The paper introduces a cache-to-cache mechanism that enables large language models to exchange semantic representations directly. This approach aims to improve communication efficiency and coherence between LLMs without relying on traditional token-based interfaces. The authors discuss the protocol design and outline its potential benefits for collaborative AI systems.