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Machine learning has advanced considerably in recent years, with systems surpassing human abilities in diverse tasks. However, the real challenge lies not just in training these models, but in implementing them effectively in everyday use cases. This is where inference in AI becomes crucial, arising as a critical focus for researchers and industry