#legacy codebase
134 related articles
·3 min
The Evolution of AI Coding Tools: Five Stages from Manual Coding to Claude Code
An in-depth analysis of five stages in AI coding tool evolution, from manual coding to Claude Code and Cursor, exploring the 0-to-1 vs 1-to-100 challenge and future trends like interrogative programming.
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·2 min
Claude Fable 5 Coding Stress Test: Three Hardcore Tasks, All Passed — Plus a Hybrid Cost-Saving Strategy
Hands-on test of Claude Fable 5 on 3D world generation, real repo bug fixing, and physics coupling simulation — all passed first try. Plus a hybrid cost-saving strategy with DeepSeek.
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·3 min
AI-Assisted Full-Scale Refactoring in Practice: A Methodology for Clearing All Technical Debt in 1 Day
A complete case study of AI-assisted full-scale project refactoring: from technical debt analysis and AI collaboration strategies to parallel building and final results — how to rebuild a project from scratch in just 1 day.
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·3 min
Getting Started with ChatGPT Codex and Claude Code: A Hands-On AI Programming Tutorial for Beginners
A detailed guide comparing ChatGPT Codex and Claude Code — covering core differences, selection criteria, and setup for beginners to start AI agent programming and boost dev efficiency 2-5x.
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·3 min
Harness AI Engineering Programming: A Detailed Methodology for Enterprise-Level Project Development
Deep dive into Harness AI Engineering Programming methodology, covering SDD, Skill development patterns, and core practices for enterprise-level AI-assisted development.
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·3 min
8 AI Coding Tools Compared: A 5-Tier Buying Guide
In-depth comparison of 8 mainstream AI coding tools including GitHub Copilot, Cursor, Windsurf, and Claude Code, ranked into 5 tiers with tips to avoid bad plugins.
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·3 min
Connecting DeepSeek V4 API to Copilot in VSCode: A Detailed Tutorial with Two Methods
Two methods to connect DeepSeek V4 API to GitHub Copilot in VSCode: quick setup via DeepSeek for Copilot extension and fully customizable OAI extension with 1M token context window.
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·3 min
OpenAI Codex Deep Dive: How AI Coding Agents Are Reshaping the Entire Software Development Lifecycle
Deep dive into OpenAI Codex's core capabilities and real-world applications, covering automated coding, compliance reviews, and security detection — revealing how AI coding agents boost team efficiency by 50%.
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·3 min
AI Coding Tools Showdown: Cloud Code, Cursor, Codex & OpenCode (International Big Four) VS China's Top Three
Comprehensive comparison of 7 mainstream AI coding tools in 2026: Cloud Code, Cursor, Codex, OpenCode vs Trae, Tongyi Lingma, Wenxin Quick Code across features, strengths, and use cases.
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·2 min
CodeGraph: Give Your Coding Agent a Code Map, Save 47% Tokens
CodeGraph is an open-source project with ~40K GitHub stars that uses Tree-sitter to build a local queryable code map, helping Claude Code and Cursor reduce 47% token usage and 58% tool calls.
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·3 min
Claude Code Enterprise E-commerce in Practice: A Methodology for Taking AI Programming from Demo to Industrial-Grade
A deep dive into engineering methodology for enterprise e-commerce development with Claude Code and Harness AI, covering architecture, code quality, and CI/CD practices.
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·2 min
Claude Code Goes Viral: Opportunity or Crisis for Programmers?
In-depth analysis of Claude Code's impact on programmers: efficiency gains, junior role disruption, hidden AI code bugs, and skill degradation risks. With practical advice for developers.
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·2 min
Claude Code Installation & Deployment Guide: From Environment Setup to Successful Launch
Complete guide to installing and deploying Claude Code, covering Node.js setup, NVM version management, network proxy configuration, and API provider switching.
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·1 min
CodeGraph in Practice: How a Local Code Graph Saves 47% on Token Costs
CodeGraph pre-builds a local code graph so AI coding assistants query function calls and module dependencies directly — cutting 47% of tokens and 58% of tool requests in real benchmarks.
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·2 min
Rebuilding a Complete GUI App with DeepSeek for Just $2.50: A Real-World AI Programming Cost Breakdown
A Bilibili creator used DeepSeek V4 Pro via Cursor to rebuild a complete IndexTTS GUI app for just 18.63 RMB (~$2.50). Full breakdown of the AI coding workflow, features, and cost comparison.
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·2 min
Google Gemini 3.5 Flash Released: A Generational Leap Focused on Agentic and Coding Capabilities
Google releases Gemini 3.5 Flash, skipping version 3.0 in a generational leap focused on agentic capabilities and coding performance, positioning it as a new AI model family bridging frontier intelligence with real-world action.
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Tutorials·3 min
Claude Code Beginner's Guide: 6 Hands-On Projects from Getting Started to Deployment
Complete Claude Code guide covering Plan Mode, iterative development, MCP connectors, API integration, and GitHub/Vercel deployment through 6 hands-on projects.
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Product Reviews·2 min
Alibaba Qoder 1.0 Hands-On Review: A Project-Level AI Programming Assistant Driven by Natural Language
Deep analysis of Alibaba Qoder 1.0's core capabilities: end-to-end development via natural language with task decomposition, file-by-file modification, and automated testing.
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Tutorials·3 min
SDD (Specification-Driven Development) in Practice: AI Programming Methodology from Cursor to Claude Code
Deep dive into SDD (Specification-Driven Development) methodology covering Cursor and Claude Code in practice—from intelligent data querying to enterprise compliance platforms across four progressive projects.
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Expert Opinions·2 min
Delete Your CLAUDE.md: Research Shows Agent Config Files Are Hurting AI Coding
Research shows CLAUDE.md and AGENTS.md config files reduce AI coding performance by 3% and increase costs by 20%. Learn why less is more for AgentMD.
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