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本文拆解这套机制——Hook 链（Agent 框架的 Callback 切面）+ 挂在它上面的读写两侧 offload（长内容落盘、上下文仅留引用句柄）+ HITL 门禁 + 上下文联动闭环。 案例一：用户让 Agent 改一张核心表的 ETL——1200 多行的长 SQL。Agent 读完原文、开始输出，写到一半"偷懒 ...