Machine learning has made remarkable strides in recent years, with algorithms surpassing human abilities in various 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, surfacing as a critical focus for researchers and