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Reading edition of the existing public citation version v1.0, released 2026-09-25. The source and fixed version remain available below.
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Human Judgment and Responsibility in Multi-Agent Systems
Xufen Tu · Independent Interdisciplinary Researcher Public Citation Version: v1.0
When several automated systems contribute to an outcome, their combined involvement can make responsibility harder to locate. People affected by the outcome may know that many participants were involved without knowing who remains answerable to them.
My research observation is that more participants do not necessarily bring clearer accountability. Even when each contribution appears useful, the consequences of the overall result may be difficult to explain or address. That difficulty matters most to people who must live with those consequences.
My current position is that distributed participation does not, by itself, remove human or institutional responsibility. An outcome that affects people still raises a public question about who can answer for it. The number or capability of the systems involved cannot settle that question.
This position does not assign responsibility in any particular case. It does not prescribe how automated systems should be organized or how disagreements among them should be resolved. Different circumstances call for careful human judgment, and human judgment can itself be mistaken.
The public concern is whether affected people can identify someone answerable for a consequential outcome, even when many automated contributions are involved.
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Original public source · Fixed source version
Public citation release: 2026-09-25 · Version v1.0.
Cite this work
Tu, Xufen. “Human Judgment and Responsibility in Multi-Agent Systems.” Public Citation Version v1.0. Public release: 2026-09-25. https://github.com/xufentu-creator/xufentu-human-judgment/blob/ef3beab4ada8679a722c9679985fd7ca782ee4c3/research-essays/human-judgment-and-responsibility-in-multi-agent-systems.md