Machine learning has made remarkable strides in recent years, with systems achieving human-level performance in numerous tasks. However, the main hurdle lies not just in training these models, but in deploying them effectively in practical scenarios. This is where inference in AI becomes crucial, surfacing as a primary concern for researchers and i