AI has made remarkable strides in recent years, with systems achieving human-level performance in diverse tasks. However, the main hurdle lies not just in training these models, but in utilizing them effectively in practical scenarios. This is where AI inference takes center stage, emerging as a primary concern for researchers and innovators alike.