Machine learning has advanced considerably in recent years, with algorithms matching human capabilities in numerous tasks. However, the true difficulty lies not just in training these models, but in deploying them optimally in real-world applications. This is where inference in AI comes into play, surfacing as a key area for researchers and innovat