TLDR Tech / Opinion
GPU Utilization, Not Faster Kernels, Will Drive Inference Gains
The author contends that future improvements in AI inference efficiency will stem from enhanced GPU utilization via model co-location, rather than advancements in hardware kernels. Current GPU setups often operate at only 30% capacity due to the need for peak traffic headroom. A cooperative multitasking system that allows multiple models to run on a single GPU without conflict could significantly boost efficiency and profitability.
Read the full story