AI Data Storage Engine
Beyond Naive RAG: Build Smarter Systems with Query Routing and Hybrid Retrieval

Beyond Naive RAG: Build Smarter Systems with Query Routing and Hybrid Retrieval

3/25/2026 · Min Yin

What this post added

This post introduces advanced techniques for building smarter RAG systems, focusing on query routing and hybrid retrieval. It proposes a four-node architecture for query classification, rewriting, retrieval strategy selection, and minimal-context generation. It also details how to implement unified hybrid retrieval using Milvus 2.6, which supports dense and sparse vectors in the same collection, and outlines a stage-by-stage evaluation methodology for RAG pipelines.

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