Artificial Intelligence has advanced considerably in recent years, with models achieving human-level performance in various tasks. However, the real challenge lies not just in training these models, but in implementing them optimally in practical scenarios. This is where AI inference becomes crucial, surfacing as a critical focus for scientists and