Artificial Intelligence 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 deploying them optimally in real-world applications. This is where AI inference becomes crucial, emerging as a primary concern for researchers and