#AI编程
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Deep DivesCLAUDE.md: How One Markdown File Cut AI Coding Rework Rates from 41% to 11%
How CLAUDE.md — a 14k-star GitHub file — uses four golden rules to cut Claude Code rework rates from 41% to 11%, based on Karpathy's analysis of AI coding failures.
Industry InsightsThe Vibe Coding Era: Can AI Programming Really Democratize Software Development?
Naval's Vibe Coding vision promises anyone can program with plain language — but real-world cases reveal AI agents still face serious limits. Here's the honest truth.
TutorialsPractical Guide to AI Side Hustles: How Ordinary People Can Earn $100 to $1,000+ Monthly with AI Skills
A practical breakdown of real AI side hustle paths for ordinary people, covering monetization logic for AI art, video, writing, voiceover, and digital humans.
TutorialsMonetizing Claude Skills: A Complete Guide to Earning $3,000 in 30 Days with Zero Code
Learn how to create and sell Claude Skills with zero code for passive income. Covers skill creation, Markdown files, pricing strategy, and a real case study earning $3,000+ in 30 days.
Tech FrontiersMajor OpenAI Codex Update: Control Mac Programming from Your Phone, Even with the Screen Locked
OpenAI's Codex Thursday unveils remote Mac control from your phone—even while locked. Deep dive into the tech, use cases, and what it means for AI coding's Agent evolution.
Product ReviewsCursor Composer 2.5 Released: Three Core Upgrades and a New AI Programming Experience
Anysphere releases Cursor Composer 2.5 with three core upgrades: higher intelligence, sustained long-task performance, and reliable complex instruction following, plus limited-time double free quota.
Product ReviewsOpenAI Codex Deep Dive: The Real Reasons Developers Are Switching to It
In-depth analysis of why OpenAI Codex is becoming developers' preferred AI coding tool. From product evolution and competitor comparison to practical strategies, a comprehensive guide to Codex's advantages.
TutorialsAI Programming Post-Mortem: 6 Engineering Rules That Determine Project Success or Failure
Post-mortem from a real Android project built with AI tools, distilling 6 engineering rules—from cross-project context to local environment loops and API contracts—that determine AI programming success.
Product ReviewsGPT-5.1 Pro Deep Dive: The Smartest AI Trapped in the Worst Interface
Deep testing GPT-5.1 Pro and Codex Max: Pro model solves a 3-day crypto puzzle in 30 minutes but is locked to ChatGPT's broken web UI; Codex Max coding falls short of promises.
Product ReviewsGemini 2.5 Pro Hands-On Review: How Good Is Its Frontend UI Generation?
Hands-on testing of Gemini 2.5 Pro's real performance in frontend UI generation, code writing, and task planning—from blog DevOps to immersive 3D starfield pages on the AntiGravity platform.
Product ReviewsGemini 3.1 Pro Hands-On Review: In-Depth Experience with Six Major Features Including Music, Video, and Coding
In-depth hands-on review of Google Gemini 3.1 Pro's six core features: AI music generation, video creation, natural language programming, SVG animation, zero-code website building, and smart scheduling.
TutorialsKing Mode Prompt: A Practical Guide to Boosting Gemini 3.1 Pro Efficiency by 6x
Learn how King Mode system prompt fixes Gemini 3.1 Pro's redundant planning problem, cutting planning time from 90s to 15s with a 6x efficiency boost.
TutorialsOpenClaw Lobster Assistant Beginner's Guide: From Installation & Configuration to Advanced Tips
Complete guide to OpenClaw AI agent: installation, configuration, memory & dream system, Skill extensions, and multi-lobster management with practical tips.
TutorialsOllama Local LLM Deployment Tutorial: Complete Guide from Installation to API Integration
Complete guide to deploying open-source LLMs locally with Ollama, covering installation, model selection, quantization strategies, Python API integration, and performance optimization tips.
TutorialsTrae Solo CN Download, Installation & Usage Guide: Build Web Apps with Voice Chat and Zero Code
A detailed guide to downloading, installing, and using Trae Solo CN, with a hands-on demo of building a to-do list web app via voice chat with zero code.
TutorialsCodex Beginner's Guide: From Installation & Configuration to Hands-On Development
Step-by-step guide to installing OpenAI Codex CLI, configuring API relays for cost savings, and building a Snake game and e-commerce banners using natural language.
TutorialsOpenAI Codex Tutorial: From Installation to Practice — Nine Core Features Explained
A detailed guide to OpenAI Codex desktop app's nine core features: multi-task parallelism, plan mode, memory system, plugin ecosystem, and more for developers and non-technical users.
Industry InsightsCursor Composer 2.5 Deep Dive: Matching Claude Opus 4.7's Coding Ability at 1/10 the Cost
Cursor's in-house Composer 2.5 model uses large-scale RL post-training to match Claude Opus 4.7 and GPT 5.5 coding at 1/10 the cost. Deep dive into its text-feedback RL and synthetic data innovations.
TutorialsLost Code from Parallel AI Development? CLAUDE.md + Git Worktree Is the Permanent Fix
Losing code when running multiple Claude sessions in parallel? Learn how CLAUDE.md rules plus Git Worktree automatically isolate workspaces and enforce delivery to prevent code loss.
Industry InsightsCursor Composer 2.5 Deep Dive: Open-Source Model Challenges Claude 4.7 at 1/10 the Cost
Cursor releases Composer 2.5, achieving Claude 4.7 Opus-level coding with open-source model Kimi K2.5 at 1/10 the cost. Deep dive into three technical breakthroughs and SpaceX AI partnership.