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 deploying them optimally in practical scenarios. This is where AI inference takes center stage, surfacing as a key area for researchers and industry