我想补充一个背景说明，关于我当时为什么会做这个工具，以及我对 LV 的理解。
当时开发这个工具的直接原因很简单：
作为过渡期协调员，我需要促进社区信息的流通，而长帖子对任何人来说都是不小的阅读负担。
于是做了这个分析工具，目的是降低信息处理成本，而不是引入新的判断标准。
关于 LV，我在开发工具时，一直以为它是自动算法评估的结果。基于这个理解，我最初只是把它当作一个现成的元数据字段进行展示。
在后续讨论中，大家提出了关于光环效应的担忧，这也让我意识到：即便是中性的元数据，只要被显性呈现，也可能对阅读顺序和判断产生潜移默化的影响。
因此后续版本，默认弱化或隐藏了 LV 与身份信号，将它们从第一眼可见的判断线索，下沉为在需要时才查看的上下文信息。
我很认同 woodbury 和 Hanssen在工具开发贴里提到的一点：真正重要的不是 LV 本身，而是我们是否鼓励社区成员先看观点，再看身份。
如果这个工具在设计层面上，在任何程度上放大了相反的阅读路径，那都是我需要持续修正的地方。
以上仅为事实说明，不涉及对任何具体操作、个人或提案的评价。
祝好,
Hongzhou
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I’d like to add some background context on why I originally built this tool, and how I understood LV at the time.
The motivation was quite straightforward.
As a transitional coordinator, my role was to facilitate information flow within the community. Long discussion threads are difficult for anyone to digest efficiently, so I built this analyzer to reduce the cost of processing information, not to introduce new judgment criteria.
Regarding LV, when I developed the tool, I genuinely assumed that LV was the result of an automatic, algorithmic evaluation by the forum system. Based on that assumption, I treated LV simply as an existing metadata field and displayed it as such.
In subsequent discussions, some community members raised concerns about the potential halo effect. This helped me realize that even neutral metadata, once made explicit, can subtly influence reading order and judgment.
As a result, in later iterations of the tool, LV and identity signals were intentionally weakened or hidden by default, moving them from an immediate visual cue to contextual information that can be inspected only when needed.
I strongly agree with a point raised by woodbury and Hanssen within the tool development post: what truly matters is not LV itself, but whether we encourage people to evaluate arguments before identities.
If this tool, at the design level, has amplified the opposite reading path in any way, that is something I see as my responsibility to continue correcting.
This statement is purely factual and does not constitute an evaluation of any specific action, individual, or proposal.
Best,
Hongzhou