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AMD ROCm and Radeon GPUs enable an end-to-end Real2Sim2Real workflow for embodied AI, covering data generation, policy training, simulation validation, and real-world deployment. Synthetic robot demonstrations are generated using GPU hardware rasterization and converted to LeRobot format. A SmolVLA-450M policy is fine-tuned on AMD hardware, validated in simulation, and deployed on a Franka robotic arm, demonstrating effective sim-to-real transfer and policy robustness.