Artificial Intelligence has advanced considerably in recent years, with systems surpassing human abilities in various tasks. However, the main hurdle 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 indust