities, and use cases. Includes Chinese learning resource recommendations and beginner path selection guide for AI programming.

Former ByteDance engineer Guo Yu analyzes the AI Agent revolution: how Claude Code's Skill feature signals the end of traditional software, the SaaS collapse, and the future of knowledge workers.

Deep dive into Cursor refill plugins: account pool sharing, pay-per-use billing, risks of ToS violations, privacy leaks, and bans, plus compliant AI coding alternatives.

Deep analysis of Windsurf refill plugins: account pool mechanics, security risks, legal concerns, and compliant alternatives like Cursor, GitHub Copilot, and Cline.

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