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Introduces CurveFP, a closed-product codebook family that distributes quantized magnitudes across interleaved logarithmic curves, enabling exact sign XOR and integer-index updates. It achieves FP8-class behavior with seven-bit inference and improves perplexity on 7B-9B models.