Agentic AI

The early usage of LLM-powered applications or chatbots was limited to receiving prompts from the user and generating text-based responses. In this setup, the user interacted with the application purely as an assistant, without the system having the ability to take independent actions. As LLMs often lacked the necessary knowledge to fully answer certain queries, developers began augmenting them with retrieved information from external sources through RAG.