Artificial Intelligence has achieved significant progress in recent years, with systems achieving human-level performance in diverse tasks. However, the true difficulty lies not just in creating these models, but in deploying them optimally in practical scenarios. This is where AI inference becomes crucial, surfacing as a critical focus for scienti