AI has made remarkable strides in recent years, with systems surpassing human abilities in diverse tasks. However, the main hurdle lies not just in developing these models, but in implementing them effectively in everyday use cases. This is where machine learning inference becomes crucial, arising as a critical focus for researchers and innovators