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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.

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AI usage
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Essays

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Failed

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WikiProjects

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WikiProjects are open groups of editors. New participants are welcome!

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.

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Discussions

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AI noticeboard - issues of AI misuse
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Proposed deletions

  • 30 Jul 2026 AI Expo Taiwan (talk · edit · hist) was PRODed by Kowal2701 (t · c): Presumptive removal of LLM-generated content, see {{slink|Wikipedia:AI noticeboard#User:Heeheemalu}}. Feel free to reinstate by following the procedures for disputing presumptive removal of LLM-generated content.

Good article nominees

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Suspected AI-generated articles


Eric Ingram (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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AI slop. TNT. msk 00:38, 5 August 2026 (UTC)reply

  • Delete: Every source is either WP:ROUTINE or WP:PRIMARY, and the entire thing reads like Eric's publicist provided ChatGPT with his CV and asked it to write a Wikipedia article about him and then uploaded it. Unless someone is able to demonstrate WP:NOTABILITY and provide multiple sources showing significant, unaffiliated, non-routine coverage, the best bet is deletion. Even if someone can find and prove notability with sources, what's there now should be WP:TNT'd anyway.Foxtrot620 (talk) 04:56, 5 August 2026 (UTC)reply


Russian imperialism and colonialism in fiction (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I'm not finding support for the idea that this topic is notable -- there are certainly books written in similar molds, but scholars do not appear to have treated all of them from 1840 to 2019 as a single category worthy of analysis. Still, it's a bit of a synthfest and it certainly feels like it should be a notable topic, so I may be/would be happily proven wrong (even if we have to do some WP:TNT on the article as it stands). Otherwise, I'd like to see a merge of what's salvageable to Russian imperialism and Russian literature. Ed [talk] [OMT] 16:00, 4 August 2026 (UTC)reply


China conquers Europe (literary topos) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This topic has no obvious inherent notability, and its definition appears to be defined by us, not reliable sources. It's a bit of a WP:REFBOMB situation. Many of the novels are also self-categorized by us rather than reliable sources doing that work. Some of the material could be merged to Yellow Peril. Ed [talk] [OMT] 15:41, 4 August 2026 (UTC)reply


Russia conquers Europe (literary topos) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Russia taking over Europe does indeed appear in many fictional books, but there is no indication that it is notable and/or that academics have examined it as such. Ed [talk] [OMT] 15:36, 4 August 2026 (UTC)reply


Aras Can Dönmez (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Created in violation of WP:NOLLM. Quoting GnomingStuff: since v1, note WP:AISIGNS e.g. undue emphasis on broader trends, superficial analyses, AIVOCAB etc.

Due to AI use, the article appears to contain multiple verification fails and a hallucinated URL (which I tagged). I used Google Translate to translate the sources. Ca talk to me! 09:53, 3 August 2026 (UTC)reply


July 2026 State of the Union Address to Pyidaungsu Hluttaw (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The formatting and structure indicates this might have been written with WP:LLM AI. For instance, there are many sections uncited and bolded sub-headings that do not meat MOS The content itself is also very fluffery-adjacent and likely is WP:UNDUE coverage. Beyond that, it also likely does not meet WP:NEVENT as the coverage is recent and routine even if covered in diverse sources EmeraldRange (talk/contribs) 01:21, 3 August 2026 (UTC)reply

Delete : WP:NEVENT | WP:NOTNEWS WinKyaw (talk) 08:32, 3 August 2026 (UTC)reply


Saimazoom (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This article is mostly a copy and paste from an WP:LLM generated summary of this 1980s game. LLM or not, it fails WP:GNG due to most of the sources being non-notable gaming forums.

In addition, the user who made this has made other articles that are LLM copy-pastes that are not notable. ロドリゲス恭子 (talk) 22:11, 2 August 2026 (UTC)reply


The Wings Store (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails WP:NCORP. Appears notable neither as an online marketplace nor as a gaming / eSports brand; the sources do not contain the requisite significant, independent coverage. The only source with nontrivial coverage, Info Argentum, is blatantly promotional. ~ A412 talk! 20:06, 1 August 2026 (UTC)reply


Automated penetration testing (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I propose merging to Penetration test because automated and semi-automated approaches are a routine part of penetration testing. These approaches make more sense to discuss in context with the practice as a whole.

Also, this article is an orphan (no other articles link to it), and it has substantial signs of being written with an LLM (see WP:AISIGNS), such as the whole paragraph with "To avoid implying consensus, this article describes". Better to scrap this article and merge anything useful and verified into the main article, instead of trying to rewrite it. Dreamyshade (talk) 19:13, 1 August 2026 (UTC)reply

Hubstaff (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Bringing this here for discussion rather than unilaterally re-draftifying since the AfD was sparsely attended and nom was subsequently blocked. That said, this has many WP:AISIGNS and not enough sourcing to meet N:CORP. If it does close as draftify, suggest move protection to enforce AfC. Star Mississippi 00:51, 31 July 2026 (UTC)reply


Pulmonary nodule (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The content of this article is about pulmonary nodules in elephants. Pulmonary nodules occur in other species, including humans. This either needs to be moved to pulmonary nodules in elephants, completely rewritten to cover to the topic of pulmonary nodules in general, or possibly deleted if there is no consensus to move to the existing article to pulmonary nodules in elephants. Plantdrew (talk) 03:47, 30 July 2026 (UTC)reply

  • Note: this discussion has been included in the AfD sorting lists for the following topics: Animal and Medicine. Spiderone(Talk to Spider) 06:39, 30 July 2026 (UTC)reply
  • this is a non-controversial Move that you could probably do without an AfD. I'm not entirely sure that the world needs an article on something so specific as pulmonary nodules in elephants, but it's got sources, it's probably right, so it's not a problem. It'd be great if someone extended it to a general article back at the present title, but since we can't guarantee anyone will do so in the near future, it's probably best to move it for the present, and let future developments take their course. Elemimele (talk) 10:59, 30 July 2026 (UTC)reply
  • Move - agreed - the topic of this article is really specific but evidently has enough sources to function, and that article is pulmonary nodules in elephants so it should be at the correct spot. Jishara (talk) 13:22, 30 July 2026 (UTC)reply
  • Speedy delete I believe this is LLM-created since it was all done in a single edit by an editor who's never made large contributions or edits on this kind of topic before and it uses the bolded, bulleted items. The Etiology section is cited to an article on Aspergillosis and doesn't seem relevant to that content or mention elephants in the abstract. None of the sources even include the word "nodule" at all! (though three of them only show abstracts, they don't really fit together to justify this article). Reywas92Talk 15:10, 30 July 2026 (UTC)reply
  • Speedy Delete per Reywas92's justifications, seems to be a clear WP:NOLLM violation, and since it's not even remotely related to pulmonary nodules outside of elephant, it seems like there was no particular effort put in after the slop. Delete the page, and consider Admin Noticeboard action against the creator. Foxtrot620 (talk) 15:26, 30 July 2026 (UTC)reply


GITEX AI India (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The article is about a future event. Fails WP:GNG or WP:NEVENT. Most of the sources are announcements based on information provided by organizers. The page is premature too, a lot of elaboration on planned activities and expected features are mentioned. Wikipicked (talk) 09:26, 30 July 2026 (UTC)reply

The following discussion is an archived debate of the proposed deletion of the article below. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as the article's talk page or in a deletion review). No further edits should be made to this page.

The result was delete. RL0919 (talk) 23:01, 5 August 2026 (UTC)reply

Harbor View Plaza (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This is a residential condominium in Hawai'i. Its designer may be notable but notability is not inherited. An unsourced section says that it has appeared in movies and TV shows, but I'm not convinced that is notable under WP:NBUILD. A bit part in a movie doesn't make an actor notable, I don't see why it would make a building notable. I don't see significant coverage of its architecture or history. Article is also partly LLM (and heavily edited by sockpuppets), so the current text has to go; before trying to stubify, though, I'd like to know if there's anything here to save. M kuhner (talk) 19:11, 29 July 2026 (UTC)reply

Delete The user Fifteen thousand two hundred twenty four (talk · contribs) reverted all the LLM edits and then proceeded to remove the vast majority of the body because it failed verification, was unsourced or cited to IMDB, or was irrelevant. –LaundryPizza03 (d) 21:25, 29 July 2026 (UTC)reply
WP:LLMPRV was only applied to Special:Diff/1352612504/1361182519, any other removals were based on standard policy. There may be LLM text remaining, I was unable to access the source used in the lead to verify the text there. fifteen thousand two hundred twenty four (talk) 21:30, 29 July 2026 (UTC)reply
Delete - although it is a fancy mid-century building (which I personally love). That doesnt mean it's notable, and the fact that it's an AI article makes it unfeasible to keep. ロドリゲス恭子 (talk) 22:18, 2 August 2026 (UTC)reply
The above discussion is preserved as an archive of the debate. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as the article's talk page or in a deletion review). No further edits should be made to this page.
The following discussion is an archived debate of the proposed deletion of the article below. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as the article's talk page or in a deletion review). No further edits should be made to this page.

The result was soft delete. Based on minimal participation, this uncontroversial nomination is treated as a soft deletion. Editors can request the article's undeletion for any reason. plicit 23:17, 5 August 2026 (UTC)reply

Marcin Kamiński (professor of technical sciences) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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One of many pages of academics at the Lodz University of Technology recently created directly in main by a novice editor who appears to be following a template. Associate professor in mechanical engineering with a h-factor of 30 and ~2.9K cites, too low for NPROF. Page has awards, but they are all junior or minor. At the minimum COI, I have asked page creator about UPE, no response as yet. Ldm1954 (talk) 14:31, 29 July 2026 (UTC)reply

The above discussion is preserved as an archive of the debate. Please do not modify it. Subsequent comments should be made on the appropriate discussion page (such as the article's talk page or in a deletion review). No further edits should be made to this page.


Beata Gutarowska (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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One of many pages of academics at Łódź University of Technology recently created directly in main. With a Scopus h-factor of 34 & 3.4K cites the case for NPROF is weak. No awards and most of the page is promo that would be removed if the page is retained. Like other pages from the same editor, probable COI and possible UPE. Ldm1954 (talk) 16:11, 28 July 2026 (UTC)reply

Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Cavarrone 18:44, 4 August 2026 (UTC)reply


What Do You Call It? From Grassroots to the Golden Era of UK Rap (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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In addition to the LLM issues, there are no sources present that help this pass WP:NBOOK. There are questionably reliable interviews and nothing else; interviews can be helpful to build out an article but do not help notability unless there is substantial independent content in the piece, which is not the case here. A search found no other sources that are all 3 of independent, significant coverage, and reliable. PARAKANYAA (talk) 17:45, 26 July 2026 (UTC)reply

hi, thank you for your note. In addition to the The Times newspaper reference, and Crack magazine end of year list refrenced. The book was subject to at least two independent reviews from note worthy print magazines. Would proof of those reviews help? ~2026-41850-33 (talk) 07:03, 27 July 2026 (UTC)reply
Those sources are interviews or do not have sigcov on the book.
What reviews? Are they from reliable sources? PARAKANYAA (talk) 07:16, 27 July 2026 (UTC)reply
  • Comment Right now, I’m not seeing enough here to count these as proper reviews. The wire and mojo citations are missing page numbers and do not show any details how much coverage there was. The wax poetics one is even shakier and may just be a blurb. Until someone provides fuller citations or copies, I would not use them for WP:NBOOK. Charlie Zachary Allen Roth (talk) 15:41, 31 July 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Cavarrone 19:00, 2 August 2026 (UTC)reply
  • Comment: With the reviews, keep in mind that sourcing doesn't have to be on the internet to establish notability - it just has to be verifiable. In other words, in this situation we often have to assume that the reviews are of a proper length unless we have evidence to the contrary (ie, magazine doesn't do reviews, they only do capsules, etc). So rather than address the potential length of the reviews, the better option would be to look at if the outlets themselves are reliable or not. That said, it would also be very good to have page numbers for these reviews if that is available. ReaderofthePack(formerly Tokyogirl79) (。◕‿◕。) 16:44, 4 August 2026 (UTC)reply


Frontier Climate (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Author has admitted to LLM use (see WP:AINB § User:Global Donald) and article has clear WP:AISIGNS. LLMPROD repeatedly contested but I don't think the LLM text has been adequately cleaned up. As a separate issue, the vast majority of citations appear to be WP:CORPTRIV and I'm not convinced that the subject is notable. M kuhner (talk) 13:53, 24 July 2026 (UTC)reply

Keep This article covers the most notable investment coalition related to carbon dioxide removal-- after major tech companies such as Google and Microsoft, they are the single largest source of investment in the space.
I reviewed the sources and claims on the document, and have reviewed the framing/language use: this is consistent with over 5 years of monitoring these topics. Yes it included AI text at one point in history, before the policy about AI text was in place. This is a WP:SOFIXIT problem if you think the flavor of the text is not neutral -- however, all the sources and the claims check out for me (with 20 years of work on wiki, and over 7 years working on climate topics). Sadads (talk) 13:42, 26 July 2026 (UTC)reply
  • See the sector tracking data for investment in the space for my claim on single largest investor outside major tech. I have reread the article about 5-10 times now, and nothing stands out to me as either wrong, non neutral, or anything but factual claims backed by the sources, Sadads (talk) 13:50, 26 July 2026 (UTC)reply
    I will respectfully ask that you look specifically for claims cited to source A but only verified by source B. This is a serious problem with recent LLM and it is difficult for a topic expert to catch because every claim seems reasonable. However "this is supported by A" when it is only supported by B is still a falsehood.
    Would also be interested in an analysis of how the large block of text on dollar values of investments is not WP:CORPTRIV, and what are the three best sources for notability. M kuhner (talk) 15:51, 26 July 2026 (UTC)reply
    I just went back and double checked all the double or triple citations again (for at least the third time) they map to the specific factual claims.
    Moreover, the coalitions purchases/investments are covered in Bloomberg, Rueters, WSJ, and Anxios -- alongside ample industry or climate press.
    IDONTLIKEIT is not a reason to block the existence of an article, especially when it is at the center of an industry. I am not bullish on Carbon dioxide removal, nor particularly like Frontier as a company. BUT their investments are ubiquitous in this space, and includes a lot of money from major actors -- making it notable simply as from it significance as a funder. Sadads (talk) 14:30, 27 July 2026 (UTC)reply
    There's no IDONTLIKEIT here. This is one of 600+ articles with significant contribution from an admitted LLM using editor and I'm just working my way through them. Thank you for checking the sources, that's extremely helpful. I will let the AfD run through in the hopes of getting more comments on notability, but I think we can consider the LLM issue dealt with. (I wasn't able to do this myself, because again, 600 articles.) M kuhner (talk) 19:00, 27 July 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Relisting comment: Can we have a source analysis against NCORP?
Please add new comments below this notice. Thanks, Spartaz Humbug! 07:18, 1 August 2026 (UTC)reply


Hostaway (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Appears to fail WP:NCORP - coverage is largely WP:CORPTRIV such as funding and valuations. Lacks WP:SIGCOV in reliable sources. ScalarFactor (talk) 01:16, 21 July 2026 (UTC)reply

Comment (COI disclosure). I am disclosing a conflict of interest under WP:PAID/WP:COI: I am affiliated with Hostaway. I am not editing the article during this discussion and post here only to offer a source assessment for uninvolved editors to weigh.
I agree with the nominator that much of the current sourcing is WP:CORPTRIV - the funding-round and valuation pieces (TechCrunch 2023/2024, PhocusWire, Business Wire, the December 2024 valuation reports) should be discounted for notability despite the outlets being reliable. The keep case does not rest on them.
The coverage I believe meets WP:SIRS independently of the funding narrative: Talouselämä (21 Feb 2018), a product-and-market analysis of the platform in the context of short-term-rental regulation, in a major Finnish business publication - independent secondary analysis, not a raise announcement, predating the funding coverage. Taken together with sustained coverage across independent reliable outlets from 2018 to 2025 and the independently reported milestone of becoming the first short-term-rental-management unicorn (verified $1B valuation; $365M round led by General Atlantic), I believe the subject clears WP:NCORP.
On WP:NOLLM: authorship method is not a deletion criterion, and the article's factual claims are supported by the cited reliable sources. If any passage reads as promotional, the remedy is copyediting, not deletion.
If consensus is that the independent depth is still insufficient, I would ask that the article be draftified rather than deleted, so it can be resubmitted via WP:AFC once further independent coverage exists. HostawayOfficial (talk) 13:43, 22 July 2026 (UTC)reply
Please do not post blatantly AI-generated commments in AfD discussions. ScalarFactor (talk) 17:56, 22 July 2026 (UTC)reply
Appreciate you sharing the rule about AI, but this is in fact a human. I'm just trying to abide by Wikipedia's rules for engagement and nomenclature. ~2026-40818-18 (talk) 18:10, 22 July 2026 (UTC)reply
Appreciate you sharing the rule about AI, but this is in fact a human. I'm just trying to abide by Wikipedia's rules for engagement and nomenclature. AlexfromHostaway (talk) 18:14, 22 July 2026 (UTC)reply
We hear that many times, but we also see that (the latter "that" referring to AI usage) many times. Geschichte (talk) 12:07, 29 July 2026 (UTC)reply
Happy to rewrite any sections editors are flagging as AI AlexfromHostaway (talk) 18:55, 5 August 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Owen× 11:46, 29 July 2026 (UTC)reply


Neurodiversity and labor rights (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Another AI-generated "X in Y" article (or in this case, "X and Y"). Fails WP:NOLLM and WP:ESSAY, likely containing WP:OR as well. WeirdNAnnoyed (talk) 22:26, 14 July 2026 (UTC)reply

Delete. Salvaging the content is not possible either given the information present and how it's written. Agreeing with nom and their assessment. ABehjat (talk) 22:58, 14 July 2026 (UTC)reply
  • Hold up. This was published by Lane Raspberry, whom I rather doubt was using AI. It appears to have been made in an editathon. Why do you think it is AI? Was it introduced after Lane published it? If so, surely this can be salvaged by just reverting to an earlier version. Or perhaps Lane has insight into its creation? CaptainEek Edits Ho Cap'n! 23:15, 14 July 2026 (UTC)reply
    For me, the section labelled `Neurodiversity-lite` sounded a lot like an AI article (basically like an essay transformed to a Wiki article template/format). ABehjat (talk) 23:25, 14 July 2026 (UTC)reply
    That section was added after Lane published it: see original version. Keep per CaptainEek. Ca talk to me! 23:35, 14 July 2026 (UTC)reply
    Sounds good - I wasn't aware of the context, and was reviewing the most recent set of changes and it was a lot of back and forth between two users so I thought it was spam.
    I'll change my vote from delete to Keep with the goal of reverting to the linked version. ABehjat (talk) 00:07, 15 July 2026 (UTC)reply
    I confirm, no AI! Bluerasberry (talk) 13:49, 15 July 2026 (UTC)reply
  • (If we restore to original created article) - Rename to "Neurodiversity in work environments" or "Workplace accommodations for neurodiverse persons" - title(s) better suiting the sources, since the sources don't mention "labor rights"
@Bluerasberry: - Any suggestions/comments? ---Avatar317(talk) 00:35, 15 July 2026 (UTC)reply
@Avatar317: I do not have a rename suggestion. There are Wikipedia articles or redirects for "labor rights by (country)", and I chose this title based on that precedent, which is an adequate fit but there could be something better. Bluerasberry (talk) 13:49, 15 July 2026 (UTC)reply
@Avatar317 and WeirdNAnnoyed: Would you both join a move discussion at that article? Talk:Employment_of_autistic_people#Move_discussion Bluerasberry (talk) 13:49, 15 July 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Spartaz Humbug! 04:17, 22 July 2026 (UTC)reply
  • Keep, I agree with the above, frankly. Lane is certainly far from someone to use AI in their writing. The article also definitely seems noteworthy here, and I would oppose a merge as above. The topic of neurodiversity is far broader than just autism. EggRoll97 (talk) 04:54, 22 July 2026 (UTC)reply
Keep and Oppose Merge - article seems noteworthy. I'd also oppose any renaming, i think this is good as is. Jishara (talk) 14:32, 22 July 2026 (UTC)reply
How is this possibly the correct name for this? "Historically, neurodivergent people have experienced unemployment much more often than neurotypical people" is not about labor rights. "In 2015 Ernst & Young established a program to recruit autistic workers" is not about labor rights. "A common advantage is difference of perspective; because the demographic has a different lived experience, individuals in that demographic can speak for themselves to share opinions which often differ from neurotypical people" is not about labor rights. Of course its noteworthy, but there's another much better article that has the same content and more. This is way too duplicative to keep separate. The other article is welcome to include other types of neurodiversity besides autism but keeping this in addition to it is redundant and unnecessary, these are in no way distinct topics. Reywas92Talk 16:07, 24 July 2026 (UTC)reply
It very much appears to be about labor rights to me, including at least two of the sections you pointed out. I'm also strongly against any move or merge that titles it autism instead of just generally neurodiversity, because there are a lot of cases with one or both. Jishara (talk) 13:28, 30 July 2026 (UTC)reply
Can you point out any SOURCES for this article that use the term "labor rights" ? Your own belief in what makes "labor rights" doesn't matter here, what matters is what sources say about the topic. ---Avatar317(talk) 20:39, 30 July 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Relisting comment: Please focus on the subject, not the title. Renaming the article is a simple editorial action that doesn't require AfD. Also be aware that being "noteworthy", or even notable, isn't a valid argument against merging, per WP:PAGEDECIDE and WP:MERGEREASON, if readers are better served seeing the content in one place. And again, neurodivergent being different from autistic does not, by itself, prevent a merger, if titles are amended accordingly.
Please add new comments below this notice. Thanks, Owen× 07:58, 30 July 2026 (UTC)reply
Don't merge to anything with "autism" in the title unless the target can be renamed and is being expanded: autism and neurodiversity are not synonyms. There are lots of forms of neurodiversity that have consequences for employment, require accommodations in the workplace, or might end up affecting employment law, but are completely distinct from, and unconnected to, autism. Dyslexia is a very, very obvious example. Merging them would be as daft as merging Dog with Cat on the grounds that both have four paws and are commonly kept as pets. The original article and the current trimmed article both seem reasonable starting-points for a sourceable topic that doesn't deserve deletion. Elemimele (talk) 10:54, 30 July 2026 (UTC)reply


Mohamed Zouaoui (footballer) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
(Find sources: Google (books · news · scholar · free images · WP refs· FENS · JSTOR · TWL)

I propose redirecting to Espérance Sportive de Tunis#History because the article is flagged per user @Kowal2701: as LLM content with some copyrights issues. I don't have a firm opinion, but it warrants investigation. Svartner (talk) 22:29, 13 July 2026 (UTC)reply

(Just to clarify, I tagged it as a presumptive LLMPROD, so it’s plausible that this particular article is a faithful translation (inline with WP:LLMTRANSLATE). WP:V failures (hallucinations) are the biggest concern. Tbh I’d defer to Beanie saying it’s okay) Kowal2701 (talk, contribs) 22:46, 13 July 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Relisting comment: Any responses to Beanie's inquiry?
Please add new comments below this notice. Thanks, Star Mississippi 03:34, 21 July 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Spartaz Humbug! 15:07, 29 July 2026 (UTC)reply
Keep - I agree with Beanie here, it doesn't seem to have any AI hallucinations or anything like that, it's just a translation. Jishara (talk) 18:22, 29 July 2026 (UTC) reply

Tools

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AI tools

General purpose

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Made by the Wikimedia Foundation:

Source verification

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Proofreading / edit checking

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Wikidata / SPARQL tooling

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  • ProVe (GitHub) - userscript + browser gadget for checking Wikidata reference quality via LLMs, triple verbalisation, and semantic similarity (~50 installs)
  • Wikidata MCP (GitHub) - Model Context Protocol server exposing SPARQL/search tools for LLM clients.
  • Wikidata Textifier - turns Wikidata items into LLM-ready text
  • WikiSP - fine-tuned LLaMA models translating natural-language questions into SPARQL over Wikidata
  • Wembedder - Gensim CBOW/word2vec knowledge-graph embedding of Wikidata items with a "most similar" API (2021-era, still live, 51★)

Anti-vandalism / patrolling

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  • PatrocleBot - AI auto-reverter using WMF's ORES/revertrisk models, deployed on Romanian Wikipedia (46,345 edits, running continuously)
  • SP42 - Rust-first Wikipedia patrolling workbench wired into LiftWing (alpha, 51 open issues, actively developed)
  • Wikiloop DoubleCheck - edit-review/patrolling tool, community-maintained "v5" rewrite shipped March 2026
  • qop - Wikidata anti-vandalism tool using a fine-tuned GPT-3.5 model (currently returns 404, appears down)
  • npp-finder by whether references contain URLs, a New Page Patrol triage utility

Detection of inconsistencies and errors

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Chatbots / Q&A over Wikipedia

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Content discovery & exploration

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  • Wikipedia Tree Browser (source) - jina-embeddings-v4 + gpt-oss-20b clustering for hierarchical visual browsing of Wikipedia topics (219 commits, most actively developed find)
  • CommonsVibe - Pinterest-style feed explorer for Wikimedia Commons categories
  • Did You Knows - GPT-4 tool surfacing DYK facts
  • Did You Know (OpenClaw skill) - delivers Wikipedia DYK hooks to chat apps using LLM-based topic categorization, read-only
  • jupyterkg - Jupyter Widgets interface for browsing Wikidata knowledge graphs (build with AI, but not a runtime AI user)

Non-wiki tools that may provide examples or inspiration

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  • hallucinator - detects fake/hallucinated citations in academic papers — not Wikipedia-specific, but structurally relevant
  • refchecker - validates reference accuracy in academic papers, flags fabricated citations — not Wikipedia-specific, but structurally relevant
  • SIDE / verify_wikipedia - a Meta AI research codebase (custom retrieval model) for finding unverifiable Wikipedia citations, from the "Improving Wikipedia Verifiability with AI" paper (archived, inactive since 2022)

In the news

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See also

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Encyclopedia proper

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To display all subcategories click on the "►":

Wikimedia

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