Artificial Intelligence has made remarkable strides 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 everyday use cases. This is where machine learning inference becomes crucial, surfacing as a key area for researchers