Insights

From dense to hybrid: upgrading RAG for exact legal citation retrieval

Dense vector search handles broad regulatory queries well. It has a specific failure class: exact statutory citations where Article 28(3) and Article 28(4) are not interchangeable. Here is the architecture we built to close that gap, what broke along the way, and what we learned about data hygiene.