Why Vector Databases Fail Silently: The Model Problem

Vector embeddings divorced from their generating model create an invisible integrity failure—queries run perfectly until you reload. Neonmem fixes this by bundling the model inside the cartridge file, ensuring consistency across sessions. This matters for anyone building AI agents with persistent memory, eliminating a failure mode that compounds with every close-reopen cycle.