As Quantum Computing (QC) evolves with increasing qubit counts, there is growing interest in applying its mechanics to solve large-scale, real-world problems that remain intractable for classical High-Performance Computing (HPC). Because QCs are not general-purpose machines, integrating Quantum Processing Units (QPUs) into HPC systems as specialized accelerators – much like CPUs and GPUs – offers a promising path toward substantial performance gains. By leveraging quantum properties like superposition and entanglement, these hybrid systems can address intensive computational tasks more efficiently.