Artificial Intelligence 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 deploying them effectively in practical scenarios. This is where AI inference becomes crucial, arising as a critical focus for scientists and i