AI has advanced considerably in recent years, with systems achieving human-level performance in numerous tasks. However, the real challenge lies not just in developing these models, but in utilizing them optimally in practical scenarios. This is where AI inference becomes crucial, arising as a primary concern for researchers and industry profession