Machine learning has advanced considerably in recent years, with algorithms matching human capabilities in diverse tasks. However, the true difficulty lies not just in creating these models, but in deploying them efficiently in everyday use cases. This is where inference in AI takes center stage, surfacing as a critical focus for researchers and in