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    1. Building on AGP, we present Autogenesis System (AGS), a self-evolving multi-agent system that dynamically instantiates, retrieves, and refines protocol-registered resources during execution.

      传统多代理系统通常在运行前就定义好所有组件和交互方式,但作者提出了一种在执行过程中动态实例化、检索和细化协议注册资源的系统。这与静态部署、预定义架构的主流AI系统设计理念背道而驰,暗示了一种更加动态和自适应的系统架构。