This article explains the relevant concepts of RAG, combined with code examples based on the “Building a Personal Knowledge Base with ERNIE SDK + LangChain”. Concept In 2020, the Facebook AI Research (FAIR) team published a paper titled “Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks”. This paper first introduced the concept of RAG, which is currently … Read more
Original Title: Easily Build a Knowledge Base with LangChain, LlamaIndex, and OpenAI In today’s information age, effectively managing and utilizing vast amounts of data has become a key issue. For Python developers, building an intelligent knowledge base system can not only improve work efficiency but also provide strong support for decision-making. Today, I will teach … Read more
Introduction to LlamaIndex and LangChain, and a comparative analysis of the two. Long press to follow “AI Technology Talks” This article introduces the core mechanisms of LlamaIndex and compares its main differences with the LangChain framework. It will demonstrate how to integrate these frameworks into end-to-end projects to fully leverage the potential of large language … Read more
LLM has become an indispensable productivity tool across various industries, such as text generation, language translation, and knowledge Q&A. Sometimes, the responses from LLMs can be surprising, as they are quicker and more accurate than humans. This demonstrates their significant impact on today’s technological landscape. As we delve deeper into the field of artificial intelligence, … Read more
Author: Richard MacManus Translator: Ming Zhi Shan Editor: Tina LangChain is a programming framework that helps use large language models (LLMs) in applications. Like everything in generative AI, this project’s development is very rapid. In October 2022, it started as a Python tool, and then in February this year, support for TypeScript was added. By … Read more
Click the above “Yudao Source Code“, select “Set as Star” What about the previous wave or the next wave? The wave that can roll is the good wave! Every day at 10:33 we update articles, losing a bit of hair every day… Source Code Quality Column Original | The Super Road of Java 2021, very … Read more
Pinecone + LangChain: Building an Efficient AI Retrieval System Recently, while experimenting with AI retrieval systems, I found that Pinecone and LangChain are a match made in heaven. Pinecone is a powerful vector database, and LangChain is a flexible framework. Combining the two allows you to easily build an efficient AI retrieval system. Today, I … Read more
Recently, the official Ollama released its Python tool library. This article introduces a guide to integrating Ollama into Python, showcasing how developers can easily utilize AI capabilities. The previous article discussed how to deploy Ollama’s large model. This time, we will expand on that foundation to create a web Q&A bot. Integrating the large model … Read more
Yesterday, I wrote about How OLLama Builds a Knowledge Base for Q&A Using Existing Documents? OLLama + LangChain to Assist You. There was a streamlit related to the graphical interface for the OLLama knowledge base Q&A that I didn’t write about because the code didn’t run, so today I will supplement that part. Finally, there … Read more
Five Agentic AI Frameworks Changing the AI Landscape in 2025 📖 Reading Time: 10 minutes 🕙 Published on: 2025-01-12 “ Recent Hot Article: The Most Comprehensive Intuitive Explanation of Neural Network Mathematical Principles (Code and Formulas) Follow our column content on Zhihu and WeChat public accounts LLM Architecture Column Zhihu LLM Column Zhihu【Boqi】 Public Account【Boqi … Read more