Machine learning has achieved significant progress in recent years, with algorithms matching human capabilities in various tasks. However, the true difficulty lies not just in training these models, but in deploying them efficiently in practical scenarios. This is where AI inference takes center stage, surfacing as a key area for scientists and tec