Guest Post by Komala S Madineedi
Every new compute paradigm eventually gets measured against the data center playbook.
Not because data centers represent the endpoint of computing, but because they represent one of the most successful examples of compute industrialization. Over decades, computing evolved from individual hardware components into layered systems of infrastructure, platforms, ecosystems, and applications. Along the way, value did not simply move upward through the stack. It accumulated around whichever layers became indispensable.
That distinction matters.
A common narrative suggests value naturally migrates from chips to platforms to ecosystems to applications as markets mature. History suggests otherwise. Value tends to concentrate around whichever layer solves the industry’s most important bottlenecks.












