A Density-Aware Hybrid Routing Architecture for Scalable Vector Databases
Approximate Nearest Neighbor (ANN) search at scale exposes a structural trade-off between routing accuracy, memory footprint, and query latency. Graph-based indices such as HNSW provide high recall but incur significant memory overhead due to full-dataset connectivity, while centroid-based IVF variants remain memory-ef...