AI has made remarkable strides in recent years, with systems matching human capabilities in numerous tasks. However, the true difficulty lies not just in developing these models, but in implementing them optimally in everyday use cases. This is where inference in AI becomes crucial, surfacing as a critical focus for scientists and innovators alike.