Wu Shixiong's Large Model Academy

Nov 19, 2025 · Artificial Intelligence

How to Build a Reliable Dynamic Incremental RAG Pipeline for Real‑Time Data

This article explains why dynamic incremental RAG is harder than static RAG, identifies the three main points where recall accuracy breaks, and presents a three‑stage engineering pipeline—including a quality‑control layer, two‑stage retrieval, and reference‑injection generation—to keep real‑time data retrieval both accurate and robust.