Machine learning has advanced considerably in recent years, with algorithms surpassing human abilities in numerous tasks. However, the real challenge lies not just in creating these models, but in implementing them optimally in real-world applications. This is where AI inference becomes crucial, emerging as a key area for researchers and innovators