Quantum computing positions itself as a major technological area. The domain embraces numerous strategies to harnessing quantum mechanical principles for computing progress. The fusion of classical and quantum resources via quantum-classical hybrid methods represents a practical path toward achieving quantum computational advantages in the near fu