进程内嵌入式自适应 Agent 内核：宿主只声明能力，内核自动做发现/路由/工具/记忆/权限，零硬依赖、SPI 可插拔，MIT。
进程内嵌入式自适应 Agent 内核：宿主只声明能力，内核自动做发现/路由/工具/记忆/权限，零硬依赖、SPI 可插拔，MIT。
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