#virtual environment
59 related articles
·3 min
Beginner's Guide to Vibe Coding: Let AI Write Code for You — No Experience Required
Vibe Coding lets non-coders build software with AI. Learn the core concepts, how it differs from traditional programming, and set up Miniconda step by step.
Read more →
·3 min
Cursor in Action: Building a Library Management System in 15 Minutes — Full Walkthrough
Full walkthrough of building a FastAPI + Vue3 library management system in 15 minutes with Cursor AI, covering structured prompts, Plan & Build strategy, and bug fixes.
Read more →
·3 min
Essential for AI-Powered Coding: Keep Your Git Repository Clean with .gitignore
Learn essential .gitignore techniques for AI-powered coding. Covers AI temp files, system files, and dependencies with ready-to-use Node.js and Python templates.
Read more →
·3 min
Setting Up GitHub Actions CI for ESP32 Projects: Automated Testing on Every Push with AI
Learn how to set up GitHub Actions CI for ESP32 projects using AI. Leverage ESP-IDF's Linux native testing to automatically compile and run unit tests on every push.
Read more →
·3 min
Android Developers Can Build XR Experiences Without Hardware: A Complete Toolchain Guide
Google's new XR toolchain lets Android developers preview, test, and build XR experiences in Android Studio without any XR hardware. Learn about Compose Glimmer, 3D emulator, and more.
Read more →
·3 min
DeepSeek-Reasonix: An AI Coding Agent Built for DeepSeek That Cuts Costs by 80%
DeepSeek-Reasonix is an open-source AI coding agent optimized for DeepSeek models. With 12K stars in 3 days, it offers 5 reasoning levels, 4 execution modes, MCP integration, and smart caching that cuts long-session costs by 80%.
Read more →
·3 min
AI Coding Efficiency: A Complete Methodology for Writing Effective Skill Specifications
A deep dive into writing Skill specifications for AI-assisted coding, covering template design, script selection for complex orchestration, and six standardized elements to constrain Agent behavior.
Read more →
·3 min
Agent Skills: Folders as Skills — Making AI Produce Precise, Template-Based Output
Agent Skills splits AI capabilities into independent skill folders with on-demand loading and progressive disclosure, cutting token costs by 80% and reducing hallucinations for template-based output.
Read more →
·3 min
Python Complete Tutorial for Beginners (568 Episodes): In-Depth Course Structure Analysis and Study Tips
In-depth analysis of a 568-episode Python beginner tutorial on Bilibili, covering course structure, strengths, weaknesses, and effective study tips for beginners.
Read more →
·3 min
OpenAI Codex Beginner's Guide: From Environment Setup to Enterprise-Level Practice
A systematic guide to OpenAI Codex and AI LLM learning, covering Transformer basics, dev environment setup, prompt engineering, RAG deployment, LoRA fine-tuning, and AI Agent enterprise projects.
Read more →
·3 min
Claude Sonnet 4 Invents Its Own Browser Automation: The Wild Debugging Journey of a CSS Bug
Simon Willison shares how Claude Sonnet 4 (Fable) autonomously invented PyObjC screenshots, built a CORS server, and penetrated Shadow DOM to debug a CSS bug — revealing both tool-making power and security risks.
Read more →
·3 min
The Complete Guide to DeepSeek TUI: Installation, Configuration, and Hands-On Use of a Terminal AI Coding Agent
A deep dive into DeepSeek TUI: the terminal AI coding agent with chain-of-thought visualization, million-token context, and multi-task parallelism. Covers installation, configuration, and real-world use cases.
Read more →
·3 min
CrewAI Multi-Agent Collaboration in Practice: A Complete Guide from Setup to API Service
A detailed guide to CrewAI multi-Agent collaboration covering core concepts, FastAPI service setup, and real-world comparisons of GPT-4o Mini, Qwen Max, and Llama 3.1.
Read more →
·3 min
CODESYS MCP Tools Explained: Configuration and Practice for AI-Driven PLC Programming
Detailed guide on CODESYS MCP Server architecture, 19 tool capabilities, IDE and AI client configuration, with traffic light and motion control program generation demos.
Read more →
·5 min
CherryStudio + MCP: Tutorial for Building Automated AI Agents and Local Knowledge Bases
Complete guide to building automated AI agents with Cherry Studio and MCP protocol, covering environment setup, MCP Server configuration, web scraping, Shell execution, and Ollama local knowledge base deployment.
Read more →
·4 min
Cursor Composer2 Training Revealed: A Complete Guide to Distributed Reinforcement Learning Engineering
Deep dive into how Cursor trained Composer2: two-stage architecture, global distributed clusters, MOE numerical alignment, simulation anti-cheating, and more.
Read more →
·2 min
Stable Diffusion Local Deployment Guide: Free Unlimited AI Image Generation
Complete guide to deploying Stable Diffusion locally for free unlimited AI image generation. Covers installation steps, model management, hardware requirements, and use cases.
Read more →
·3 min
Trae Agent Deep Dive: Hands-On Review of ByteDance's Open-Source AI Coding CLI Tool
Deep dive into ByteDance's open-source Trae Agent—a free MIT-licensed AI coding CLI tool. Covers installation, core features, run modes, and real-world performance vs Claude Code and Gemini CLI.
Read more →
·4 min
Complete Beginner's Guide to Cursor AI: Three Modes Explained with Hands-On Demo
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.
Read more →
·3 min
Vibe Coding for Absolute Beginners: Let AI Be Your Personal Programmer
A beginner's guide to Vibe Coding: learn the core philosophy, set up Miniconda virtual environments, and use natural language to let AI write code for you — no programming experience required.
Read more →