This Streamlit-based RAG chatbot vectorizes PDF documents and stores them in Qdrant, performs semantic search using OpenAI and Tavily, and leverages CrewAI agents to analyze, rewrite query, route, retrieve, and generate responses. Built with Crewai, LangChain, OpenAI, Qdrant, and Tavily technologies.