DataFunTalk

Mar 30, 2026 · Artificial Intelligence

Building a Production-Ready RAG Engine for Office Knowledge Retrieval

This article examines the challenges of applying large language models in enterprise settings and presents a detailed, three‑layer RAG architecture—including offline ingestion, hybrid retrieval, multi‑stage ranking, and prompt‑engineered generation—along with practical insights, model choices, and deployment Q&A.