When infrastructure becomes the failure point of intelligence

AI is moving out of controlled environments and into systems that cannot fail safely. The consequence is that data infrastructure is no longer a supporting layer, it becomes the system’s ability to function at all. Physical AI does not degrade quietly when something goes wrong. It fails in ways that are immediate, visible, and operationally […]