AI has advanced considerably in recent years, with algorithms surpassing human abilities in numerous tasks. However, the main hurdle lies not just in developing these models, but in deploying them effectively in everyday use cases. This is where machine learning inference comes into play, arising as a critical focus for scientists and innovators al