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Why Is AI Slop So Frustrating to Read?

zonderlabs.com20 points5 comments
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AI-generated writing is frustrating not merely because it has recognizable habits, such as “delve” or frequent em dashes, but because it makes readers work harder to understand important ideas. Casual AI content can often be ignored; workplace messages and code-review descriptions cannot, especially when the underlying subject is already complicated. The argument is that language models remain poor writers, in part because clarity is harder to reward directly than capabilities such as coding, which also offer more immediate economic value. Clear writing is a responsibility to readers, not just a matter of taste: people broadly agree on what makes communication easier to follow.

A comparison of AI and human writing found unclear communication in 54% of AI-written articles versus 10% of human articles, and in 78% of Claude Code discussions versus 11% of Stack Overflow posts. The analysis groups the problems into three faults: hiding the people or things acting and the actions they perform; using vague or unnatural wording, including awkward combinations of terms; and making empty statements or burying the main point under misplaced emphasis. In coding discussions, vague wording was especially common. The results also distinguish clarity from AI detection: detectors identified nearly all AI samples, but that does not explain why they are difficult to read. The practical standard is whether readers can quickly identify what happened, what matters, and what to do next.

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