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AI has made remarkable strides in recent years, with algorithms surpassing human abilities in various tasks. However, the main hurdle lies not just in training these models, but in implementing them effectively in practical scenarios. This is where AI inference becomes crucial, arising as a primary concern for researchers and industry professionals