multi-agent RAG system for intelligent document querying. It combines OpenAI embeddings, Qdrant for semantic search, and agent coordination via the Agno framework. The architecture is containerized using Docker Compose, separating embedding and chat services for modularity.Scalable knowledge retrieval through agent collaboration and contextual srch