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Closed-loop benchmark of 9 VLA policies (GR00T N1.7, pi0/openpi, LoRA vs full fine-tuning) on BEHAVIOR-1K. Imitation learning / behavioral cloning with diffusion action heads in PyTorch, plus a reproducible eval harness, unattended training automation, and raw metrics.