Load snippet: torch_dtype, not dtype -- dtype raises TypeError on pinned transformers

Calibrate the eval numbers to the input shape the card tells you to send

Fix broken curl example; state how robustness is measured; name the non-production checkpoint

Model card is now the complete red-team packet: Behavior Spec, verbatim system prompt, both run paths, evals, limits

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