AI has advanced considerably in recent years, with algorithms surpassing human abilities in diverse tasks. However, the true difficulty lies not just in training these models, but in deploying them optimally in practical scenarios. This is where machine learning inference becomes crucial, emerging as a key area for researchers and innovators alike.