Improving RAG Retrieval: Lessons from Building and Evaluating a Hybrid Pipeline

Nov 3, 2025 · 5 min read · Introduction When I first built my retrieval pipeline, it seemed solid, a combination of dense embeddings and lexical search fused together with Reciprocal Rank Fusion (RRF).It worked well enough for most queries… until I started noticing subtle but ...