mlx-bun library API
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    One forward over a prefix-shared concat instead of two [prompt; response] forwards: block-sparse mask plus block-wise rope, bit-exact with the pair.

    interface PrefixSharedTraining {
        prefixSharedHidden(ids: MlxArray, layout: PrefixLayout): MlxArray;
    }
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