Design a RAG Pipeline

Implement a low-level design for a Retrieval-Augmented Generation (RAG) pipeline that retrieves relevant documents and augments them with a language model to generate accurate responses. Your design should cover the core components including document ingestion, embedding, retrieval, and response generation.