#clean code
1353 related articles
Tutorials·4 min
Manus AI Tutorial: The Three-Layer Expression Method to Triple Your Efficiency (With 19 Real-World Scenarios)
A detailed guide to Manus AI Agent's core capabilities and usage techniques, using the Three-Layer Expression Method to issue precise instructions across 19 real-world scenarios including workplace reporting, data analysis, and side income.
Read more →
Tutorials·3 min
Gemini 3.1 Pro + Claude Opus 4.6: The Ultimate AI Coding Combo — A Practical Guide
How to combine Gemini 3.1 Pro and Claude Opus 4.6 for AI programming: Opus handles architecture planning, Gemini executes code generation, building a Minecraft clone for free in Anti-Gravity IDE.
Read more →
Deep Dives·3 min
Two Root Causes of Agent Context Rot: Distraction vs. Poisoning Explained
AI Agent getting dumber over time? Context Rot has two root causes: Distraction (attention dilution) and Poisoning (causal chain contamination). Learn symptoms, mechanisms, and remediation strategies.
Read more →
Tech Frontiers·2 min
GitHub Copilot Desktop App Released: How Agent Programming Is Reshaping the Development Workflow
GitHub Copilot launches a standalone desktop app with session-driven Agentic development. JetBrains gains CLI Agent capabilities. Deep analysis of Copilot's layered architecture strategy.
Read more →
Product Reviews·3 min
Full-Stack Real-World Test: How Big Is the Coding Gap Between GPT-5 and Claude 4?
Real-world test of GPT-5 vs Claude Sonnet 4 coding on a hospital monitoring system covering Lint fixes, full-stack data migration, and WebGL bugs. GPT-5: 33% completion. Claude Sonnet 4: 100%.
Read more →
Product Reviews·4 min
Cursor SDK vs Claude Code vs Codex: Hands-On Comparison — Which Is the Best AI Coding Tool?
Hands-on comparison of Cursor SDK, Claude Code, and OpenAI Codex across setup difficulty, debugging speed, and code control to help developers pick the best AI coding assistant.
Read more →
Tutorials·4 min
Gemini CLI Custom Commands Tutorial: Complete Workflow from Creation to Practice
Complete guide to Gemini CLI custom commands with a UI component generation example. Covers TOML configuration, parameter passing, TDD workflow integration, and best practices for reusable automation.
Read more →
Product Reviews·3 min
Cursor Composite vs Windsurf SWE 1.5: Three Rounds of Real-World Testing to Determine the Best AI Coding Model
Three progressive real-world tests comparing Cursor Composite and Windsurf SWE 1.5 proprietary AI coding models across HTML games, e-commerce pages, and full-stack systems.
Read more →
Product Reviews·3 min
GPT-OSS 120B Local Deployment Review: Comprehensive Comparison with O4 Mini on Code Generation and Reasoning
Hands-on review of OpenAI's first open-weight reasoning model GPT-OSS 120B, locally deployed via Ollama, benchmarked against O4 Mini on code generation, reasoning, and UI design.
Read more →
Product Reviews·3 min
Gemma 4 Deep Dive: Running Google's Top-Tier AI Free and Offline
Deep dive into Google's Gemma 4 open-source AI: local deployment tutorial, head-to-head comparison with ChatGPT, and offline phone demo. Four model sizes from mobile to workstation, zero-code setup via LM Studio, fully private and forever free.
Read more →
Tutorials·3 min
FastAPI Beginner's Guide: Four Core Advantages and ASGI Architecture Explained
Deep dive into FastAPI's four core advantages: high-performance async IO, type hints, automatic API docs, and ease of use. Learn the CGI to WSGI to ASGI protocol evolution.
Read more →
Tutorials·3 min
Build a Local Image Generation MCP Server with One Prompt: Let Codex Batch Generate and Edit Images
Learn how to build a local image generation MCP Server with one Prompt, letting Codex call Flux models for zero-token batch image generation and editing.
Read more →
Tutorials·4 min
OpenAI Codex Automated Registration Bot: Zero-Cost Deployment Tutorial
Complete guide to deploying OpenAI Codex automated registration bot at zero cost, covering three core components, proxy setup, free email configuration, and account sync to produce 200 accounts in 10 hours.
Read more →
Tutorials·4 min
Gemini CLI Tutorial: Free Million-Token AI Terminal Tool Installation & Hands-On Guide
Complete guide to Google Gemini CLI: installation, authentication troubleshooting, file batch processing, MCP browser automation, and AI coding. 1000 free daily calls with 1M token context window.
Read more →
Product Reviews·3 min
Vibe Board: An Open-Source Orchestration Platform for Managing Multiple AI Coding Agents
Vibe Board (VibeCombat) is an open-source AI coding agent management platform supporting parallel orchestration of Claude Code, Gemini CLI, AMP, and more with unified MCP config and real-time task tracking.
Read more →
Tutorials·4 min
2025 LLM Career Transition Roadmap: A Three-Phase Plan from Foundations → Frameworks → Real-World Projects
A systematic 2025 LLM career transition roadmap covering Python, Transformers, LangChain, LlamaIndex, RAG, Agent development, and fine-tuning across three phases achievable in 2-3 months.
Read more →
Product Reviews·4 min
Complete Guide to iFlow CLI: A Free AI Coding Terminal Tool Put to the Test
A detailed guide to iFlow CLI, a free AI coding terminal tool covering installation, four working modes, Subagent, MCP features, and cost-saving strategies with Claude Code/Cursor to cut AI coding expenses by 50%+.
Read more →
Product Reviews·3 min
OMI OpenCode in Practice: A Detailed Guide to the Free Open-Source Multi-Agent AI Coding Framework
Deep dive into OMI OpenCode multi-agent orchestration framework with SysForce. Covers installation, practical demos, free vs. paid plans for building efficient AI coding workflows.
Read more →
Tutorials·2 min
ByteDance Releases Claude Code Chinese Manual: A Complete Guide from Zero to Mastery
ByteDance published a Claude Code Chinese manual on Feishu covering installation, domestic LLM integration, coding, copywriting, and data analysis tutorials for all skill levels.
Read more →
Tutorials·4 min
Integrating Nano Banana 2 with Claude Code: A Hands-On Tutorial for Fully Automated Batch AI Image Generation
Learn how to integrate Nano Banana 2 image generation with Claude Code for automated batch AI image creation, structured JSON prompts, and reference image editing.
Read more →