基于 DeepTutor 理念重构的个人专属 AI 导师 Agent。本项目完全抛弃了原有的执行框架，底层采用 LangChain 与 LangGraph 进行彻底重写。通过构建基于图（Graph）的认知工作流与健壮的状态管理（State Management），实现了更具韧性的多智能体协同、反思纠错机制与 RAG 检索链路，专为打造高度定制化的 1v1 私人学习与效率助理。
☆17Nov 12, 2026Updated this week
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