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CUDA-Q enables GPU-accelerated quantum simulations and integrates with Amazon Braket for high-performance quantum computing. The architecture consists of developing CUDA-Q programs within Braket, deploying AI agents with quantum capabilities, and optimizing GPU resource management.

Future enhancements include hybrid quantum-classical loops and multi-agent collaboration. This integration aims to facilitate autonomous systems utilizing quantum computing for various applications like optimization and simulation.