AI has achieved significant progress in recent years, with systems surpassing human abilities in diverse tasks. However, the true difficulty lies not just in training these models, but in utilizing them effectively in practical scenarios. This is where machine learning inference becomes crucial, emerging as a key area for researchers and innovators