Machine learning has made remarkable strides in recent years, with algorithms matching human capabilities in diverse tasks. However, the real challenge lies not just in developing these models, but in implementing them optimally in practical scenarios. This is where inference in AI becomes crucial, surfacing as a primary concern for researchers and