I Built a Knowledge Graph Into the Retrieval Pipeline and Then Dropped It in Production

The vector search returned seven chunks about "database indexing strategies" for a query about "machine learning model training." All seven had cosine similarity scores above 0.72. All seven were confidently, precisely wrong. This is the failure mode...