The Euclidean Sinkhole: Why Local Dense Vector RAG Fails at Personal Knowledge Sensemaking

An empirical breakdown of context fragmentation, multi-hop blindness, and global synthesis bottlenecks in flat FAISS/L2 spaces—and why personal vaults demand graph topologies.