行业共识是 Human-in-the-Loop。但当 Agent 连续自主运行数小时，逐步审批反而成了瓶颈。Human-in-the-End 不是移除人类，而是将人类的角色从操作者升级为拥有者。
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Technical insights and engineering experiences from building production systems.
行业共识是 Human-in-the-Loop。但当 Agent 连续自主运行数小时，逐步审批反而成了瓶颈。Human-in-the-End 不是移除人类，而是将人类的角色从操作者升级为拥有者。
The industry consensus is Human-in-the-Loop. But when agents run for hours autonomously, approving every step becomes the bottleneck. Human-in-the-End isn't about removing humans—it's about upgrading their role from operator to owner.