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Artificial Intelligence has made remarkable strides in recent years, with systems achieving human-level performance in diverse tasks. However, the true difficulty lies not just in creating these models, but in deploying them optimally in practical scenarios. This is where inference in AI takes center stage, arising as a primary concern for research