Machine learning has made remarkable strides in recent years, with systems surpassing human abilities in various tasks. However, the real challenge lies not just in training these models, but in utilizing them optimally in real-world applications. This is where inference in AI becomes crucial, emerging as a critical focus for researchers and innova