cd /news/artificial-intelligence/why-is-ai-slop-so-frustrating-to-rea… · home › topics › artificial-intelligence › article
[ARTICLE · art-166653] src=twitter.com ↗ pub= topic=artificial-intelligence verified=true sentiment=↓ negative

Why is AI slop so frustrating to read?

Zhizhuo (Z) Zhou reported on X that a benchmark from zonderlabs.com found AI writing violates established English writing principles far more often than human writing, with Claude Code replies "by far the worst offenders." Zhou identified three recurring slop patterns: hidden characters and actions where the main character and action are not the sentence's subject and verb, awkward noun-chained word choice such as "a label's awareness entry" and "vision-and-transcript pass," and a lack of prioritization that leaves sentences devoid of meaning or loaded with distracting points. Zhou argued the issue matters because most internet content is AI generated and technical communication must stay clear for humans to understand.

read2 min views1 publishedNov 10, 2026
Why is AI slop so frustrating to read?
Image: source

Zhizhuo (Z) Zhou on X: "Why is AI slop so frustrating to read? AI writing often obscures main ideas and invents awkward phrases, making sentences more complex than necessary. Many of these slop patterns violate writing principles established in English writing books. In our benchmark, AI writ… / X

Zhizhuo (Z) Zhou on X: "Why is AI slop so frustrating to read? AI writing often obscures main ideas and invents awkward phrases, making sentences more complex than necessary. Many of these slop patterns violate writing principles established in English writing books. In our benchmark, AI writing breaks these principles far more often than human writing, with Claude Code replies by far the worst offenders. We show examples of the most common slop patterns in this thread"

Why is AI slop so frustrating to read? AI writing often obscures main ideas and invents awkward phrases, making sentences more complex than necessary. Many of these slop patterns violate writing principles established in English writing books. In our benchmark, AI writing breaks these principles far more often than human writing, with Claude Code replies by far the worst offenders. We show examples of the most common slop patterns in this thread

Why is AI slop so frustrating to read? AI writing often obscures main ideas and invents awkward phrases, making sentences more complex than necessary. Many of these slop patterns violate writing principles established in English writing books. In our benchmark, AI writing breaks these principles far more often than human writing, with Claude Code replies by far the worst offenders. We show examples of the most common slop patterns in this thread

The most jarring slop pattern of AI writing is hidden characters and actions. This happens when the main character and action of a sentence are not the subject and verb. See how the same story of "a duck (main character) walked up and asked (main action)" can be written in an unclear way. 2/5

Another common AI slop pattern is awkward and confusing word choice. AI models have a tendency to chain together nouns into unnatural expressions. Some in the wild examples include "a label's awareness entry," "vision-and-transcript pass," and "length floor drops a block." 3/5

Finally, AI writing often has no prioritization of the points it wants to make. This results in sentences that are devoid of meaning or sentences that have multiple distracting points. 4/5

This writing stuff matters because the majority of the internet we consume is AI generated. And as work, research, and technical communication become increasingly AI generated, we must make sure that AI communicates clearly in a way that us, humans, can understand. Read more about slop and explore interactive demos on our web page zonderlabs.com/slop And if you vibe with our mission, please reach out!

Have you found any mitigations? Genuinely, which ever lab solves this will have my subscription forever. Every time I have to read dense claudish it makes my eyes twitch. Too much and I start to feel nauseous

── more in #artificial-intelligence 4 stories · sorted by recency
── more on @zhizhuo (z) zhou 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
→ Live at https://your-agent.zahid.host ✓
Get free account → Pricing
from €0/mo · no card required
LIVE [news/why-is-ai-slop-so-fr…] indexed:0 read:2min 2026-11-10 · —