Artificial Intelligence has made remarkable strides in recent years, with systems surpassing human abilities in diverse tasks. However, the real challenge lies not just in training these models, but in deploying them efficiently in practical scenarios. This is where inference in AI becomes crucial, arising as a critical focus for researchers and in