Quantum technology stands as a major technological frontier. The field embraces varied approaches to leveraging quantum mechanical frameworks for computing progress. The convergence of classical and quantum computing via quantum-classical hybrid techniques represents a practical pathway toward achieving quantum computational benefits in the near f