AI has advanced considerably in recent years, with systems matching human capabilities in numerous tasks. However, the main hurdle lies not just in creating these models, but in deploying them efficiently in practical scenarios. This is where machine learning inference comes into play, emerging as a primary concern for experts and innovators alike.