Distributed Databases: A Structural Constraint in the AI Era

by Tim Yang | November 17, 2025

Exploring how function-based distributed database architectures become structural constraints in the AI era. We examine the limitations and complexity of traditional approaches combining OLTP, OLAP, FTS, and Vector DB, and introduce Cognica's unified database as a technical turning point.