Abstract: Large models have ushered in a new stage of AI development. In the intelligence era, intelligent agents have evolved from single-task performers to multi-agent collaboration. Cloud computing provides dynamic computing, storage, and network resources through virtualization technology. Multi-agent systems can call these resources on demand, supporting the parallel operation of large-scale intelligent agents and becoming a powerful support for multi-agent collaboration.