According to God of Prompt, C2C projects have introduced a breakthrough method where models exchange KV-Caches directly, bypassing the traditional conversion of thoughts to text and back. This approach allows AI models to share raw neural representations, maintaining semantic information in a compressed and lossless form (source: @godofprompt, Jan 17, 2026). This development has significant implications for the AI industry, enabling faster and more efficient inter-model communication, reducing information loss, and opening new opportunities for building advanced multi-agent AI systems and seamless AI workflows.