Category: AI

Real-time AI personalization only works when the architecture is disciplined: clean payload contracts, reliable event handling, safe data access, and a fallback path when the model fails.

The AI chip race is not a metaphor for hype; it is a supply-chain, infrastructure, and platform problem. Here is the practical architecture, risks, and safest implementation path for businesses.