Q-CTRL has integrated NVIDIA's Ising open model family into its Boulder Opal Scale Up software to enhance autonomous quantum control. This move aims to replace manual calibration with AI-powered agents that can navigate complex quantum systems, particularly as quantum processors approach thousands of qubits. The increasing scale of quantum processors creates a significant operational bottleneck due to the non-linear growth of noise sources and gate tuning complexity. By leveraging NVIDIA's Ising model, Q-CTRL's software can now autonomously characterize and mitigate noise, streamlining the development of quantum systems1. This integration has significant implications for the development of post-quantum cryptography, as advancements in quantum computing accelerate the need for cryptographic migration. The urgency to plan for post-quantum cryptography increases with each breakthrough in quantum autonomy, making Q-CTRL's integration a critical step in the transition to quantum-resistant cryptographic systems.