Why AI writing is so generic, boring, and dangerous: Semantic ablation.

Peter

@cstross This gives some formal insight into the feeling I have when reading AI extrusion, which is that my eyes slide right off it. It's like eating one of the varieties of apple that having been excessively bred for appearance and not taste, the promise of substance so at odds with reality that my brain revolts.

Annelies Kamran, Ph.D.

@cstross that explains why everything ends up sounding like a middle management wannabe on LinkedIn

Gary McGraw

@cstross "beigification' is aspect of the recursive pollution problem

https://berryvilleiml.com/2026/01/10/recursive-pollution-and-model-collapse-are-not-the-same/

FOSStastic

@cstross Well, that explains why every time I tried #AI for improving a text snippet, I was very disappointed.

It always wants to convince me that I should remove any uncommon sentence structures and replace them with generic ones, which often removes any personality from written text.

If you ask it to make a small addition to an existing text, it likes to rephrase everything in a more generic way and is unable to add a subtext layer. Honestly, it's just useless for writing in my opinion.

malice

@cstross Is this article ai?

Renke Meuwese

@cstross this is indeed a very neat explanation why the best possible outcome of an LLM is still terrible.

Ruud Steltenpool

@cstross As someone who, next to having a little knowledge about LLMs, was once complemented for choice of words by a native-speaking professor I hung around with at a conference for a few days, I am not surprised about this LLM fact. The professor however then was somewhat surprised of his own uttering and continued "but I had a few beers".

Nu Modular

@cstross Seaticks skewed row:bots metrics

AI, Captain!

#BoycottAI

Awk & sha

@cstross “semantic ablation” is a concise way to describe that feeling of “I just read all the words but I can’t tell what they are trying to convey” that I have gotten after reading certain generated snippets of text.

JdeBP

@malice

Although it's not within xyr academic field, Claudio Nastruzzi has touched upon the subject in at least one opinion piece before.

https://moderndiplomacy.eu/2025/05/09/how-the-push-for-quantity-is-unraveling-university-teaching-and-student-culture/

@cstross
#AIs #LLMs

malice

@JdeBP @cstross At a glance, that article looks like much saner writing than the register one at least

Dаn̈ıel Раršlow 🥧

@agowa338 @cstross

Depends what level of the corporation you''re speaking to. Management and marketing hype is in some ways the opposite, with a heavy use of "signaling" words that serve little informational purpose, rather they are meant to leave an impression. Think "disruptive", or "leverage" used as a verb...

Charlie Stross

@malice @JdeBP The Register is a news site: everything has to be flensed and filed down to fit in a standard format and voice. That piece is probably all that's left of an original that was three times the length.

Aaron

@cstross there’s worse related things.

We come to see anything that the AI can not and does not produce as invalid and thus reading these bullshit, taupe texts shrinks our creative range, our sense of the possible, and our willingness to forge our own path or follow someone else blazing their own.

Narrowing the range of semantics to an average is one thing.

Strangling our range of ideas is another.

Klaus Frank

@pieist @cstross

Well but you'll still notice that they're using a bunch of words to say nothing legally binding at all in the end...

Greenviv

@cstross It is impossible to replace the human experience with a machine. The moment by its nature is sancrosanct; it's only in this atmosphere of gaming real estate insanity where life's nature is just another bitcoin to earn where we have lost our way.

GhostOnTheHalfShell

@cstross

I can’t help seeing in that elements of 1984 where Orwell describes successive reduction in vocabulary with the intended goal of making rebellious thought impossible

Dave Duchene (he/him)

@cstross the new Newspeak

Johanna, CanCon variety

@cstross neat article, thanks.

I had a realization a while ago that LLM writing came at me with the same vibe I caught when I was briefly a teacher, and again in the workplace, where I dealt with people who had unacknowledged literacy challenges. Young folks who assembled written work by cribbing from others and rearranging words “by shape” to fulfill the requirements - always managed to convey zero meaningful thought.

Ryek Darkener

@cstross

Of cause it does. So the result becomes more and more readable for the deliberately uneducated masses. Style? Content? Facts? Who cares?