This article provides a clear visualization to help you understand which framework or tool to choose for your business use case when developing “Agent applications”. Introduction In the rapidly evolving field of artificial intelligence, a new paradigm is emerging that promises to revolutionize the way we interact with and utilize AI systems: AI Agents. These … Read more
In the rapidly evolving field of AI, the ability to provide accurate, context-aware responses to user queries is a game changer. Retrieval-Augmented Generation (RAG) is a powerful paradigm that combines the retrieval of relevant information from external sources with the generative capabilities of large language models (LLMs). However, as queries become increasingly complex and diverse, … Read more
How to Create Simple BI Reports Directly from CSV Data Business intelligence applications help enterprises leverage data as a resource for making critical decisions, and we will use AI to build such an application. AI is set to play an increasingly significant role in BI tools; more specifically, LLM-based applications will enable BI applications to … Read more
Introduction Recently, there have been many free APIs available, making it unnecessary to waste resources. To fully leverage the capabilities of large models, multi-agent systems are a great approach. Issue – Installation After a recommendation from Cursor, I chose CrewAI as my development object. However, I encountered issues during the installation of CrewAI and was … Read more
CrewAI has recently become a popular repository on GitHub. It is a framework designed to provide automation settings for AI agents in role-playing. By facilitating cooperation between AI agents, CrewAI enables these agents to collaboratively solve complex problems. One aspect that greatly attracts me about CrewAI is that it can run programs using both OpenAI’s … Read more
Building a data analysis agent using LangChain, CrewAI, and AutoGen. Long press to follow ‘AI Technology Forum’ The data analysis agent can automatically conduct analysis tasks, execute code, and provide adaptive responses to data queries. LangChain, CrewAI, and AutoGen are the three popular frameworks for building such AI agents. This article utilizes and compares these … Read more