Personalization amplifies whatever infrastructure it sits on. Build on fragmentation, and you scale fragmentation. Hyper-personalized healthcare is often framed as a competitive advantage. From a systems engineering perspective, it acts as a stress test. Predictive AI does not solve infrastructure problems. It exposes them.
Longitudinal patient state as architectural bedrock
