Machine learning has advanced considerably in recent years, with systems surpassing human abilities in numerous tasks. However, the true difficulty lies not just in training these models, but in implementing them efficiently in real-world applications. This is where AI inference becomes crucial, emerging as a key area for researchers and tech leade