How can GPU-hour prices rise while AI prices fall?

The author argues that demand for limited GPU capacity and rising data-center costs are pushing GPU-hour prices up even as AI prices fall. The essay says Claude Opus 5.5 costs 40% less to run than the previous model and identifies gross profit per GPU-hour as the metric that will ultimately matter.