AI has made remarkable strides in recent years, with systems 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 machine learning inference comes into play, emerging as a key area for scientists and innovators alike.