Artificial Intelligence has made remarkable strides in recent years, with models surpassing human abilities in various tasks. However, the true difficulty lies not just in developing these models, but in utilizing them efficiently in everyday use cases. This is where inference in AI becomes crucial, surfacing as a critical focus for researchers and