A powerful FastAPI-based multi-modal ingestion system that processes PDFs, scanned documents, images, videos, YouTube links, and text files — then optionally performs semantic retrieval using FAISS + HuggingFace embeddings and refines answers using an LLM (Ollama via NPMAI).

Functions to export medium stats then import exported data into Cloud Spanner