#rapper vs wrapper
113 related articles
·4 min
AI Engineering in Practice: The Right Way to Build Enterprise Projects with Claude Code
Learn how to use Claude Code with Specification-Driven Development (SDD) to build enterprise projects, solving common AI coding pitfalls like infinite bug loops, code quality issues, and hallucination risks.
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·4 min
Claude Code Practical Guide: From Installation & Configuration to Production-Ready Business Projects
Complete guide to Claude Code + Opus setup via CCSwitch for unified model management. Real-world case: payment system built in 4 hours with zero hand-written code, covering installation, Prompt engineering, and model selection.
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·3 min
Complete Guide to the Coze Platform: Build AI Agents with Zero Code
A deep dive into ByteDance's Coze platform: zero-code AI agent development, China vs. international editions, use cases, and how non-technical users can quickly build AI applications.
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·3 min
PiDeck 0.5.0 Released: Ten Versions in One Week, a Complete Overhaul of the Desktop AI Agent
PiDeck 0.5.0 completes the rebrand from PiDesktop, shipping 10 versions with ~100 changes in one week: design system overhaul, dark mode, LAN sharing, Git integration, and dual-layer proxy config.
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·4 min
Building a Personal Blog from Scratch with Cursor: A Complete AI-Powered Development Tutorial
Learn how to build a personal blog from scratch using Cursor AI — covering UI prototyping, full-stack code generation, database setup, and bug debugging with almost no hand-written code.
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·3 min
Kuaima Client Tutorial: A Detailed Guide to Pay-Per-Use Pricing for Cursor's Premium Models
A detailed guide to downloading, installing, configuring, and using the Kuaima client for pay-per-use access to Cursor's premium AI models, with troubleshooting tips and security advice.
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·3 min
Agent Skills: Folders as Skills — Making AI Produce Precise, Template-Based Output
Agent Skills splits AI capabilities into independent skill folders with on-demand loading and progressive disclosure, cutting token costs by 80% and reducing hallucinations for template-based output.
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·3 min
LFM2.5 Local Deployment Hands-On: An 8B Parameter Model That Outperforms GPT-o3s in Tool Calling
Hands-on test of Liquid AI's LFM2.5 local deployment: architecture breakdown, 16GB VRAM troubleshooting, and GraphRAG tool-calling benchmarks vs GPT-o3s.
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·2 min
In the Era of Incremental Model Upgrades, AI Platforms Are the Real Productivity Variable
AI model upgrades are hitting diminishing returns. The real differentiator is AI Agent platforms like Codex that restructure workflows — task orchestration, cross-device collaboration, and automation are what truly eliminate human overhead.
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·3 min
AI-Driven Zero-Code Automated Testing: A Complete Path from Python Basics to Hands-On Practice
A detailed guide to AI-driven automated testing: from Python basics to PyTest, covering API automation, Playwright UI testing, and AI-assisted coding for beginners.
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·3 min
8 AI Coding Tools Compared: A 5-Tier Buying Guide
In-depth comparison of 8 mainstream AI coding tools including GitHub Copilot, Cursor, Windsurf, and Claude Code, ranked into 5 tiers with tips to avoid bad plugins.
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·2 min
Skill and MCP: The Two Pillars of Agent Engineering Architecture
Deep dive into how Skill and MCP collaborate in Agent engineering. Skills handle business logic loops while MCP provides standardized connectivity, forming the core of modern four-layer Agent architecture.
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·2 min
Skill and MCP: The Two Pillars of Agent Engineering Architecture
Deep dive into how Skill and MCP work together in Agent engineering. Skill handles business logic; MCP provides standardized connections. Together they form the core of modern Agent architecture.
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·4 min
Complete Guide to Coze Platform: Building AI Agents Without Code
In-depth guide to ByteDance's Coze AI platform: core advantages, domestic vs. international versions, agent and app development modes explained for building AI agents without code.
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Deep Dives·3 min
MCP Protocol Explained: The Unified Standard and Complete Workflow for LLM Tool Calling
Deep dive into MCP (Model Context Protocol): core concepts, role definitions, and complete workflow. Learn how MCP Server, Client, and Host work together to standardize LLM tool calling.
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Product Reviews·3 min
Multica Open-Source Platform: A Self-Hosted Solution for Unified Management of Multiple AI Coding Agents
Deep dive into Multica, an open-source Agent management platform for coordinating Claude Code, Codex, and other AI coding assistants as unified team members with self-hosted deployment.
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Tutorials·3 min
Claude Code Modded Version Deployment Guide: Pet Raising System + WeChat Remote Control in Practice
Detailed guide on deploying Code-A-D-Code, a Claude Code mod featuring a pet raising system with 0.01% legendary pets, targeted hatching via seed search, and WeChat remote control setup.
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Tech Frontiers·3 min
GitHub Copilot Desktop App Released: Agent Programming Breaks Free from the IDE
GitHub launches the Copilot native desktop app as an agent-native development terminal. Session-driven complex task orchestration with deep GitHub ecosystem integration, plus CLI Agent for JetBrains.
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Product Reviews·3 min
Cursor 2.0 Deep Dive: Hands-On Testing of Five Major Features Including Custom Models and Multi-Agent Parallel Development
Deep dive into Cursor 2.0's five major updates: custom Composer model, Git Worktrees multi-agent parallel development, Agent View mode, built-in browser, and more—with hands-on evaluation.
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Product Reviews·3 min
Cursor 2.0 Deep Dive: The In-House Composer Model and Five Major Feature Upgrades
Deep dive into Cursor 2.0's five new features: the in-house Composer model with major speed gains, Git Worktree multi-Agent parallel development, Agent View mode, built-in browser, and more.
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