AI has advanced considerably in recent years, with algorithms matching human capabilities in diverse tasks. However, the real challenge lies not just in creating these models, but in utilizing them efficiently in everyday use cases. This is where machine learning inference comes into play, arising as a primary concern for scientists and innovators