In the field of large models, LangChain and LangGraph are two frameworks that have attracted considerable attention. Both aim to help developers build applications using large language models (LLMs), but they differ significantly in design philosophy, architecture, functionality, and applicable scenarios. 1. Introduction to LangChain LangChain is a framework for developing applications powered by large … Read more
This article introduces the core concepts, regular operations, and tool usage of the large language model agent collaboration tool CrewAI. Official website: https://www.crewai.com Github: https://github.com/joaomdmoura/crewAI 1. Agent – What is an agent? (1). Agent Properties (2). Creating an Agent (3). Conclusion 2. Task – Overview of Tasks (1). Task Properties (2). Creating a Task (3). … 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
A Survey of Query Optimization in Large Language Models Paper Link:https://arxiv.org/pdf/2412.17558 Published by: Tencent Large Language Models (LLMs) are becoming increasingly popular, but they also face challenges such as “hallucination” when dealing with domain-specific tasks or those requiring specialized knowledge. Retrieval-Augmented Generation (RAG) technology has emerged as a key method for enhancing model performance, with … Read more
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With the rapid development of artificial intelligence technology, AI Agents based on Large Language Models (LLMs) have gradually become an important component of intelligent systems. These agents can not only simulate human intelligent behavior but also autonomously perceive, reason, and make decisions in complex environments. This article will detail the role and importance of LLMs … Read more