AI has made remarkable strides in recent years, with systems surpassing human abilities in diverse tasks. However, the true difficulty lies not just in developing these models, but in deploying them optimally in everyday use cases. This is where machine learning inference becomes crucial, surfacing as a key area for researchers and innovators alike