VeloDB

VeloDB’s Nitin Waghulde Says AI Agents Fail in Production When the Database Cannot Keep Up

At TechSparks 2026, VeloDB Regional Director for APAC Nitin Waghulde argued that many AI agents impress in demos but unravel once they face real-world traffic, messy data and operational demands. His central point: the problem is often not the model layer alone, but the database architecture beneath it, which must support memory, retrieval, consistency and scale.