Machine learning has made remarkable strides in recent years, with algorithms matching human capabilities in diverse tasks. However, the real challenge lies not just in developing these models, but in deploying them efficiently in practical scenarios. This is where inference in AI takes center stage, emerging as a critical focus for researchers and