#RAG development
4071 related articles
Deep Dives·4 min
A2A Protocol Explained: Complementing MCP to Build a Standard Communication Layer for Multi-Agent Collaboration
Deep dive into Google's A2A protocol core mechanisms (Agent Card, Task, Transport), comparing A2A vs MCP roles, and tracing the evolution from tool calling to multi-agent team collaboration.
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Product Reviews·4 min
FreeBuff Free AI Coding Assistant In-Depth Review: 9 Sub-Agent Architecture & User Experience
In-depth review of FreeBuff free AI terminal coding assistant: analyzing its 9 sub-agent architecture, multi-model switching, ad-supported business model, and privacy considerations vs. competitors like Verdant.
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Tutorials·4 min
Codex + Ollama Local Deployment Guide: Build a Free AI Coding Assistant at Zero Cost
Step-by-step guide to deploying Codex with Ollama locally for a free AI coding assistant, covering hardware checks, Ollama setup, model downloads, and full integration configuration.
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Tutorials·4 min
Coze Programming Skill Invocation Tutorial: Generate Interactive Learning Webpages in Three Steps
Step-by-step tutorial on using Coze programming platform's skill invocation to auto-generate interactive learning webpages in 3 steps, with Pythagorean theorem and Newton's First Law examples.
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Product Reviews·3 min
A Comprehensive Guide to the OpenAI Codex APP: Feature Breakdown and the New Paradigm of AI Programming
Deep dive into OpenAI Codex desktop app: real-time task management, Skills system, MCP protocol integration, Work Trees isolation, and automated tasks reshaping developer workflows.
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Tutorials·3 min
Codex Installation & Setup Guide: From Subscription to Installation to Real-World Use
Step-by-step guide to installing and configuring OpenAI Codex CLI, covering ChatGPT Plus subscription options, macOS installation, credit management, and real-world project testing.
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Tutorials·3 min
CLIProxyAPI Deployment Guide: Aggregate Multi-Platform AI Accounts for Unlimited Free Tokens
Complete Docker deployment guide for CLIProxyAPI (CPA) — aggregate OpenAI, Gemini, and CodeX accounts into one unified API with multi-account rotation to maximize free Token usage.
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Product Reviews·4 min
MiniMax AI Agent Review: Testing 3 Real-World Scenarios with This Free AI Agent
In-depth MiniMax AI Agent review: tested across business plans, research reports, and PPT creation. Powered by MiniMax M1 with 1M token context. Free to start.
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Tutorials·4 min
Claude Code Installation & Setup Guide: From Zero to Integrating Domestic LLMs
Complete guide to installing and configuring Claude Code: Git & Node.js setup, environment variables, bypassing network issues in China, integrating Alibaba Cloud Bailian LLMs, and a hands-on demo of all three working modes.
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Tutorials·3 min
Google AI Studio Free Usage Guide: Experience Full-Power Gemini at Zero Cost
A complete guide to Google AI Studio's free tier — covering interface layout, Temperature and Thinking Level parameters, no-code Build apps, and quota strategies for Gemini 2.5 Pro.
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Tutorials·4 min
Enterprise Deep Research Agent Implementation Guide: Architecture Design and Core Pain Points
A deep dive into enterprise Deep Research Agent deployment: architecture design, LangChain framework, and solutions to the top 10 pain points including tool chaos, context contamination, and cost control.
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Product Reviews·3 min
Codex Tutorial: Why Frontend Developers Prefer It Over Claude Code and Cursor
Compare Codex, Claude Code, and Cursor on pricing, stability, and real-world use. Learn why frontend developers prefer Codex and how to choose the right AI coding tool.
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Tutorials·3 min
Godot AI Plugin Setup Guide: Using MCP Protocol to Let AI Directly Control the Game Engine
A complete guide to installing and configuring the Godot AI plugin. Use MCP protocol to let Claude and Codex create scenes, run tests, and debug with screenshots — build a 3D platformer in 10 minutes.
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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.
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Product Reviews·2 min
Claude Haiku 4.5 Frontend Benchmark: One-Third the Price, Better Than GPT-5?
Benchmark comparing Claude Haiku 4.5, Sonnet 4.0, Gemini 2.5 Pro, and GPT-5 across three frontend scenarios. Haiku 4.5 at one-third the price matches or beats flagship models.
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Tutorials·3 min
Building an AI Workstation: A Layered Tool Strategy and Physical Isolation Guide
A practical guide to building an AI workstation: physical isolation with vertical screens, pyramid tool layering (Doubao/Trae/Claude/GPT-4), and real Token cost breakdowns to maximize AI workflow efficiency on a budget.
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Tech Frontiers·4 min
OpenAI's $3B Windsurf Acquisition: How AI Is Reshaping the Programming Landscape
OpenAI acquires AI coding tool Windsurf for $3B. We break down the three-layer strategic logic, the impact on programmer jobs, and the rise of AI product managers.
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Tech Frontiers·4 min
IBM Think 2025 Deep Dive: Rising Hallucination Rates in Reasoning Models and OpenAI's Acquisition of Windsurf
Deep dive into IBM Think 2025's Generative Computing and Granite 4, why reasoning model hallucination rates are rising, and OpenAI's $3B Windsurf acquisition strategy.
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Tutorials·4 min
STM32 Smart Car Development: Where Does AI-Assisted Programming Hit Its Limits?
A deep dive into an STM32F103C8T6 HAL library AI smart car course, exploring AI's real capabilities and three key limitations in embedded development, and the best practices for human-AI collaboration.
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Deep Dives·3 min
MCP Protocol Explained in 3 Minutes: The USB-C Standard for AI
A clear breakdown of MCP (Model Context Protocol): its core concepts, three standard primitives, real-world use cases, and ecosystem status. Learn how Anthropic's open-source unified tool integration standard is changing AI development.
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