Transforming document management (HimalDoc) into an intelligent discovery platform through advanced RAG technology. This initiative enhances manual search methods with a high-fidelity AI interface. The goal is simple: to empower users with instant, accurate answers while ensuring every response is meticulously structured and anchored to the authoritative documents within the repository.