AI has made remarkable strides in recent years, with systems matching human capabilities in numerous tasks. However, the true difficulty lies not just in creating these models, but in utilizing them optimally in real-world applications. This is where inference in AI becomes crucial, arising as a critical focus for researchers and industry professio