Quantum technology positions itself as a key technological frontier. The field includes varied methods to leveraging quantum mechanical frameworks for computing advantage. The convergence of classical and quantum resources via quantum-classical hybrid techniques marks a practical pathway leading to achieving quantum computational benefits in the f