AI has advanced considerably in recent years, with models surpassing human abilities in diverse tasks. However, the true difficulty lies not just in creating these models, but in implementing them efficiently in everyday use cases. This is where machine learning inference becomes crucial, emerging as a primary concern for researchers and innovators