Artificial Intelligence has made remarkable strides in recent years, with systems matching human capabilities in numerous tasks. However, the true difficulty lies not just in developing these models, but in deploying them optimally in practical scenarios. This is where machine learning inference takes center stage, arising as a critical focus for e