#toolchain
1396 related articles
Product Reviews·3 min
PaiAgent: A Lightweight AI Workflow Orchestration System Built with Vibe Coding
Deep dive into PaiAgent, a lightweight AI workflow orchestration system built with Spring AI and LangGraph4J. Explore its DAG engine design, differentiation from Dify/n8n, and Vibe Coding development insights.
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 →
Product Reviews·3 min
How to Use Gemini 3.1 Pro in China? 5 Solutions Tested and Compared
A detailed comparison of 5 ways to use Gemini 3.1 Pro from China: Google AI Studio, Gemini official site, 2233.ai relay, API relay, and POE — analyzed by network requirements, cost, and features.
Read more →
Tutorials·3 min
The Complete Codex Guide: From Download & Installation to Real-World Practice
Complete guide to OpenAI Codex: download, installation, plugin system, Skill library & practical tips. Covers project management, website building, and automation tasks.
Read more →
Tutorials·3 min
Cursor + CodeRabbit in Practice: A Complete Guide to AI-Powered Automated Code Review
Learn how to integrate CodeRabbit into Cursor for AI-powered automated code review. Covers prompt design, incremental review, auto-fix, and the complete generate-review-fix pipeline in one command.
Read more →
Deep Dives·4 min
MCP Protocol Deep Dive: Core Concepts, Workflow, and Packet Capture Analysis
Deep dive into MCP protocol internals: core concepts of Host, Server, and Tool, complete data flow, Function Calling evolution, and packet capture revealing how Cline actually communicates with LLMs.
Read more →
Tutorials·3 min
Godot AI Plugin Setup Guide: Using MCP Protocol to Let AI Directly Control the Game Engine
A complete guide to installing and configuring the Godot AI plugin. Use MCP protocol to let Claude and Codex create scenes, run tests, and debug with screenshots — build a 3D platformer in 10 minutes.
Read more →
Product Reviews·4 min
Claude Sonnet 4.5 Document Generation in Practice: One Prompt to Create Excel, Word, and PPT
Hands-on test of Claude Sonnet 4.5's code execution and file creation features, showing how one prompt generates Excel, Word, and PPT documents with four optimization strategies and three complete examples.
Read more →
Product Reviews·4 min
Kimi K2 Thinking Hands-On Review: Can It Replace Sonnet 4.5 in Claude Code?
Hands-on testing Kimi K2 Thinking in Claude Code across text creation, programming, agent building, and full-stack apps. Comparing it to Claude Sonnet 4.5 and DeepSeek as a cost-effective AI coding alternative.
Read more →
Tech Frontiers·2 min
Claude Haiku 4.5 Released: Double the Speed at One-Third the Price, Setting a New Cost-Efficiency Benchmark for AI Coding
Anthropic releases Claude Haiku 4.5, a distilled version of Sonnet 4.5 with near-flagship coding performance, double the speed, and one-third the cost. Scores 73.3 on SWE-Bench, ideal for developers seeking cost-efficiency.
Read more →
Expert Opinions·2 min
AI Coding Agents End Programming Language Lock-In: Code Migration Enters the Reversible Era
AI coding agents are reshaping the economics of software rewrites. Real migration cases reveal how language lock-in is breaking down, turning tech choices into reversible decisions.
Read more →
Tutorials·3 min
Complete Guide to Claude Code: Installation, Configuration, and Practical Comparison with Cursor/TRAE
Deep dive into Claude Code's core advantages, installation setup, and fundamental differences from Cursor and TRAE. Covers model configuration for Chinese users, system requirements, and usage tips.
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 →
Tech Frontiers·3 min
Hugging Face Open-Source Agent Ecosystem Explained: From Local Deployment to AI-Automated Training
Deep dive into Hugging Face's open-source Agent ecosystem: open models matching closed-source performance, local deployment options, Skills for conversational model training, and MCP integration.
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 →
Tutorials·3 min
Claude Code Installation Guide: Terminal Setup from Scratch + Budget-Friendly Alternatives in China
Step-by-step guide to install Claude Code from scratch, covering Node.js setup, npm installation, API Key configuration, plus budget-friendly alternatives like DeepSeek for affordable AI coding.
Read more →
Tutorials·3 min
Jules MCP Server: Using the MCP Protocol to Let Claude Orchestrate Google Jules for Autonomous Coding
Jules MCP Server is an open-source project providing a production-grade MCP server for Google Jules API, enabling Claude and Cursor to orchestrate autonomous coding via multi-Agent collaboration.
Read more →
Tutorials·4 min
Complete Guide to Agent Observability: Tracing, Evaluation, and Red Teaming in Practice
Deep dive into Microsoft Foundry's Agent observability solution covering multi-Agent tracing, AI quality evaluation, Red Teaming security testing, and automated prompt optimization to bridge the gap between expected and actual Agent behavior.
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 →
Tutorials·3 min
WSL2 Installation Guide: Complete Tutorial from Setup to Non-System Drive Migration
Complete WSL2 installation tutorial covering enabling Windows features, installing Ubuntu 22.04, and migrating to a non-system drive. Includes PowerShell commands and user configuration for AI developers.
Read more →