#AI编程
9158 related articles
ResearchInside Cursor Composer 2 Training: A Complete Breakdown of Its Distributed Reinforcement Learning Architecture
Deep dive into how Cursor trained Composer 2 on Fireworks: async pipeline architecture, MoE numerical precision challenges, Router Replay, and global distributed GPU coordination.
TutorialsThe Indie Developer's Budget Meal: A Practical Guide to Launching a Complete App at Zero Cost
How can indie developers launch a complete app at zero cost? A verified free tech stack covering AI coding (Cline+OpenRouter), Next.js, Neon database, Vercel deployment, and more.
TutorialsTutorial: Protecting Sensitive Files in Claude Code and Cursor
Learn how to configure sensitive file exclusion in Claude Code and Cursor to protect API keys, certificates, and .env files from being read and leaked by AI tools.
Product ReviewsFluMind Super Mind Map: A Free Mind Mapping Tool Built with AI Zero-Code Development in 18 Days
FluMind is a free online mind mapping tool built with AI zero-code development in 18 days. It features node interconnection, HD export, presentation mode, and an AI canvas for business analysis.
TutorialsCodex User Guide: Five Key Concepts for Mastering Agent Workflows
Codex is an Agent, not ChatGPT. Learn the five key concepts — Thread, Workspace, Tools, Patch, Verification — to master Codex's agent workflow effectively.
Product ReviewsRenamed My App One Month After Launch: Hard-Earned Naming Lessons from an Indie Developer
An indie developer shares the real story of being forced to rename their app one month after launch — from "Promote AI" to a clearer name — and the hidden costs of getting naming wrong in the AI era.
Tutorials8 Core Concepts of AI Programming: From Chat Mode to Engineering Mode
A systematic breakdown of 8 core AI programming concepts: Agent, Sandbox, Permissions, Cloud.md, MCP, Skills, Subagents, and Non-interactive — evolving from chat mode to engineering mode.
TutorialsOpen Code Practical Guide: Building an AI Coding Team with Multi-Agent Systems
Deep dive into Open Code's core architecture: main agents, sub-agents, Skills extensions, JWT security, and multi-platform deployment for building efficient AI coding teams.
TutorialsClaude Code Installation & Usage Guide: Quick Start with Terminal, Web & IDE Modes
A detailed guide to installing and using Claude Code in three modes — Terminal, Web, and IDE — with cost-saving tips and common pitfall solutions for beginners.
Product ReviewsClaude Code vs Codex Hands-On Comparison: What 100 Hours of Deep Testing Reveals
100+ hours of hands-on testing comparing Claude Code and ChatGPT Codex across customization, performance, token usage, and cost with real-world benchmarks.
TutorialsClaude Code Desktop: AI Programming for Everyone, No Terminal Required
Claude Code Desktop has the same full functionality as the terminal version. Get started in 3 steps with zero barriers — the best entry point for AI programming beginners.
TutorialsConnect Claude Code to DeepSeek Model: Complete Setup in 2 Minutes
Step-by-step guide to connect Claude Code with DeepSeek model. Complete the setup in 4 steps: install Node.js, get API Key, configure environment variables, and start coding with AI.
TutorialsUnattended AI Coding in Practice: A Guide to Long-Running Task Automation with Cloud Code
How to run Cloud Code AI coding tools unattended. Covers permission configs, Git Worktree isolation, non-interactive task design, and safety boundaries.
TutorialsClaude Code + PRD + Figma: A Complete Method for One Person to Build Enterprise-Level Frontend Prototypes
A complete guide to using Claude Code Plan mode, PRD five key elements, and Figma client to build enterprise-level frontend prototypes solo — no MCP required.
Product ReviewsCodex vs Claude Code Real-World Comparison: How Big Is the Gap at the $20 Tier?
One month of parallel testing comparing OpenAI Codex and Claude Code across pricing, code quality, context window, ecosystem, and killer features at the $20 tier.
Product ReviewsECC: A Unified AI Programming Operating System for Claude Code, Codex, and Cursor
ECC (Enhanced Claude Code) is an open-source AI programming OS that unifies Claude Code, Codex, and Cursor through a five-layer architecture with 246 skills, 61 Agents, and selective installation.
Product ReviewsCodex vs Claude Code: An In-Depth Comparison of Two Leading Coding Agents
In-depth comparison of OpenAI Codex and Claude Code across work modes, extension mechanisms, and security strategies to help you choose the right AI coding agent for your team.
Product ReviewsCodex vs Claude Code with DeepSeek: Real-World Test Results — 5.7x Speed Gap, Stability Score 40 vs 100
Real-world benchmark comparing Codex and Claude Code with DeepSeek: 30 tests show Claude Code is 5.7x faster with a perfect 100 stability score vs Codex's 40.
Expert OpinionsThe Execution Paradox of AI Coding Agents: Why They Talk the Talk but Don't Walk the Walk
AI coding agents excel at explaining why to do something but often fail to actually do it. This article analyzes LLM analysis paralysis and offers strategies for developers.
Tech FrontiersAI Code Review in Practice: Why Machines Are Better Suited for PR Reviews Than Humans
Explore how AI code review solves PR review inefficiency in dev teams. Analysis of AI's advantages, use cases, tool comparisons, and human-AI collaboration best practices.