AI has made remarkable strides in recent years, with systems surpassing human abilities in various tasks. However, the true difficulty lies not just in developing these models, but in implementing them effectively in real-world applications. This is where inference in AI becomes crucial, emerging as a critical focus for researchers and innovators a