From Bottleneck to Scale: Building Event-Driven AI for Millions of Realtime Events

As AI systems require increasingly sophisticated realtime coordination across multi-tenant environments, infrastructure bottlenecks—not raw computational power—emerge as the primary constraint. This technical retrospective shares how one team moved from ad-hoc, in-app orchestration to a centralized event-streaming layer, offering practical patterns for architecting production-scale realtime AI workflows.