Nvidia earnings, rising server costs, demand for memory and the growth of custom silicon all point in the same direction: chips, power, networking, cooling and capital are now inseparable from the software story.

The winners may not simply be the companies with the smartest models. They may be the organizations that can deliver useful intelligence reliably and at a cost customers can continue to absorb.