Machine learning has advanced considerably in recent years, with algorithms surpassing human abilities in numerous tasks. However, the true difficulty lies not just in training these models, but in deploying them optimally in everyday use cases. This is where inference in AI becomes crucial, surfacing as a key area for researchers and innovators al