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Pre-training one LLM across two supercomputers at once - AMD/ROCm and NVIDIA/CUDA, different queues, no shared filesystem. DiLoCo outer steps merged by a GPU-less VM via Flower/FedMom; DARL leases the corpus so no token is trained twice; membership is elastic, so a site stuck in the Slurm queue costs nothing.