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浅层 Agent 依赖上下文窗、易陷循环且缺乏持久状态；深度 Agent 以规划/委派/持久记忆/人类在环为支柱，基于 LangGraph 的有状态编排与 DeepAgents harness，支撑小时到天级复杂任务。
持久化
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