title: "RAG AI エージェントとは何ですか?"

RAG AI agents are autonomous programs that utilize the Retrieval-Augmented Generation framework to perform complex tasks. They combine the generative power of large language models with real-time information retrieval from a specific knowledge base, such as a company's internal data. When given a request, the agent first searches for relevant documents and context, then uses that information to guide the LLM in generating an accurate and grounded response. This approach overcomes the limitations of static LLMs by reducing hallucinations, providing up-to-date answers, and ensuring responses are based on verifiable sources, making it ideal for enterprise applications.