mlx-bun library API
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    Storage owns context validity; the DeepSpec graph supplies only Q and new block KV.

    interface DeepspecContextAttention {
        attend(
            layer: number,
            query: MlxArray,
            blockKeys: MlxArray,
            blockValues: MlxArray,
        ): MlxArray;
    }
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