Machine learning has achieved significant progress in recent years, with models surpassing human abilities in diverse tasks. However, the real challenge lies not just in training these models, but in deploying them optimally in practical scenarios. This is where inference in AI becomes crucial, arising as a critical focus for researchers and indust