Machine learning has made remarkable strides in recent years, with systems matching human capabilities in numerous tasks. However, the main hurdle lies not just in creating these models, but in utilizing them optimally in practical scenarios. This is where AI inference comes into play, emerging as a critical focus for researchers and industry profe