AI has achieved significant progress in recent years, with systems surpassing human abilities in numerous tasks. However, the true difficulty lies not just in creating these models, but in implementing them optimally in everyday use cases. This is where machine learning inference becomes crucial, surfacing as a critical focus for scientists and ind