Scientific advances in computational analysis are unlocking unexplored horizons for tackling complex mathematical challenges that to date challenged researchers for decades. Advanced computing systems are moving beyond theoretical models to offering concrete impacts in real-world contexts. The notion of quantum supremacy stands as a threshold in c