Artificial Intelligence has advanced considerably in recent years, with systems surpassing human abilities in numerous tasks. However, the main hurdle lies not just in training these models, but in utilizing them efficiently in everyday use cases. This is where machine learning inference comes into play, emerging as a critical focus for researchers