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).
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Updated
Mar 19, 2026 - Python