Multi AI Agent Systems 101

Automating Routine Tasks in Data Source Management with CrewAI

Initially, when ChatGPT just appeared, we used simple prompts to get answers to our questions. Then, we encountered issues with hallucinations and began using RAG (Retrieval Augmented Generation) to provide more context to LLMs. After that, we started experimenting with AI agents, where LLMs act as a reasoning engine and can decide what to do next, which tools to use, and when to return the final answer. …

agent agents ai agents artificial intelligence began chatgpt context dall dall-e data data science deep-dives editors pick hallucinations llm llms management prompts questions rag retrieval retrieval augmented generation simple systems tasks