Artificial Intelligence has made remarkable strides in recent years, with systems achieving human-level performance in diverse tasks. However, the real challenge lies not just in creating these models, but in utilizing them optimally in real-world applications. This is where inference in AI comes into play, emerging as a key area for researchers an