What 'AI slop' actually means
It is not a detection verdict about which model wrote the text. It is a description of content that adds no specific knowledge, repeats generic structure, and could have been written about any topic without changing a sentence.
That definition matters because passing an AI detector does not make a page useful, and failing one does not make it useless.
The twelve checks
The checklist targets the patterns that make text feel hollow: unsupported claims, stacked adjectives, symmetrical paragraphs, lists with no numbers, and conclusions that restate the introduction.
Treat the score as a draft filter. A high score means the piece has specifics; it does not mean the argument is correct, which is why sourcing still matters.
“AI 灌水”到底指什么
它不是对“哪个模型写的”的检测结论，而是对一类内容的描述：没有增加具体知识、重复通用结构、换成任何话题都不需要改一句话。
这个定义之所以重要，是因为通过 AI 检测并不等于页面有用，没通过也不等于没用。
十二项检查
清单针对的是让文字显得空洞的模式：没有支撑的主张、堆叠的形容词、对称的段落、没有数字的清单，以及只是复述开头的结论。
把分数当作草稿筛子。高分说明这篇有具体信息，但不代表论证正确，所以来源核查仍然必要。