Machine learning has advanced considerably in recent years, with systems matching human capabilities in diverse tasks. However, the real challenge lies not just in developing these models, but in utilizing them efficiently in everyday use cases. This is where AI inference becomes crucial, arising as a critical focus for scientists and tech leaders