#Mac development
3321 related articles
Product Reviews·4 min
Claude Code In-Depth Review: Installation, Configuration & Comparison with Cursor and TRAE
In-depth analysis of Claude Code's core advantages including full-project context understanding, code generation accuracy comparison, and automated debugging, plus detailed installation guide and comparison with Cursor, TRAE, and Codex.
Read more →
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·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 →
Product Reviews·4 min
Cursor 1.0 Released: BugBot Code Review Hands-On & Comparison of Three AI Review Tools
Deep dive into Cursor 1.0's BugBot AI code review feature, with a side-by-side comparison of BugBot, Gemini Code Assist, and CodeRabbit covering pricing, scope, and speed.
Read more →
Product Reviews·3 min
Cursor 1.0 In-Depth Review: MCP Integration, BugBot, and Background Agent Hands-On Experience
Hands-on review of Cursor 1.0: testing one-click MCP integration, BugBot code review, and Background Agent. Includes pricing analysis and real usage limitations.
Read more →
Tutorials·4 min
Avoiding Pitfalls in Agent Skill Maintenance: A Practical Guide to Defending Against Perplexity's "Action at a Distance" and Building Evaluation Systems
Deep dive into Perplexity's "Action at a Distance" risk in Agent Skill maintenance, covering precise fixes for three failure types, the Gotcha flywheel, and a four-layer evaluation system.
Read more →
Product Reviews·4 min
GLM-4.7 In-Depth Review: Coding Capabilities on Par with Claude Sonnet 4.5
In-depth testing of Zhipu AI's open-source GLM-4.7 coding abilities across SVG animation, 3D game dev, iOS native apps, and browser automation, compared against Claude Sonnet 4.5 and DeepSeek V3.2.
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·4 min
UpCtl Technical Deep Dive: How Tmux + SSH Powers AI Agent Automated Deployment
Deep dive into UpCtl's technical implementation: Tmux Session management for stable AI Agent operation, SSH tunneling for hybrid cloud deployment, four-level knowledge base replacing vector database RAG, and Ticket workflows for automated dev-test-deploy pipelines.
Read more →
Deep Dives·3 min
How the Single Responsibility Principle Is Revolutionizing Prompt Engineering: A Modular AI Narrative Architecture Explained
Explore how the Singulari-Tea Codex open-source project applies the Single Responsibility Principle (SRP) to Prompt architecture design, building a modular AI narrative system optimized for Gemini 2.5 Pro.
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 →
Tutorials·3 min
Architect Uses Codex to Develop Plugins and Websites with Zero Coding: Six Months of Hands-On Experience Shared
A state-owned enterprise architect with zero programming skills used GPT Codex to develop Blender plugins and websites in 6 months. Covers tool selection, API cost-saving tips, and Vibe Coding workflow.
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 Code Web Launch: Parallel Programming and Haiku 4.5 Multi-Model Collaboration in Practice
Anthropic launches Claude Code Web with browser and mobile coding, plus Haiku 4.5 at 1/3 the cost of flagship models. Parallel tasks, multi-model collaboration, and seamless cloud-to-local workflows.
Read more →
Product Reviews·3 min
Claude Haiku 4.5 Review: Sonnet 4-Level Coding at 1% of the Cost
In-depth review of Claude Haiku 4.5: 73.3% on SWE-bench rivaling Sonnet 4, input at just $1/million tokens. Covers code generation, agentic coding, SVG tests, and Sonnet+Haiku collaboration strategies.
Read more →
Tutorials·3 min
AI Agent + Shiji: A Step-by-Step Guide to Building an Automated Daily To-Do System
Learn how to connect an AI Agent with the Shiji task management tool to auto-generate and push daily to-dos. Full walkthrough from API setup to deep conversation training.
Read more →
Product Reviews·2 min
Claude Haiku 4.5 In-Depth Review: One-Third the Cost, Coding Performance Rivaling Sonnet 4
Anthropic releases Claude Haiku 4.5: coding rivaling Sonnet 4 at 1/3 the cost and 2x speed. A dev built browser-based macOS for just 28 cents, redefining small AI model capabilities.
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
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
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 →