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    "Causality in AR, batch isolation, intended noncausal attention in SAT/NAT/local; do not mutate counters during eval",
    "Binary parameter ownership, no duplicate output projection, dtype/shape/device, finite backward and optimizer state updates",
    "Exact small and deployment-geometry parameter/buffer accounting plus allocation estimates; no long CPU benchmarks",
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    "raw input dataset shards and exact train/validation/test split/token tensors",
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