# AI编程

GStack Tutorial: 23 Commands That Give One Person an Entire AI Development Team

Deep dive into GStack, the open-source toolkit by YC President Gary Tan. 23 slash commands turn Claude Code into a full AI dev team covering product decisions to deployment.

Local Deployment of Qwen 3.6 27B on 4×…

Local Deployment of Qwen 3.6 27B on 4×3080Ti: Real-World Coding Test with OpenCode

Real-world test of Qwen 3.6 27B FP8 deployed on 4×3080Ti 16GB modded GPUs with OpenCode for system tool development. Covers hardware setup, inference speed, context management, and productivity gains.

One Command to Use GPT-5.5 for Free wi…

One Command to Use GPT-5.5 for Free with OpenClaw

Learn how to configure OpenClaw AI coding assistant with one command to call OpenAI's GPT-5.5 model via the Codex plugin, reusing your GPT membership at zero extra cost.

AI Coding Appliance vs Cloud LLMs: Can…

AI Coding Appliance vs Cloud LLMs: Can ¥480K in Annual Fees Buy 4 Local Deployment Solutions?

A deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.

Enterprise AI Agent Four-Layer Archite…

Enterprise AI Agent Four-Layer Architecture Design and PDCA Continuous Optimization Practical Guide

Deep dive into enterprise AI Agent four-layer architecture design (User, Gateway, Agent Service, Capability layers) with PDCA optimization methodology and dual manual+automated evaluation for production-grade Agent systems.

Frontend to AI Full-Stack: Complete Sk…

Frontend to AI Full-Stack: Complete Skill Tree & Learning Roadmap

A complete skill tree for frontend developers transitioning to AI full-stack engineers, covering TypeScript, NestJS, LangChain JS, RAG, vector databases, and Tauri 2 with a clear learning roadmap.

Universal AI Prompts for Mathematical …

Universal AI Prompts for Mathematical Modeling: A Zero-to-Hero Four-Stage Practical Guide

A detailed guide to the four-stage universal AI prompt system for mathematical modeling, covering problem analysis, innovative model construction, data processing, and model solving for competitions.

Claude Code + Skills: A Practical Guid…

Claude Code + Skills: A Practical Guide to 10x AI-Driven Test Case Generation

Learn how Claude Code combined with Skills encapsulation enables AI-driven test case generation with 10x efficiency gains, from 33 to 400+ cases through encoded expert knowledge.

Agent Loop Explained: Solving Code Ref…

Agent Loop Explained: Solving Code Refactoring Pain Points with the ReAct Pattern

Deep dive into Agent Loop, the core mechanism of AI coding tools. Learn how the ReAct pattern's reason-act-observe cycle enables autonomous multi-step code refactoring.

Running Out of Codex Credits? AnySearc…

Running Out of Codex Credits? AnySearch Skill Saves You Massive Token Overhead

Real-world testing shows AnySearch Skill saves ~27% Token overhead for Codex while significantly improving search quality. Learn how it works, how to install it, and when to use it.

AI Code Explanation: Quickly Understan…

AI Code Explanation: Quickly Understand Someone Else's C# Code

Learn how AI code explanation helps C# developers quickly understand others' code. A 3-step demo with Tongyi Lingma for code handoffs, Code Review, and legacy system maintenance.

Python Learning Path: A Three-Stage Sy…

Python Learning Path: A Three-Stage Systematic Approach from Zero to Practical Projects

A detailed guide to Python's three learning stages: syntax fundamentals, advanced concepts, and practical applications. Covers OOP, web scraping, data analysis, and automation with timeline planning.

Efficient PyTorch Learning: A Source C…

Efficient PyTorch Learning: A Source Code-Driven Methodology

A proven PyTorch learning method: spend 2-3 days on basics, then advance rapidly by reading U-Net and ViT source code line by line. Master PyTorch through source code-driven learning.

The Complete Vibe Coding Workflow: A S…

The Complete Vibe Coding Workflow: A Step-by-Step Guide for Non-Developers to Build and Ship Products Independently

A complete 7-step Vibe Coding guide from requirements to deployment. Learn how non-developers can independently build and ship products using VS Code and Claude Code, with PRD writing, static Demo validation, and step-by-step development.

LLM Learning Roadmap: A Complete Guide…

LLM Learning Roadmap: A Complete Guide from Beginner to Project Implementation Across Seven Core Modules

A systematic breakdown of seven core LLM learning modules covering environment setup, Prompt Engineering, RAG, Agents, dev frameworks, fine-tuning, and hands-on projects for developers.

PyTorch Beginner Tutorial: A Complete …

PyTorch Beginner Tutorial: A Complete Guide to Tensor Operations and Neural Network Construction

A detailed PyTorch beginner guide covering tensor operations, dynamic computational graphs, GPU acceleration, and building your first neural network with nn.Module, with learning path recommendations and code examples.

One Person, One Month: Building a Chinese Writing Community from Scratch with AI Development Tools

One Person, One Month: Building a Chinese Writing Community from Scratch with AI Development Tools

A Bilibili creator used AI coding tools to single-handedly build a Chinese writing community called "YouTi" in one month. This article breaks down the product design, prompt-response mechanics, manual review strategy, and how AI tools are reshaping indie dev capabilities.

Getting Started with Vibe Coding: A Ze…

Getting Started with Vibe Coding: A Zero-to-One Guide for Product Managers

Vibe Coding lets product managers build product prototypes by describing requirements in natural language—no programming needed. Learn the core concepts, setup steps, and why PMs have a natural edge.

The Truth Behind Windsurf's "Unlimited…

The Truth Behind Windsurf's "Unlimited Credits" Hack: Shared Account Pool Rotation Mechanism and Risk Analysis

Deep analysis of how Windsurf's "unlimited credits" actually works—third-party plugins rotate shared account pools, not an official bug. Covers mechanisms, security risks, and safer alternatives.

Trae Solo In-Depth Review: Is ByteDanc…