This hybrid architecture mirrors before transitions in computing. CPUs were not changed by GPUs; as an alternative, GPUs grew to become accelerators for unique workloads. Quantum computers will abide by the same path, getting their function inside of broader AI programs rather then replacing them.If these conditions are met, quantum computing could