#Scratch programming
1189 related articles
Expert Opinions·3 min
Vibe Coding Crashes and Burns After Seven Months: 234 Commits Archived, Rewriting Everything from Scratch
A developer Vibe Coded with AI for 7 months, made 234 commits and 1,690 lines of code, then the project collapsed. Five hard lessons reveal AI's true limits: it builds features, not architecture.
Read more →
Tutorials·4 min
Claude Code Hands-On Tutorial: Installation, DeepSeek Integration & Programming Tips - Complete Guide
Complete guide to Claude Code installation, DeepSeek V4 Pro integration, IDE setup, with a real full-stack project demo, Skill system, MCP configuration, and 10 AI programming tips.
Read more →
Tutorials·3 min
Vibe Coding in Practice: Building an AR SLAM System with AI Programming to Save $28K in Licensing Fees
AR entrepreneur uses Vibe Coding to build a custom SLAM system, replacing $5K-$20K/year commercial licenses. Full hands-on experience with AI-powered SLAM development and why most Vibe Coding projects fail.
Read more →
Tutorials·3 min
51.8K Stars! Claude Code Best Practices: A Complete Guide from Getting Started to Agent Engineering
Deep dive into the 51.8K Star Claude Code best practices project on GitHub, covering Prompt Engineering, efficient Web Coding, multi-Agent collaboration, and more.
Read more →
Tutorials·3 min
GitHub Beginner's Guide: A Plain-Language Introduction to the World's Largest Open Source Platform
What is GitHub? This beginner's guide covers core features: discovering trending projects, reading READMEs, downloading Releases, using Issues, and Forking repos—no coding required.
Read more →
Tutorials·4 min
Vibe Coding Practical Guide: SDD Methodology Explained with 4 Enterprise-Level AI Programming Projects
Deep dive into SDD specification-driven development methodology with 4 enterprise-level Vibe Coding projects including Chat BI and multimodal knowledge bases, covering Cursor, Claude Code, and Prompt Engineering.
Read more →
Expert Opinions·4 min
Is CI/CD Dead? The Continuous Computation Architecture Revolution in the AI Agent Era
Traditional CI/CD pipelines are being shattered by AI Agents. This article analyzes the shift from PR-driven to intent-driven architecture, exploring Pre-Merge queues, stateful environments, and multiverse development as new continuous computation paradigms.
Read more →
Tech Frontiers·4 min
OpenAI's $3B Windsurf Acquisition: How AI Is Reshaping the Programming Landscape
OpenAI acquires AI coding tool Windsurf for $3B. We break down the three-layer strategic logic, the impact on programmer jobs, and the rise of AI product managers.
Read more →
Tutorials·4 min
Getting Started with MCP Protocol: A Practical Guide to AI-Controlled ESP32 Hardware
Learn MCP protocol fundamentals, function definition methods, and practical applications. Demo shows how AI LLMs control ESP32 hardware via semantic understanding using Mixly graphical programming.
Read more →
Tutorials·4 min
STM32 Smart Car Development: Where Does AI-Assisted Programming Hit Its Limits?
A deep dive into an STM32F103C8T6 HAL library AI smart car course, exploring AI's real capabilities and three key limitations in embedded development, and the best practices for human-AI collaboration.
Read more →
Tech Frontiers·3 min
OpenAI's $3 Billion Windsurf Acquisition: How Will It Reshape the AI Coding Tool Landscape?
OpenAI acquires AI coding tool Windsurf for ~$3B in its largest deal ever. Deep analysis of the deal's context, impact on Cursor and GitHub Copilot, and OpenAI's strategy to build an AI coding ecosystem.
Read more →
Industry Insights·4 min
Microsoft Open-Sources Copilot: A Seismic Shift in AI Coding — Was the $3B Windsurf Acquisition Worth It?
Microsoft open-sources GitHub Copilot, reshaping the AI coding market. Analysis of the three reasons behind this move, its impact on Cursor and Windsurf, and whether OpenAI's $3B Windsurf acquisition still makes sense.
Read more →
Tutorials·3 min
DeepSeek R1 + BrowserUse: A Free Open-Source Browser Automation Setup Tutorial
Learn how to build a free browser automation solution with DeepSeek R1 and BrowserUse. Includes Ollama local deployment, WebUI setup, and real-world tests rivaling OpenAI Operator.
Read more →
Product Reviews·3 min
DifyAIA: A Free Dify AI Workflow Template Library with 2500+ Stars
DifyAIA is a popular open-source Dify workflow template project on GitHub with 2500+ Stars. It offers free DSL workflow files for one-click import into Dify. Learn its features, usage, and use cases.
Read more →
Tutorials·3 min
Codex Desktop Pet in Practice: Building a Talking AI Sprite from Scratch
How to build a personalized AI desktop pet with OpenAI Codex and TTS voice cloning — covering character design, voice cloning, interaction development, and practical troubleshooting.
Read more →
Expert Opinions·3 min
The Tyranny of Software Is Ending: AI Lets Everyone Build Apps
Programming barriers once divided the world into those who build software and those who merely use it. AI coding tools and LLMs are breaking down that wall, enabling anyone to create apps through natural language.
Read more →
Expert Opinions·4 min
Interview with a Core Developer of Microsoft's Agent Framework: A Complete Analysis of Architecture Design and Evolution
In-depth interview with Microsoft Agent Framework core developer Roger Barreto on the evolution from Semantic Kernel, middleware architecture design, enterprise stability strategies, and AI development best practices.
Read more →
Tutorials·3 min
One Month Into My Internship Without Writing a Single Line of Code: A Practical Guide to AI Agent Coding
AI agent coding is now reality in 2025. Learn how to set up OpenCode with DeepSeek and let AI agents write your code through conversation, not copy-paste.
Read more →
Tutorials·4 min
AI-Powered Research in Practice: From LLM Selection to Building Automated Workflows with N8N
A deep dive into AI-driven research methodology: LLM selection, Python automation, Zotero reference management, Overleaf writing, local LLM deployment, and N8N workflow automation.
Read more →
Deep Dives·4 min
Harness Engineering Explained: The Third-Generation Development Paradigm for Taming AI Agents
Deep dive into Harness Engineering: the third-gen AI development paradigm. Learn its three-layer architecture for effectively harnessing AI Agents to complete complex development tasks.
Read more →