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