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This article reports on IonQ's technical milestone of running real-time error correction on a single CPU, a critical step toward practical fault-tolerant quantum computing. Additionally, the collaboration with Nvidia highlights the emerging hybrid architecture where classical AI infrastructure supports quantum workloads for applications like materials science and drug discovery. These developments underscore the convergence of classical computing power and quantum hardware as essential for scaling quantum systems.