Machine learning has achieved significant progress in recent years, with algorithms surpassing human abilities in diverse tasks. However, the real challenge lies not just in training these models, but in deploying them efficiently in everyday use cases. This is where machine learning inference takes center stage, surfacing as a key area for scienti