A newly published arXiv paper introduces Cache-to-Cache, a novel framework that allows large language models to exchange semantic information directly through their internal caches. By bypassing traditional text generation and parsing steps, this direct communication method aims to significantly improve computational efficiency and reduce latency in multi-model interactions.