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Wikipedia:Artificial intelligence resources

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This is a directory related to artificial intelligence (AI) in various administrative namespaces including; protocols, essays, collaboration groups, maintenance resources, discussions and news.

For other useful directories and indexes, see Wikipedia:Directories and indexes.

Protocols and information

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Overviews

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Noticeboard

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Policies

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Guidelines

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Essays

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Humorous

Proposals

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Draft(s)

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Failed

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WikiProjects

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Maintenance

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Chatbots (and the large language models that power them) have become very popular; they can often output material much faster than humans can. Unfortunately, they cannot write as well as humans (yet), and their output is prone to hallucinations, false citations, and other errors. This has created a major cleanup burden at Wikipedia, as many editors (especially new ones) try their hand at using artificial intelligence to edit Wikipedia. You can help by identifying AI-written text, removing unsourced or inaccurate claims, and by identifying AI-generated images. For more information, see our AI Cleanup Guide.

Templates

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(Content progressive warnings)

Tracking

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Edit filters
AI-generated text
Pages tagged with {{AI-generated}} or {{AI-generated inline}}
To display all subcategories click on the "►":
AI-generated sources
Pages tagged with {{AI-generated source?}} or {{AI-retrieved source}}
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AI-upscaled images
Pages tagged with {{Upscaled images}} or {{Upscaled inline}}
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Speedy deletions due to LLM content
Pages tagged with {{Db-g15}}
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Draft declined due to LLM content
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Discussions

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Note: many abusive cases of LLM usage are discussed at Wikipedia:Administrators' noticeboard/Incidents
AI Cleanup noticeboard (74 threads)

Suspected AI-generated articles
Sanctuary (podcast) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The first iteration of the page was a draft containing user communication ("Key things to note before resubmitting", and then the AI incorrectly telling the user to "**Remove the decline/comment header lines.** In your current draft, the very top has these lines which mark it as declined:") and was subsequently speedily deleted under G15. Then Draft:Sanctuary (podcast) was re-created, declined at AfC, the AfC templates removed and then a very similar version pasted into article space.

The author has disclosed paid editing on behalf of Voyager Media, who produce the podcast that is the subject of this article. The article only cites WP:IMDB and a site called Techney.com, so SIGCOV is not likely to have been met. --Gurkubondinn (talk) 09:59, 3 April 2026 (UTC)[reply]

Patrick Cohen (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Appears to be a WP:LLMT of a page on fr.wiki. I tried engaging with the editor to explain that references needed to be verified before they could be added to en.wiki but all they did was to change some of the code to make it look like references had been accessed in 2026. This is not about the date but about human curation of references added to new pages on en.wiki and I have no confidence that the editor who started this page has understood the importance of WP:V and instead wants a shortcut to import content from fr.wiki without sufficient human review. JMWt (talk) 14:20, 2 April 2026 (UTC)[reply]

I’m the editor in question, and @JMWt, you’re looking at it the wrong way.
1. I did verify the sources.
2. I changed the access dates because you also advised me to.
3. This was not created using LLMs. I speak moderate French, meaning at a moderate level. No LLMs.
So what are you trying to say here instead? Please, tell me. Jibblesnark86 (talk) 17:37, 2 April 2026 (UTC)[reply]
You copied the code from fr.wiki for the references without checking them. JMWt (talk) 17:39, 2 April 2026 (UTC)[reply]
and I did not advise you to "change the access dates". I said that Each one needs to be checked for relevance and the details need to be verified by you or removed. JMWt (talk) 17:43, 2 April 2026 (UTC)[reply]
But I did check for verification, and when I did, I put it onto this wiki as well. So what’s the actual problem here? Jibblesnark86 (talk) 17:51, 2 April 2026 (UTC)[reply]
All of them have information on them too, that’s why I put them on here too. Believe me, I checked. Jibblesnark86 (talk) 17:52, 2 April 2026 (UTC)[reply]
Mouloud Achour (French-Algerian journalist) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Seems to be a WP:LLMT of the page on fr.wiki and includes the reference formatting code from the fr.wiki article: "Retrieved 27 September 2020" when the page was created on en.wiki in Dec 2025 JMWt (talk) 17:20, 2 April 2026 (UTC)[reply]

Jeffrey M. Gabriel (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This was first declined at AfC in Diff/1311901752 as bio (about a person not yet shown to meet notability guidelines) and ilc (a BLP that does not meet minimum inline citation requirements). After being re-submitted, a different user removes the AfC templates in Diff/1345720950 (with the edit summary theroadislong moved it) and then promptly moves the draft into article space in Diff/1345720974.

When the draft was re-submitted in Diff/1340520404, a reference to an item in iEyeNews was added but it does not seem to actually exist. The URL has never been saved to archive.org, which leads me to believe that this is an LLM hallucination.

The iEyeNews website seems to exist (according to DuckDuckGo search results), but it does not load for me. If the website and article actually loads for someone else then this is obviously not a fabricated/hallucinated reference. --Gurkubondinn (talk) 15:42, 2 April 2026 (UTC)[reply]

Trump International Hotel & Tower Gold Coast (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Article is obviously AI-generated and references do not match with content, such as reference five and the apparent services of the tower. elijahpepe@wikipedia (he/him) 00:11, 2 April 2026 (UTC)[reply]

Delete - this is the third time just this week that an author came to defend his AI usage by using using AI to generate a response on the AFD discussion, these LLM-generated replies are getting out of hand. ロドリゲス恭子 (talk) 05:09, 2 April 2026 (UTC)[reply]
and did I mention that the building is just a thought right now? No concrete plans to build it, might be WP:MADEUP. ロドリゲス恭子 (talk) 05:09, 2 April 2026 (UTC)[reply]
  • Speedy Delete not notable, has never been confirmed to being built, and article is written by AI.
JLN2026 (talk) 16:52, 2 April 2026 (UTC)[reply]
Delete as non-notable. Miiversal (talk) 17:31, 2 April 2026 (UTC)[reply]
N.Cooksey N.Cooksey (talk) 00:33, 2 April 2026 (UTC)[reply]
Delle navigationi et viaggi (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The article was almost surely created through the use of LLMs. There is an ongoing cleanup thread dedicated to the recent edits of the author of this article on the AI cleanup Wikiproject. The user in the meanwhile has been indef blocked in the main namespace for the usage of LLMs and completely blocked some days ago for their daily evasions with TAs. I've already reverted his other edits, what is left are the articles created by him. There are multiple WP:AISIGNS: In the first version created by the author there were a lot of WP:AIFICTREF (broken external links); there are still multiple signs of WP:AILEGACY (for example revealing their close friendship and intellectual exchange or demonstrating a sophisticated understanding of geography and global economic dynamics) that are completely missing in the sources; and finally there are facts that are simply absent in the sources that should reference them, such as the fact that the geographic maps were produced together with Gastaldi or the fact that Ramusio's work influenced the works of de Bry and Purchas (both facts are actually true, but they come from this source and not from the one used in that part of the article, which is this one). According to Copyleaks it was 100% AI-made (whilst according to GPTZero it's a mix of AI- and human-generated text, but I remind that these tools are not always reliable). All in all, I think that's a pretty straightforward violation of WP:NEWLLM and that the best course of action is WP:TNT. --Friniate 14:32, 1 April 2026 (UTC)[reply]

Delete - copy pasted from what LLM translated, with very little human intervention. ロドリゲス恭子 (talk) 14:54, 1 April 2026 (UTC)[reply]
Delete - definitely LLM translation e.g. "Ramusio did not merely compile texts but enriched them". Marvingauld (talk) 15:20, 1 April 2026 (UTC)[reply]
  • Comment Would a !draft help? There are hints of notability for this book, but this version of the article isn't quite good enough for Wiki. Translating the It wiki article isn't impossible, just difficult, if LLM isn't used. I've used Gtranslate a paragraph at a time when translating things in the past and you have to rework several of the citations if they are used multiple times; it's a pain in the neck, but can be done. I'm not interested in translating it, but others might be. Oaktree b (talk) 18:49, 1 April 2026 (UTC)[reply]
    I think it is likely that the topic is notable and would welcome an article written by a human. But that requires a complete rewrite with no unchecked content from an llm. JMWt (talk) 14:42, 2 April 2026 (UTC)[reply]
  • Just a note: the lead and part of the section about the structure were indeed translated from it.wiki (I noticed it now, thank you all for pointing it out), but the "content" section was entirely a product of the LLM (and the section about the structure is partly different from the original). --Friniate 15:30, 2 April 2026 (UTC)[reply]
Blind wine tasting (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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AI-generated article, and even if it wasn't, it's an overly-verbose paraphrasing of the blind taste test article, with some wine examples thrown in to puff up the reference list (along with the kind of pointless detail LLMs can't resist, like "blind tasting involves concealing the wine label or bottle shape...this can be achieved by covering bottles with plain paper bags or decanting the wine into neutral containers". And many references are hallucinated: Ref. 20's PMID resolves to a different paper, and Ref. 6 does not at all say what it's cited for. Textbook slop, let's delete it and be done with it. WeirdNAnnoyed (talk) 11:35, 31 March 2026 (UTC)[reply]

Delete - I wouldn't be surprised if most of the page was copy pasted directly from what the AI generator made. ロドリゲス恭子 (talk) 21:07, 31 March 2026 (UTC)[reply]
Delete: like everyone said, it’s AI generated and basically just copying the other article. DapperJakartan (talk) 21:49, 1 April 2026 (UTC)[reply]
Also the information isn’t notable or valuable, can be found elsewhere on Wikipedia DapperJakartan (talk) 21:50, 1 April 2026 (UTC)[reply]
@DapperJakartan: How did you decide it wasn't notable? Christian75 (talk) 14:41, 2 April 2026 (UTC)[reply]
Already covered elsewhere so doesn’t warrant its own article imo DapperJakartan (talk) 19:27, 2 April 2026 (UTC)[reply]
International Teletimes (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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There's a WP:COI in that the editor of the magazine in question appears to be the person writing the WP page. Also they seem to be relying on an LLM although this would appear to be less of a problem given the above. JMWt (talk) 09:47, 31 March 2026 (UTC)[reply]

Why do you think the LLM concern is less of an issue? ~2026-20069-11 (talk) 05:10, 1 April 2026 (UTC)[reply]
COI issues mean that one almost inevitably thinks that a topic close to you should be a page on en.wiki
LLM issues include introducing errors, but if it is a topic that the person knows better than anyone else, almost by definition they are best placed to curate the LLM output. JMWt (talk) 08:20, 1 April 2026 (UTC)[reply]
Chhatra Sangbad (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This is an AI generated article. Also, it fails WP:GNG. Other than some passing mentions, there is no WP:SIGCOV from reliable sources. আফতাবুজ্জামান (talk) 09:53, 31 March 2026 (UTC)[reply]

Bnwiki speedy deleted the article created by the same person. আফতাবুজ্জামান (talk) 10:01, 31 March 2026 (UTC)[reply]
Salamun Alaikum
I updated the article with some high quality news sources like Daily Star, Prothom Alo and TBS. This news shows that the magazine is notable. Also I added a criticism section for making the article neutral. In future, it will be more updated. Please check the new sources and I request to keep this article.
Oindrojalik Watch (talk) 14:30, 31 March 2026 (UTC)[reply]
Thanks but all four sources you added have almost same wording, basically saying the same thing and are based on a press release (their apology) by Chhatra Sangbad. That's not WP:SIGCOV. আফতাবুজ্জামান (talk) 19:34, 31 March 2026 (UTC)[reply]
Arctic Amplification (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails WP:N and appears to be WP:SYNTH; additionally, potential WP:COI concerns as the content reads like a student-style compilation of sources rather than a neutral, independently written summary. Borgensanal (talk) 20:21, 30 March 2026 (UTC)[reply]

  • Note: This discussion has been included in the list of Companies-related deletion discussions. Borgensanal (talk) 20:21, 30 March 2026 (UTC)[reply]
  • Comment It was written by a student as part of this wikiedu course. The topic is obviously notable, but I have concerns that it might be AI-generated, for example, the DOI (doi:10.1111/j.2153-3490.1969.tb00466.x) of the 5th reference doesn't exist. Kelob2678 (talk) 20:29, 30 March 2026 (UTC)[reply]
    Hello, I think there have been some misunderstandings. My student is new to Wikipedia and she didn't mean to publish yet in Mainspace. She told me she thought she was working in her sandbox. That paper with the broken DOI link is a real source, but the link doesn't work. If you check on Google Scholar you will find the paper: https://scholar.google.ca/scholar?hl=en&as_sdt=0%2C5&q=+%5E+a+b+BUDYKO%2C+M.+I.+%281969%29.+%22The+effect+of+solar+radiation+variations+on+the+climate+of+the+Earth%22.+Tellus.+21+%285%29%3A+611%E2%80%93619.&btnG=
    She needs to do some work on the article, but she is not finished yet. This is a notable topic with important scientific content. She is still working on it. I don't think deletion is warranted -- this is a new editor learning the ropes on Wikipedia. Give her a chance to sort out the referencing link issues and tone please. A problem with the DOI link does not automatically mean that it was written by AI (although I understand why you would assume that in this age of ChapGPT). This article is part of a course project and I think she will be able to get the article to meet Wikipedia standards. SarahSalal (talk) 00:11, 31 March 2026 (UTC)[reply]
    The editor is new to Wikipedia to the extent of writing completely unreadable and repetitive content and yet somehow has been able to work out how to reference using refname on the first attempt in a single large diff? That seems highly unlikely. JMWt (talk) 02:56, 31 March 2026 (UTC)[reply]
  • Delete All AI-generated so nothing here can be trusted. I agree the topic is probably notable, but there's nothing here that can't be added to Climate change in the Arctic. WeirdNAnnoyed (talk) 22:23, 30 March 2026 (UTC)[reply]
  • Delete That broken DOI for a paper that has a perfectly serviceable one is a bad sign. While Concordia University does not appear to have an AI policy overall, this could be an ethics violation depending on the rules set by the course instructor [3]. It is, at any rate, bad for the student to upload anything that is WP:G15-eligible like this. That's not the way to learn how to do research. Stepwise Continuous Dysfunction (talk) 23:51, 30 March 2026 (UTC)[reply]
    This is not an LMM article. I am writing it myself. Something went wrong with the referencing format and the links don't work, but I am working on fixing it and all writing is my own. CanadianGreatLakes (talk) 18:15, 31 March 2026 (UTC)[reply]
    Draftify or move back to user space. The best case is that this wasn't ready to be moved into article space. Among other issues, it contains language suited to an essay but not an encyclopedia article (e.g., relationships between Arctic amplification and mid-latitude weather should be continuously monitored). Stepwise Continuous Dysfunction (talk) 19:36, 31 March 2026 (UTC)[reply]
  • Note: This discussion has been included in the deletion sorting lists for the following topics: Environment and Suspected AI-generated articles. WCQuidditch 02:25, 31 March 2026 (UTC)[reply]
  • Delete highly likely that an LLM is in use because new editors do not suddenly learn perfect referencing code. Even beyond that, the content is not readable prose. This is not fixable without WP:TNT. JMWt (talk) 03:02, 31 March 2026 (UTC)[reply]
    Thinking a bit more about this, a novice editor would have to
    1. Know to use the reference creator wizard/tool
    2. Know that they needed the DOI url to create the properly formatted code
    3. Know when and how to use refname
    4. Do all of that for multiple different references in a single diff
    If the DOI itself is wrong, I think it is unlikely that the tool would work. So in order to get a correctly formatted reference code with the wrong DOI the editor would have to essentially be hand coding the references. And they'd have to be doing that for multiple references, with refnames, in a single diff without mistakes.
    There are many regular editors who have been here for decades who can't consistently do that. JMWt (talk) 10:03, 31 March 2026 (UTC)[reply]
    I am learning how to do this in Wikiedu. I have taken the courses that were assigned to me in this platform. I am still having trouble figuring out how to properly upload my references. I am working on it now and for the rest of the week. CanadianGreatLakes (talk) 17:58, 31 March 2026 (UTC)[reply]
    I think that someone who has followed tutorials and seen some examples (and been told about the "preview" button) could do that. It's more plausible in a class setting. Stepwise Continuous Dysfunction (talk) 19:39, 31 March 2026 (UTC)[reply]
  • Comment No comment on the nominators other issues, but in this case, the broken DOI is NOT an AI sign, I was able to independently confirm that this is a bug from the VisualEditor Cite tool: [4], and from further investigation it came from here: [5]. Pinging the others to see if it changes their vote: @JMWt: @Stepwise Continuous Dysfunction: @Kelob2678: @WeirdNAnnoyed: Jumpytoo Talk 15:48, 31 March 2026 (UTC)[reply]
    It works when I found the paper on google scholar and added it using visualeditor in my sandbox. So somehow you would have to find a magic DOI that works in the visualeditor cite tool (which isn’t first result I got using google scholar) but doesn’t give a valid DOI url. It could happen but still seems unlikely JMWt (talk) 16:07, 31 March 2026 (UTC)[reply]
    Maybe the editor was using their universities library search tool? That probably linked to the Wiley source which has the broken DOI. Jumpytoo Talk 18:02, 31 March 2026 (UTC)[reply]
    Yes I think this is what I did. I'm trying to fix it. CanadianGreatLakes (talk) 18:21, 31 March 2026 (UTC)[reply]
  • Draftify I think the issue with the doi has been adequately explained above and there is no harm if the page is preserved in some way. Kelob2678 (talk) 23:13, 31 March 2026 (UTC)[reply]
Campaign of the mud (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Per WP:NEWLLM there are a limited acceptable uses for llms, one of which is to assist with translation following WP:LLMT. This page was created with edits with fairly numbers of large characters which the editor listed as a translation of the Russian. The talk page shows that this was achieved with an llm and there is very little evidence that the translation has sufficient/any substantive human checking. JMWt (talk) 17:08, 29 March 2026 (UTC)[reply]

Delete - non notable LLM page that might as well be a quick copy-paste from LLM translated Russian text. ロドリゲス恭子 (talk) 16:38, 31 March 2026 (UTC)[reply]
Les amours de Psyché et de Cupidon (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Misuse of LLM per WP:NEWLLM. Exhibit A is the words of the editor who created the page on the talk page: they have described using Claude to "verify the page numbers against the Harrison 2024 text". Clearly no effort has been made to verify this is actually correct, because that would take more time than doing proper referencing in the first place using human facilities to read the page numbers. JMWt (talk) 11:30, 29 March 2026 (UTC)[reply]

That would also run up against the narrative that AI can do anything and everything in seconds, and we puny humans with our "logic" and "fact checking" are troglodytes by comparison. As for the article, delete. It effectively has only one source, which clearly has not been vetted. If the creator cares enough, let them spend all the time they saved with AI fixing the article properly. If not, we don't need it anyway.WeirdNAnnoyed (talk) 12:47, 29 March 2026 (UTC)[reply]
I have removed all LLM-generated content and replaced it with a human-written article, about a book that I consider obviously notable (hundreds of scholarly articles about it). If you are willing to withdraw your delete !vote (since I believe your concerns have been addressed), this AfD can be speedy-closed. ~ le 🌸 valyn (talk) 18:40, 31 March 2026 (UTC)[reply]
  • Note: This discussion has been included in the list of Suspected AI-generated articles-related deletion discussions. WCQuidditch 15:02, 29 March 2026 (UTC)[reply]
  • Delete per nom. I checked the first two footnotes, which probably constitute a copyright violation. The article,

    Les amours de Psyché et de Cupidon (The Loves of Psyche and Cupid) is a 1669 prose and verse work by the French author Jean de La Fontaine.[1] It is his longest single work, extending to nearly 140 pages in the standard Bibliothèque de la Pléiade edition.[1] The text is predominantly in prose but is framed as a prosimetric composition containing a number of inserted poems.[2]

    The source,

    Les Amours de Psyché et de Cupidon (‘The Loves of Psyche and Cupid’, hereafter LAPC) by Jean de La Fontaine (1621–95), best known for his Aesopic verse fables, is his longest single work, extending to nearly 140 pages in the standard Pléiade edition, and one of his few extensive compositions predominantly in prose, though its prosimetric frame contains a number of inserted poems.

    Kelob2678 (talk) 20:54, 29 March 2026 (UTC)[reply]
    Keep per LEvalyn.Kelob2678 (talk) 23:21, 29 March 2026 (UTC)[reply]
  • Keep, and stubify to address copyright violations. This is obviously a notable book: with more than a thousand hits in google scholar, I immediately see dozens that satisfy WP:NBOOK. I am not persuaded AfD was the correct venue to address this problem, since the nomination does not address notability or give evidence of a WP:BEFORE. It could have been stubified as normal editing. Also, in the author's mild defence, it arguably did not contravene WP:NEWLLM at the time it was created, since at that time the guideline forbade creating articles "from scratch", and the Talk page comments do assert editing and human review in addition to the Claude review. Since copyright violations are urgent, I will stubify and revdel now. ~ le 🌸 valyn (talk) 22:27, 29 March 2026 (UTC)[reply]
    That is obviously contradictory - the editor asserts human review.. but Claude introduced urgent copyright violation.
    It's not enough and can never be enough because for every error that a careful and competent editor finds and corrects, the llm is likely the have introduced another 10.
    Other editors need to go through this line by line and claim by claim, the llm has generated extra work. Yes, a human could have created mess like this but no they usually don't write content that looks superficially like normal WP coding and referencing in one large diff. We have enough problems already without the existential threat to this encyclopedia of machine written content. JMWt (talk) 06:01, 30 March 2026 (UTC)[reply]
    That said, I can see that your stubifying has required some effort and I thank you for doing that. A discussion about a stub written by a human is a different question than a page mostly written by llm and if you are telling me that the page has indeed now been completely checked and references checked for relevance by you then I am happy to reconsider withdrawing the nom as it looks like the llm added content has been reviewed carefully by you. JMWt (talk) 07:14, 30 March 2026 (UTC)[reply]
    All content currently in the article was fully human-written and verified by me. I have removed and revision-deleted all LLM-generated content because of the apparent copyvio. The prevalence of copyvio is why we changed WP:NEWLLM to now forbid this kind of use; I was just noting that this particular kind of article creation was permitted at the time when it was created, and the original author contributed in apparent good faith.
    I would never argue that other editors are obliged to go through an LLM-generated article line by line and claim by claim. However, if an article does not qualify for WP:G15 speedy deletion (which is for LLM generated articles with no human review), I think it is reasonable to consider doing a WP:BEFORE and stubbing an LLM-generated article down to a single sentence as in this revision before bringing an article to AfD. I'm personally choosing to expand the article again after stubification because 18thC literature is an interest of mine, but a notable stub with a good infobox is a perfectly acceptable incremental improvement of the encyclopedia, and takes less total editor time than a full AfD. ~ le 🌸 valyn (talk) 19:55, 30 March 2026 (UTC)[reply]
    You have done good work here and I congratulate you. JMWt (talk) 20:26, 30 March 2026 (UTC)[reply]
Delete per TNT - there's no way we can keep this page due to the parade of LLM usage and Copyright Violations ロドリゲス恭子 (talk) 00:36, 30 March 2026 (UTC)[reply]
I don't think TNT is necessary any more, since I have already removed all LLM generated content. The current state of the article is completely different and human-written by me. ~ le 🌸 valyn (talk) 19:56, 30 March 2026 (UTC)[reply]
Good work!!! This page can be saved then, Congratulations!! ロドリゲス恭子 (talk) 16:37, 31 March 2026 (UTC)[reply]
Olive cultivation in Italy (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The article was almost surely created through the use of LLMs. There is an ongoing cleanup thread dedicated to the recent edits of the author of this article on the AI cleanup Wikiproject. The user in the meanwhile has been indef blocked in the main namespace for the usage of LLMs and completely blocked some days ago for their daily evasions with TAs. I've already reverted his other edits, what is left are the articles created by him. There are multiple WP:AISIGNS such as WP:AILEGACY, but especially a lack of text-source consistency mixed with hallucinations: for example, in the text it's claimed that in Italy There are about 1 million hectares of olive groves in specialized use and another million in mixed farming. The claim is referenced with this source. The problem is that the source talks only about the first million, and there's no trace of the other million. Immediately above it's claimed that Central regions have 19% of the area [...] Only 2% is in the north. These informations are referenced with this source that doesn't talk at all of these percentages. They are true, but they come from a completely different source... Additionally, both GPTZero and Copyleaks confirm that the text is AI-generated. All in all, I think that's a pretty straightforward violation of WP:NEWLLM and that the best course of action is WP:TNT. --Friniate 14:25, 29 March 2026 (UTC)[reply]

EDIT: Nomination withdrawn (see below).--Friniate 15:34, 30 March 2026 (UTC)[reply]
Delete by TNT - it may be notable, but have a hand write it over, not a robot. ロドリゲス恭子 (talk) 19:13, 29 March 2026 (UTC)[reply]
  • Trinitrotoluene detonated. Rand Freeman (talk to me) 03:57, 30 March 2026 (UTC)[reply]
    Ok, I see that you've completely rewritten the article, thank you. I'd withdraw the procedure except that I see some problems in the current article too:
    • In the source it isn't said that Italy suspended the production of olive oil during WWI. In fact, it'd be almost impossible I think. What's being said is simply that "France and Italy were otherwise occupied" and they didn't export as much olive oil as before.
    • In this source I can't find anywhere that the Late Empire still had at least 200 groves. There's a 200 olive oil production installation figure, but it's referred to the Late Republic.
    • I don't really understand why only the olive charcoals dating back to 5740–5590 BC where cited when in the source are listed also older archeological discoveries related to olive oil production...
    • I can't check other sources, but I find quite strange sentences like Italy and Spain together produce 96% of all olive oil that is exported from either Italy, Spain or Greece into the top fifteen importers of olive oil. What does it even mean?
    I don't know if these are all remnants of the LLM-slop that there was before, but if we're going to withdraw the AfD procedure and keep the article, we need to make sure that every piece of information is really backed by sources. --Friniate 09:53, 30 March 2026 (UTC)[reply]
    Good eye, #1–3 were issues with my own (human) reading and I had difficulty coming up with a none-CLOP way to reword the source for #4. I have fixed those to the best of my ability. Let me know if there are still issues. Rand Freeman (talk to me) 10:04, 30 March 2026 (UTC)[reply]
    @RandFreeman Thank you for the fixings. I've still doubts on the notability of the #4, but now I think that I can withdraw the nomination. --Friniate 15:33, 30 March 2026 (UTC)[reply]
New England Brick Company (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Misuse of LLM per WP:NEWLLM. Exhibit A: a references claims "Retrieved May 18, 2024" when the page did not exist in 2024. The editor that created the page has detailed their misuse on the talk page JMWt (talk) 10:07, 29 March 2026 (UTC)[reply]

  • Comment, would this fall under WP:G15 as an implausible reference?
    SecretSpectre (talk) 10:26, 29 March 2026 (UTC)[reply]
    I think there is very little point in playing wack-a-mole, there are likely many errors one could find and many different reasons to !delete, the overwhelming one is use of LLM and it is not really worth the effort to find and argue about all the other details. JMWt (talk) 11:22, 29 March 2026 (UTC)[reply]
  • Delete, it's barely an argument with an unexplained and nonsensical error like that where it would even qualify for G15. Even if this were someone's old draft from 2024, the access-date should have been updated when the author (should have) re-read the source again before including it. --Gurkubondinn (talk) 11:33, 29 March 2026 (UTC)[reply]
  • Delete: per G15. That access date error is a sure sign that the editor did not properly review the article, and admitting that it was created by AI is a headshaker. Ravenswing 15:35, 29 March 2026 (UTC)[reply]
  • G15 Delete In addition to above, the " History of the Clay-working Industry in the United States" links to completely unrelated book. I tagged the article for speedy. Jumpytoo Talk 17:57, 29 March 2026 (UTC)[reply]
CENOS (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Based on connected promotional sources and possible LLM generated article. Rht bd (talk) 15:18, 28 March 2026 (UTC)[reply]

  • Keep – disclosed COI: I am affiliated with CENOS.
I agree that any weak, connected, or promotional sources should be discounted or removed, and any wording that appears non-encyclopedic should be cleaned up. However, I believe the subject is still covered by multiple independent sources that support notability, including Engineering.com (2021 and 2023), LSM (2020), Dienas Bizness (2020), and Tech.eu (2022). In my view, the key question is whether the topic has significant independent coverage, and I believe those sources are the relevant basis for evaluating that. Any prose or sourcing cleanup issues can be addressed through normal editing rather than deletion. Martin-Palmet (talk) 19:21, 28 March 2026 (UTC)[reply]
Canon RF mount communication protocol (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Article smells LLM generated and was created with HTML markup. All sources are either unreliable (forums/Reddit) or primary from Canon. Laura240406 (talk) 10:44, 28 March 2026 (UTC)[reply]

Trifacial Trinity (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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AI-generated, per author's own admission on article's talk page. sapphaline (talk) 17:17, 27 March 2026 (UTC)[reply]

Speedy keep. I am not aware of any issues with the article. WP:LLMDISCLOSE cannot be grounds for AfD nomination, IMHO. Just in case, I have run verification on the claims in the article and a check for close paraphrasing that did not point to any major issues either (results are on the talk page). Викидим (talk) 20:24, 27 March 2026 (UTC)[reply]
Question: have you actually read all of the sources you reference in the article? Are you able to reference academic papers correctly? Why exactly have you used an llm - and do you have the skills to assess and critique the responses it gives? JMWt (talk) 22:03, 27 March 2026 (UTC)[reply]
Yes, of course, with a caveat. Article, contrary to the assumption by the nominator, is not entirely created from the LLM output. In addition to a lot of my manual edits, it is based on a translation from the Russian Wikipedia (ru:Смесоипостасная Троица), all of this BTW is clearly listed in the LLMDISCLOSE. Russian source proved hard to get, so I did not read it and simply trusted the author of the Russian article, see the details (yellow question mark) in the verification table on the talk page of the article. Викидим (talk) 23:00, 27 March 2026 (UTC)[reply]
Comment I am somewhat puzzled by this AfD. The article is pretty robust, with sources, sfn templates with page numbers, and now even a verification report on the talk page with quotes from sources. What percentage of our articles are at this level of development, even the new ones? For a comparison, let's look at the Miss Venezuela 1996 (we recently had a whole series of these restored to the article space): just two sources, each one used to confirm just one claim (some in the series have just one source), no traces of any attempt of checking the WP:V. I fully expect each of these articles with practically all claims unsourced to have multiple factual errors, yet they seem to generate no stir. On a common-sense level, concentrating on the "Trifacial Trinity" seems like wasting time. The purpose of the AfD IMHO is to weed out the bad articles, not the ones written with the help of a particular tool. Викидим (talk) 06:25, 28 March 2026 (UTC)[reply]
Keep – The editor who authored this article is competent at producing content for Wikipedia. He applied AI to assist him in creating the article, and then spent the effort required to make sure the article is worthy of keeping. WP:NEWLLM is not a content guideline, it is a behavioral one, because most people cannot be trusted to use LLMs responsibly. What do we do when an article is fixable? We fix it. This article has not only been scrutinized to determine that there isn't anything glaringly wrong with it, it is far past the threshold that if anything is wrong with it, it would probably be minor and definitely worth fixing. Therefore, we should keep the article. You have at least 2 experienced editors willing to further improve the article as needed (myself included), so look it over carefully, and point out any problems you can find with it, and they'll be fixed in short order. Sincerely,    — The Transhumanist   06:38, 28 March 2026 (UTC)[reply]
WP:NEWLLM is marked as a content guideline. Stepwise Continuous Dysfunction (talk) 06:41, 28 March 2026 (UTC)[reply]
Which focuses on how it was edited (with what tools), that is, using AI, which is a behavior. Check the arguments. They are about the probability of screw ups with a tool in the hands of someone who doesn't know what they are doing. So, it doesn't apply here. AfD is about content, so let's focus on that. The content of this article has been gone over carefully to identify and remove any such problems. So, its development has already transcended those concerns and moved past that phase of development. It's in the tidying up stage now. Again, if there is anything wrong with the article, point it out, and it will be fixed. That's a major purpose of AfD: to determine what needs to be done to an article to make it worthy of keeping.    — The Transhumanist   07:59, 28 March 2026 (UTC)[reply]
I don't agree. The point is that if someone uses llms - to the extent of trusting the output more than themselves - then nobody can check it. Not them, not anyone else.
As I have alluded to above, the llm was asked to create a reference. The reference is wrong. The editor has not noticed and has not made any effort to correct it - and we are now to take it on trust that all the other things they have added, which I cannot quickly check, have been done carefully and to the best standards of en.wiki? JMWt (talk) 08:44, 28 March 2026 (UTC)[reply]
If you have discovered an issue (The reference is wrong), would you mind telling me what this issue is, so I can fix it? Викидим (talk) 08:55, 28 March 2026 (UTC)[reply]
no I can't. The whole point is that you seem unable to intelligently moderate the results of the llm. If you can't see what's wrong with the reference then maybe you need to have a bit of a think about how and why you are using llms like this. There's a perfectly usable system for creating references, so use it. Everyone else does.JMWt (talk) 09:11, 28 March 2026 (UTC)[reply]
Dear colleague, no I can't might mean different things: (1) "no, I do not know of any issue" (2) "yes, I do know about an issue, but cannot tell you". Which one is it? Ad hominem discussions If you can't see what's wrong with the reference then maybe you need to have a bit of a think ... do not improve the article. Викидим (talk) 09:32, 28 March 2026 (UTC)[reply]
we are not here discussing improving the article, we are discussing whether it meets the standards for inclusion and by your own words and deeds it does not. You have added slop to this encyclopedia and expect praise and thanks for doing it. JMWt (talk) 09:52, 28 March 2026 (UTC)[reply]
I could care less about the praise. As my profile in Russian says, "Through my work, I get regular, independent (often market-driven) proof that I'm right, so I don't need to stroke my ego by winning Wikipedia discussions just to keep my endorphin levels up." Here, I simply look for a straight answer to a simple question: do you know of any error in this article? Викидим (talk) 10:04, 28 March 2026 (UTC)[reply]
  • Delete - per WP:NEWLLM. The editor that did much of the work on the page has been open that they have used an LLM improperly and there is evidence that the LLM just isn't very good at writing Wikipedia articles. In future use your brain and ability and do not delegate to a statistical model. JMWt (talk) 08:47, 28 March 2026 (UTC)[reply]
    (1) I did not say that I have used an LLM improperly. (2) When I was young, some very good linguists taught me that many theories of language declare it to be a statistical model (cf. Exemplar theory), and the goal of learning is to form or shift these distributions. AI at the time was just a way to get government grants, LLM did not exist. I therefore see no shame in using a statistical model working faster than my brain (similarly to the porter who does not deliver goods better than the delivery driver, just slower). Викидим (talk) 09:14, 28 March 2026 (UTC)[reply]
    yes you did. You said how you used it which was clearly against WP:NEWLLM. There's absolutely should be shame in using LLMs to create obviously bad content. There's nothing else to be said, do not expect me to reply to you again. JMWt (talk) 09:18, 28 March 2026 (UTC)[reply]
Comment: There's a stark contrast in conduct here between the keep and delete sides that needs highlighting for the closer. Викидим has bent over backwards in good faith—disclosing AI use upfront with WP:LLMDISCLOSE, building from a ru:WP translation, manually verifying all claims (including sourcing a rare 1924 book mid-discussion via the Yeltsin Library), and providing comprehensive verification tables with quotes right on the talk page for anyone to check. That's about as in good faith as you can get.

Contrast that with the following deletion supporter's approach:

JMWt alleges a "wrong reference" but in the face of three direct requests to specify (so others can fix it!), responds "no I can't" and "do not expect me to reply again." That's not collaboration, it's disruption of the AfD process, that blocks improvement against the spirit of WP:BRD and WP:FIX.

And then there are the aspersions. There's no call for personal barbs here, and yet the attacks have piled up, right on this page: "Unable to intelligently moderate," "have a bit of a think about how you're using LLMs," "added slop to this encyclopedia and expect praise."

Slop? From an editor who discloses his methods, verifies his sources page by page, tracks down rare volumes from the Yeltsin Library while under fire, and lays out quotes for everybody to see?

The personal attacks on record here violate WP:ASPERSIONS and WP:CIVIL, while applying ad hominem rhetoric to distract from the thing of true importance: the verifiability of the content of the article. Sincerely,    — The Transhumanist   17:11, 28 March 2026 (UTC)[reply]
its not an aspersion. You also are capable of looking at the references and determining if they meet the standard. Instead you are here making unverifiable claims about the competence of an editor using LLMs - who has by their words and actions by definition shown that they are unable to read, internalise and understand WP:NEWLLM to the extent that they cannot even understand the problem. There are only a small number of references on the page, so go back there, look critically at the references and have a think about why it is unacceptable. We don't use LLMs like that. End of. JMWt (talk) 19:12, 28 March 2026 (UTC)[reply]
Dear colleague, it looks like I have finally solved your riddle. You most likely refer to the cited work of Judova. If yes, there is no error there - and no AI involvement. This is apparently an unpublished work, so {{cite journal}} is not applicable. I would not have quoted it at all, but its importance was validated by a publication in a peer-reviewed journal (Thiessen 2018). Thiessen had quoted Judova in exactly this way - as a web reference to academia.edu. For precisely the reason of the missing publication place and date, this is the reference I have struggled with, and ended up handcrafting it. So whatever deficiencies are there, they are entirely my fault, not an AI running unchecked. If this is the issue you have refused to disclose, your arguments here do not have any foundation.
To avoid future confusions, I have now added a small note to explain the cite, the reason for its inclusion and the cite format. I have also added "n.d." to explicitly specify that neither I, nor Thiessen know the date the work was written on. Викидим (talk) 20:58, 28 March 2026 (UTC)[reply]
The first line of this god-awful essay literally says "Discuss the work of art in relation to medieval ideas about physiognomy and/or
monstrosity." JMWt (talk) 21:42, 28 March 2026 (UTC)[reply]
  • Delete per NEWLLM and what JMWt is saying. It is the same argument that I have tried making countless times at this point, just presented much better thah I have managed to. The LLM has evidently added at least one false claim, and we are then being asked to trust the rest? In an article where those of us that don't speak Russian are unable to verify the sources ourselves? That is a gamble to slowly degrade the encyclopedia. --Gurkubondinn (talk) 10:19, 28 March 2026 (UTC)[reply]
    @Gurkubondinn: Please point out the evidence of the "evidently" LLM false claim you mentioned, and which JMWt has refused to do 3 times. Thank you. Sincerely,    — The Transhumanist   17:14, 28 March 2026 (UTC)[reply]
    No, I am not going to stuff AI-generated WP:BEANS up my nose. You have the same capability as JMWt to find this reference, and if it is pointed out then you would just fix/remove it and claim that the problem is now fixed. But this is only a symptom, and it is a symptom that tells us that the sources have not been adequently read by the author, which shows that we cannot be asked to trust the rest of them either. --Gurkubondinn (talk) 19:07, 28 March 2026 (UTC)[reply]
    Exactly this. The fact that nobody has gone back and edited the reference to meet the normal standards for referencing on en.wiki and instead want to come and fight for the right to be respected whilst poorly curating the results of an llm says all that needs to be said. Can't Even See The Problem. JMWt (talk) 19:17, 28 March 2026 (UTC)[reply]
Academia.edu is not a publisher, it is a repository. We never reference anything without a date. That's two mistakes which an experienced editor who actually has access to the source they are citing would not make. As stated above, it is a symptom. A symptom of a poorly referenced article where the llm has written a nonsense reference that an editor with experience of writing and referencing academic articles would not make. The norms are very clear and obvious at WP:CITE. JMWt (talk) 19:39, 28 March 2026 (UTC)[reply]
on further investigation - which to be clear, I absolutely did not need to make - the source itself is unreliable and undated. It is likely either a university essay written by an undergraduate or is itself a product of an AI halucination. Either way, entirely unsuitable as a source on en.wiki. That's without considering the content, which is likely to be complete rubbish. JMWt (talk) 19:59, 28 March 2026 (UTC)[reply]
I have replied elsewhere on this thread. If you are still unhappy (Thiessen 2018 was OK with that), this reference can be removed. Citing undated work is perfectly normal, out cite templates even support the n.d. format for it, it is used countless times throughout Wikipedia. Викидим (talk) 21:10, 28 March 2026 (UTC)[reply]
DOCMaker (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Not notable; could not find any reliable sources for the product. msk 02:23, 27 March 2026 (UTC)[reply]

Bernardino Vázquez de Tapia (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The article was almost surely created through the use of LLMs. There is an ongoing cleanup thread dedicated to the recent edits of the author of this article on the AI cleanup Wikiproject. The user in the meanwhile has been indef blocked in the main namespace for the usage of LLMs. I've already reverted his other edits, what is left are the articles created by him. There are multiple WP:AISIGNS such as broken links that never existed and most of all clear hallucinations: for example, in the article it's being said that He participated in the battle of Tabasco, where he played a prominent role as royal factor,. This clearly doesn't make any sense, since a factor is a civil role, not a military one. In the cited source it's written Así, en Tabasco, fue designado factor real (u oficial encargado de recolectar los beneficios e impuestos del rey). [transl. In Tabasco he was nominated royal factor (and officer in charge of the collection of royal taxes)]. Why it's mentioned a battle then? Well, that probably comes from the First Battle of Tabasco, which was fought during the Mexican-American war, three centuries after Vázquez de Tapia's death. I think that's a pretty straightforward violation of WP:NEWLLM and that the best course of action is WP:TNT.--Friniate 12:24, 27 March 2026 (UTC)[reply]

Aeronautics (magazine) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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There are many issues with this page, the most obvious of which is that it's entirely AI slop. The original form of the article was intended to promote an AI website called aeronauticsmagazine.com, but that has since been removed. The user contesting the PROD asserted that this is a WP:SIA, but I don't see how it meets any of the criteria to exist as one: it isn't navigationally useful as none of the entries are bluelinked, there's no evidence that the topic of "magazines called Aeronautics" is notable, and the third criterion ("Short, complete list") states Lists in which no entry is notable are rarely appropriate. Even if the topic is notable and encyclopedic, WP:TNT applies, as there are no inline citations, making it unreasonably difficult to determine where the AI has hallucinated. lp0 on fire () 09:26, 21 March 2026 (UTC)[reply]

Comment There is still no indication that any of these magazines are notable, either individually or as a group. If nobody can find better sources, this fails WP:LISTN and WP:SIA#Common selection criteria. Helpful Raccoon (talk) 22:26, 21 March 2026 (UTC)[reply]
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Ad Orientem (talk) 00:21, 29 March 2026 (UTC)[reply]
  • Delete: no indication that any of the individual magazines are notable (if they were, we would create individual articles for them), and definitely no indication that the topic "magazines called Aeronautics" is notable. Rosbif73 (talk) 15:06, 31 March 2026 (UTC)[reply]

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