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Both call sites convert outputs to numpy immediately, so the stricter inference-mode tensors are safe; saves autograd view/version tracking overhead. Verified end-to-end on CUDA (alpha finite, no NaN). Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>