#Matter protocol
640 related articles
Tutorials·2 min
Claude Code Multi-Agent Collaboration in Practice: Subagent Division of Labor and a Lite TARS Concept
Explore Claude Code multi-Agent collaboration with Planner+Packager Subagents for semi-automated project iteration, plus a lite TARS orchestration concept revealing Agent inter-calling limits.
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Product Reviews·2 min
Xiaomi MIMO Free 200M Token Hands-On: A Budget Alternative Amid AI Coding Tool Price Hikes
Hands-on review of Xiaomi MIMO 2.5's free 200M Token offer. Covers the application process, coding performance vs Copilot and DeepSeek V4, usage limitations, and who should try this free AI coding tool.
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Tutorials·3 min
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.
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Product Reviews·2 min
ZenFlow Hands-On: Testing the Spec-Driven Fully Autonomous AI Software Engineer
Hands-on review of ZenFlow—the first spec-driven fully autonomous AI software engineer. Multi-agent parallel collaboration with built-in verification delivers end-to-end development from ideation to production.
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Deep Dives·3 min
Claude Sub-agents vs Agent Teams: How to Choose Between Two AI Multi-Agent Collaboration Patterns
Deep comparison of Claude sub-agents vs agent teams: architecture differences, use cases, and real-world results. A Pokémon RPG case study shows how agent teams achieve 95%+ feature completeness.
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Deep Dives·3 min
Deep Dive into MCP Code Execution & Agent Skills: Compressing 150K Tokens Down to 2,000
Deep analysis of two MCP ecosystem breakthroughs: code execution compresses tool definitions from 150K to 2K tokens, and Agent Skills enable capability packaging and reuse.
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Product Reviews·2 min
Notion MCP Challenge Winners Breakdown: AI Agents Redefine Note-Taking Tools
Deep dive into the three Notion MCP Developer Challenge winners: Note Runway, Deaf Notion, and Relay. See how AI Agents integrate with Notion via MCP to transform note-taking into an AI knowledge hub.
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Product Reviews·2 min
Cursor vs Claude Code vs Windsurf: Hands-On Comparison — Which One Is Worth Your Money?
Hands-on comparison of Cursor, Claude Code, and Windsurf across code quality, dev speed, security, and value — find your ideal AI coding assistant.
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Tutorials·3 min
From Programmer to Agent Developer: A Detailed Four-Stage Learning Roadmap
A systematic four-stage learning roadmap for programmers transitioning to AI Agent development, covering core theory, ReAct and classic paradigms, Prompt engineering, and hands-on projects.
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Deep Dives·2 min
What Is the MCP Protocol? Understanding the USB-C of the AI World
MCP (Model Context Protocol) is a unified standard for connecting AI models to external tools. This guide explains MCP's core concepts, practical value, and provides a quick-start tutorial.
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Tutorials·2 min
The Three-Layer Pyramid Model for Agent Development: From Beginner to Industrial-Grade Deployment
Deep dive into the Three-Layer Pyramid Model for Agent development, covering autonomous agents, collaborative multi-agent systems, and universal orchestration agents with a complete learning path from beginner to industrial-grade deployment.
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Tutorials·3 min
Zero Coding Experience to SaaS in 48 Hours: A Complete Breakdown of Reaching $20K MRR in 90 Days
Amazon seller Hassam, with zero coding experience, used Cursor to build SaaS product LaunchFast in 48 hours. Through an equity-for-distribution strategy, he hit $20K+ MRR in 90 days.
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Tutorials·3 min
Still Copy-Pasting with AI Coding? A Guide from Craft Workshop to Automated Engineering
Most developers still copy-paste with AI coding tools. This guide covers the evolution from Copilot to Claude Code, detailing CLAUDE.md, Skills, and MCP to achieve Non-Interactive automated workflows.
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Product Reviews·1 min
ECC: A Unified AI Programming Operating System for Claude Code, Codex, and Cursor
ECC (Enhanced Claude Code) is an open-source AI programming OS that unifies Claude Code, Codex, and Cursor through a five-layer architecture with 246 skills, 61 Agents, and selective installation.
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Product Reviews·2 min
Codex vs Claude Code: An In-Depth Comparison of Two Leading Coding Agents
In-depth comparison of OpenAI Codex and Claude Code across work modes, extension mechanisms, and security strategies to help you choose the right AI coding agent for your team.
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Industry Insights·2 min
A Beginner's Guide to Vibe Coding: Make Money Building Software with AI — No Coding Required
Vibe Coding lets anyone build software with AI through conversation — no programming needed. Learn what it is, how to break down tasks, and how to make money building custom tools for small businesses.
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Tutorials·2 min
Cursor in Action: A Practical Guide to Avoiding Pitfalls When Shipping a Commercial Interactive Product in 8 Hours
Real-world lessons from shipping a commercial dry-ice Shader interactive product in 8 hours with Cursor AI — covering Rules config, debug techniques, and 30–50% efficiency gains.
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Industry Insights·2 min
Claude Fixes More Firefox Security Bugs in One Month Than the Previous 15 Months Combined — AI Code Auditing Delivers Stunning Results
Using Anthropic's Claude Mythos Preview, Firefox fixed more security bugs in April 2025 than the previous 15 months. Explore how AI code auditing is revolutionizing browser and open-source security.
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Expert Opinions·2 min
The Real Nature of AI Anxiety: It's Not About Tools — It's About Missing Goals
Why does mastering AI tools still leave you anxious? Because AI anxiety isn't about tools — it's about missing goals. A deep analysis of what truly makes you irreplaceable in the AI era.
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Tutorials·2 min
Man Page Optimization Guide: Cheat Sheets, Categorized Navigation, and Example Design Patterns
Design patterns for better man pages: options summaries, categorized navigation, built-in cheat sheets, and example-driven docs with rsync, curl, strace case studies.
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