#ML vs rules
357 related articles
Tutorials·1 min
Practical Engineering Guide: Building Multi-Component RAG Systems with Claude Code
Learn how to build multi-component multimodal RAG systems with Claude Code using CLAUDE.md recursive loading, virtual environment isolation, and Plan mode auditing.
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Tutorials·2 min
Trae AI Coding Tool: Download, Installation & Configuration Guide (2025 Latest)
Complete guide to downloading, installing, and configuring ByteDance's Trae AI coding tool. Free, Chinese-supported, VS Code compatible—ideal for Python and AI developers.
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Tutorials·2 min
Claude Code Enterprise Deployment Guide: Ecosystem Framework and Hands-On Configuration
Deep dive into Claude Code's enterprise deployment architecture for large codebases, covering CLAUDE.md, Hooks, Skills, MCP servers, and organizational governance strategies.
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Tutorials·2 min
Codex APP Tutorial: Mastering 11 Core Features from Beginner to Pro
Detailed guide to OpenAI Codex APP's 11 core features including Plan Mode, Git integration, Skills system, and model selection with hands-on project demos.
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Product Reviews·3 min
OpenAI Codex App In-Depth Review: How This AI Programming Assistant Is Reshaping the Development Workflow
In-depth review of OpenAI Codex App: natural language app building, multi-task parallel development, voice interaction, and intelligent Code Review reshaping the development workflow.
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Product Reviews·4 min
AI Frontend Design Showdown: Opus 4.5 Dominates with a Single Markdown Skill File
Real-world comparison of Opus 4.5, Gemini 3 Pro, and GPT 5.2 frontend design capabilities. Opus 4.5 goes from worst to best with a Markdown skill file. Includes setup tutorial and full test results.
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Tutorials·2 min
Build Custom ComfyUI Nodes with AI from Scratch: A Complete Hands-On Tutorial
Learn how to create custom ComfyUI nodes with zero coding experience using AI tools like Claude and Gemini. Covers node structure, AI tool selection, and hands-on development.
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Product Reviews·3 min
Gemini 2.5 Pro Coding Test: Crushes Claude at Rust Refactoring, Falls Flat on Frontend
In-depth coding tests of Gemini 2.5 Pro covering pixel games, Ultimate Tic-Tac-Toe, Rust refactoring, and landing pages. Crushes Claude at Rust but struggles with frontend development.
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Tutorials·4 min
Windsurf Credit Refill Plugin Hands-On: Auto Credit Refresh + Multi-Window Concurrency Tutorial
Hands-on review of Windsurf refill plugin: auto credit refresh, seamless account switching, and persistent conversations. Compares script injection vs MCP approaches with multi-window concurrency tips and risk warnings.
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Tutorials·4 min
Unlimited Free Windsurf Accounts: Complete Guide to Seamless Account Switching & Credit Compression
Complete guide to Windsurf batch registration, seamless account switching, credit compression, and MCP sustained conversations for unlimited GPT-5.2 calls with free accounts.
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Tutorials·4 min
Windsurf Download, Installation & Setup Guide: Complete Workflow in 5 Minutes (2025 Latest)
2025 latest Windsurf editor download, installation & setup guide covering Windows installer download, VS Code settings import, GitHub login, theme configuration and more — get started in 5 minutes.
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Product Reviews·3 min
The Complete Guide to Mistral Wire: Free Open-Source Terminal AI Coding Assistant & Best Claude Code Alternative
Deep dive into Mistral Wire—a free open-source terminal AI coding assistant. Detailed comparison with Claude Code, covering sub-agents, parallel tasks, slash commands, installation guide & demos.
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Deep Dives·4 min
How Dangerous Are Windsurf Account-Switching Plugins? A Deep Dive into Technical Principles and Security Risks
Deep analysis of Windsurf seamless account-switching plugin's technical implementation, revealing risks of account bans, code theft, and legal liability. Four compliant alternatives for developers.
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Product Reviews·4 min
Coze Space vs Manus: Hands-On Comparison — Which AI Agent Automation Tool Is Better?
Hands-on review of Coze Space with real-world tests including enterprise analysis reports and stock comparisons, plus a full comparison with Manus to see which AI Agent automation tool comes out on top.
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Tutorials·5 min
Trae MCP Plugin for FoxTable in Action: AI Builds a Complete Business System in 4 Minutes
Learn how a custom MCP plugin connects Trae AI IDE with FoxTable, using knowledge bases and prompt engineering to build a complete business system in 4 minutes.
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Deep Dives·3 min
AI Model Deployment Pipeline Friction: How TensorRT Systematically Eliminates Inference Optimization Bottlenecks
Deep dive into pipeline friction in AI model deployment from training to production, covering TensorRT automated optimization, ONNX export, and Triton Inference Server best practices.
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Tutorials·3 min
Claude Code Sub Agents in Practice: Reproducing Kiro's Spec-Driven Development Workflow in Three Minutes
Learn how Claude Code's new Sub Agents feature enables spec-driven AI development by creating three specialized agents (Architect, Planner, Engineer) to reproduce Kiro IDE's workflow with a TodoList demo.
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Tutorials·3 min
AI Agent Prompt Engineering: A Practical Guide to the Three-Layer Architecture
A practical guide to AI Agent prompt engineering using a three-layer architecture: System Layer, Input Layer, and Action Layer — with n8n examples.
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Tutorials·4 min
Google AI Studio Tutorial: Free Watermark-Free Image Generation, AI Voice & Zero-Code Apps
Master Google AI Studio: watermark-free AI image generation, multi-character text-to-speech, zero-code app building with Firebase. Covers Playground settings, Build features, and quota tips.
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Research·4 min
Skills-Oriented Programming: Domain Knowledge Engineering for Efficient Code Generation by Code Agents
Alibaba Mama's Skills-Oriented Programming methodology uses three-layer Skill structures, progressive disclosure, and four-layer anti-corruption systems to achieve 90%+ code generation accuracy for Code Agents in complex enterprise codebases.
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