AI has advanced considerably in recent years, with models surpassing human abilities in numerous tasks. However, the main hurdle lies not just in training these models, but in deploying them optimally in real-world applications. This is where machine learning inference becomes crucial, emerging as a critical focus for experts and innovators alike.D