Click the bottom “Read Original” to browse the detailed content of “CCF Digital Focus” Issue 48 Editor’s Note Large language models (LLMs) still face many challenges when dealing with domain-specific or knowledge-intensive tasks, such as generating hallucinations, outdated knowledge, and opaque, untraceable reasoning processes. Retrieval-Augmented Generation (RAG) technology has emerged to address these issues. RAG … Read more
ff ↑ Subscribe to us, get a wealth of free tutorial resources 1. What is RAG? – A Super Assistant That Can Retrieve and Generate Have you ever encountered this problem: when asking a large model, it can answer many questions, but sometimes it also “makes things up” or only provides information based on its … Read more
Article 576 1. Unique Advantages of Generative AI 1. 24/7 Companionship The greatest advantage of generative AI is its freedom from time and space limitations. Whether it’s a sudden question at 3 AM or a need in the quiet of night, AI can respond promptly, providing immediate learning support. This accessibility anytime and anywhere breaks … Read more
The structure of an expert system varies slightly depending on the application field and problem type, but generally, the typical structure of an expert system is shown in the figure below: Alright, let me describe the structure of an expert system. An expert system typically consists of the following components: Knowledge Base: The knowledge base … Read more
Quoted from: “Industrial Artificial Intelligence” (Authors: Cai Hongxia, Zhou Chuanhong) The book has been published, for details see the end of the article~ 「 1. Concept of Expert Systems 」 1) Definition of Expert Systems An expert system is a knowledge-based system used to apply the years of accumulated experience and expertise of domain experts … Read more
In the field of artificial intelligence, knowledge base systems are one of the core components for building intelligent agents. CrewAI’s memory system provides a comprehensive and flexible knowledge management solution by combining RAG (Retrieval-Augmented Generation) technology with traditional database storage. This article will take you step-by-step through configuring the knowledge base using Crew.ai, … Read more
What is RAG Technology RAG, or Retrieval-Augmented Generation technology, is an AI architecture that combines retrieval and generation. It enhances the output quality of language models by retrieving external knowledge. This is akin to equipping large language models with an intelligent knowledge base, enabling them to retrieve and reference relevant information in real-time while generating … Read more