Shankar-behera/MULTI_MODAL-RAG-SYSTEM ? reverse-engineered prompt

Build me a multimodal RAG app that lets me upload documents and ask questions about them in plain English.

It should handle text files, PDFs, Word docs, slides, images, tables, audio, video, and web pages, then turn them into searchable knowledge with source citations. I want a simple web app where I can upload content, search it, see answers with references, and review query history. Please also include a command line way to ingest files and ask questions, plus a small REST API for the same actions.

Use persistent storage so the ingested content does not disappear after restart, and make the whole thing feel clean and modular so it is easy to extend later. If you need to check current library docs or best practices while building it, go ahead and look them up online. Make sure it runs locally with a clear setup flow, and include basic tests and a Docker option if it fits.