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 inference in AI becomes crucial, surfacing as a critical focus for researchers and tech