Machine learning has advanced considerably in recent years, with systems matching human capabilities in diverse tasks. However, the real challenge lies not just in training these models, but in implementing them optimally in practical scenarios. This is where AI inference becomes crucial, surfacing as a primary concern for researchers and industry