Machine learning has made remarkable strides in recent years, with algorithms matching human capabilities in diverse tasks. However, the true difficulty lies not just in creating these models, but in implementing them optimally in everyday use cases. This is where inference in AI takes center stage, arising as a primary concern for researchers and