Artificial Intelligence has advanced considerably in recent years, with models matching human capabilities in numerous tasks. However, the true difficulty lies not just in training these models, but in utilizing them optimally in practical scenarios. This is where AI inference takes center stage, arising as a critical focus for experts and industry