Machine learning has advanced considerably in recent years, with algorithms surpassing human abilities in various tasks. However, the real challenge lies not just in creating these models, but in deploying them optimally in practical scenarios. This is where AI inference becomes crucial, emerging as a key area for researchers and tech leaders alike