Quantum computing tackles increasingly complex challenges that traditional methods struggle to optimize efficiently. Quantum technologies provide promising approaches to computational challenges that have long lasted for decades. The crossroads of quantum physics and computonic studies is opening new pathways for advancement. Machine learning and