# project context

Amazon Kiro In-Depth Review: How Spec Mode Redefines AI Programming

In-depth review of Amazon's AI programming tool Kiro, detailing Spec Mode's three-phase structured workflow (Requirements → Design → Implementation), comparing it with Cursor, plus a full hands-on build of an expense tracking system.

How to Choose an AI Coding Tool? Stop …

2026年5月28日·2 min

How to Choose an AI Coding Tool? Stop Chasing the Latest — Stable and Sufficient Is the Way to Go

How should developers rationally choose AI coding tools amid constant model updates? This article analyzes the pitfalls of chasing the latest, compares tools like Cursor and Kiro, and offers a cost-effective, stable AI-assisted coding strategy.

Codex Team Reveals a New AI Programmin…

2026年5月28日·4 min

Codex Team Reveals a New AI Programming Paradigm: Organizational Skills Replace Coding Skills

OpenAI's Codex team shows AI programming now prioritizes organizational skills over coding. Learn the four paradigm shift signals, efficient workflows, and how developer roles are being reshaped.

Cursor Multi-Agent Workflow: A Practic…

Cursor Multi-Agent Workflow: A Practical Guide to Main Thread & Grunt Collaboration

Learn the Cursor "Main Thread & Grunt" multi-agent workflow: use a high-tier model for complex tasks and a low-tier model for simple tasks in parallel to maximize AI coding efficiency.

Five Core Capabilities of GitHub Copil…

2026年5月28日·2 min

Five Core Capabilities of GitHub Copilot's MCP Integration in JetBrains

Deep dive into GitHub Copilot's MCP integration in JetBrains IDEs: Agent Mode, Sampling model scheduling, MCP Prompts, Resources context injection, and Elicitation structured dialogue guidance.

In-Depth Comparison of 8 AI Coding Tools: How to Choose Between Cursor, Claude Code, and Augment Code

In-Depth Comparison of 8 AI Coding Tools: How to Choose Between Cursor, Claude Code, and Augment Code

In-depth comparison of 8 AI coding tools including Cursor, Claude Code, Augment Code, Trae, and Windsurf across model support, pricing, code quality, and context understanding to help developers choose the right tool.

Cursor AI Beginner Tutorial: Rules Configuration & Agent Mode Practical Guide

Cursor AI Beginner Tutorial: Rules Configuration & Agent Mode Practical Guide

Complete guide to Cursor AI installation, rules file configuration, and Agent mode in action. Master project-level and global rules setup to drive AI programming with natural language and boost coding efficiency.

Pair AI Integrates 6 Major Tools to Build an AI Coding Super Editor

Pair AI Integrates 6 Major Tools to Build an AI Coding Super Editor

Pair AI natively integrates 6 AI coding tools—Roo Code, SuperMaven, Perplexity, Memo, Continue—into one editor starting at $15/month, competing with Cursor and Windsurf.

MemPalace: An Open-Source Tool That Gives AI Agents Local Long-Term Memory

MemPalace: An Open-Source Tool That Gives AI Agents Local Long-Term Memory

MemPalace is an open-source local memory tool that builds long-term memory for AI Agents via verbatim storage, semantic retrieval, and MCP protocol, solving the pain of starting from scratch every session.

Harness Engineering Explained: Building Stable and Efficient Work Systems for AI

Deep Dives

Harness Engineering Explained: Building Stable and Efficient Work Systems for AI

Deep dive into Harness Engineering: how to build execution environments, toolchains, and feedback loops for AI. From Prompt Engineering to system-level engineering for stable AI production.

Qwen 3.6 vs Gemma 4: In-Depth Comparis…

Qwen 3.6 vs Gemma 4: In-Depth Comparison of Local AI Coding Models Through Real-World Development

Real-world comparison of Qwen 3.6 and Gemma 4 local AI models building a Markdown editor with Tauri, testing planning ability, code generation, and development efficiency.

The Complete Guide to Claude Code: From Personal Assistant to AI Agent Development

The Complete Guide to Claude Code: From Personal Assistant to AI Agent Development

A systematic breakdown of the Complete Guide to Claude Code course, covering context engineering, MCP protocol, claude.md configuration, multi-Agent architecture, and three progressive projects.

The Big Four AI Coding CLIs Compared: Claude Code vs. Copilot vs. Gemini vs. Codex — How to Choose

The Big Four AI Coding CLIs Compared: Claude Code vs. Copilot vs. Gemini vs. Codex — How to Choose

In-depth comparison of Claude Code, Copilot CLI, Gemini CLI, and Codex CLI — covering MCP support, context windows, open-source status, pricing, and a decision tree for choosing the right tool.

Agent Loop Explained: Solving Code Ref…

Agent Loop Explained: Solving Code Refactoring Pain Points with the ReAct Pattern

Deep dive into Agent Loop, the core mechanism of AI coding tools. Learn how the ReAct pattern's reason-act-observe cycle enables autonomous multi-step code refactoring.

Zero-Code Website Building: Crafting a…

Zero-Code Website Building: Crafting a Professional Personal Website with Claude Code

A practical Vibe Coding workflow using Claude Code with professional UI design Skills to build a polished personal website in 10 minutes — zero coding required.

Advanced Codex Tips: Building a Cursor…

Advanced Codex Tips: Building a Cursor-Level Development Experience

Advanced OpenAI Codex tips including sidebar shortcuts, batch Agent sub-tasks, session management, and environment setup to create a Cursor-level development experience.

Three Key Features of Gemini CLI Expla…

Three Key Features of Gemini CLI Explained: Hooks, Skills, and Plan Mode Make AI Coding Truly Controllable

Deep dive into Google Gemini CLI's three core features: Hooks intercept security risks, Skills reuse team knowledge, and Plan Mode enforces think-before-code workflows.

Expert Opinions

The Easier AI Coding Gets, the More Yo…

The Easier AI Coding Gets, the More You Need to Resist the Urge to Start Building: Validate Before You Develop

AI coding tools have drastically lowered development barriers, but building it doesn't mean it's worth building. Learn three key validation questions to answer before opening your code editor.

Mistral Vibe: Free Open-Source Termina…

Mistral Vibe: Free Open-Source Terminal AI Coding Assistant — A Claude Code Alternative

Mistral Vibe is an open-source, free terminal AI coding agent by Mistral with sub-agents, async processing, and Slash commands — a powerful Claude Code alternative for developers.

A Practical Guide for QA Engineers: Building 18 AI Agents with 5 Essential Tools