Idle GPUs waste thousands of dollars per hour in operational overhead. Hugging Face argues that inefficient cluster management mirrors the cost of grounded aircraft. This inefficiency slows model iteration and inflates burn rates. Engineers must prioritize dynamic scheduling and better telemetry to maximize compute utilization and reduce wasted capital.