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Artificial Intelligence has advanced considerably in recent years, with systems matching human capabilities in diverse tasks. However, the real challenge lies not just in developing these models, but in deploying them efficiently in everyday use cases. This is where inference in AI takes center stage, arising as a critical focus for scientists and