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.

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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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AI noticeboard - issues of AI misuse
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  • 16 Jul 2026 Nemotron (talk · edit · hist) was PRODed by Newslinger (t · c): Presumptive removal of LLM-generated content, see {{slink|Wikipedia:AI noticeboard/Archive 7#Esculenta and GAs}}. Feel free to reinstate by following the procedures for disputing presumptive removal of LLM-generated content.

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Good article nominees

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Suspected AI-generated articles


Government High School, Karwar (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails WP:GNG and WP:NSCHOOL. I also highly suspect that the largest block of text was written partially or fully written by AI as a potential violation of WP:LLM Filmssssssssssss (talk) 00:31, 22 July 2026 (UTC)[reply]

  • Comment: for what it's worth, the possibly LLM-generated text was added in 2023 (when LLMs were just starting to become prevalent and we didn't really have much policy on the matter yet), while the remaining stub has been around since 2008. (No opinion on anything else.) WCQuidditch 00:48, 22 July 2026 (UTC)[reply]
Tengine (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I could not find any coverage for this software in WP:RS for it to meet the WP:GNG. Additionally, the page appears to have been partially or mostly generated by AI (see the weirdly named heading "Name origin and confusion" and the features list with excessive bold). There was a previous AFD at this title in 2008 but it seems to have been for something completely different. Schützenpanzer (Talk) 00:37, 22 July 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]


Selçuk Zvi Cara affair (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Entirely LLM-generated article. The most glaringly obvious signs are the overly dramatic headings and subheadings (f.ex. The Simultaneous Epochal Matrix ('Past Forward'), The 'Blind Review', Conceptual Migration to the Stuttgart State Opera (2026)) and the bolded WP:AILISTS.

The current version of the article is a copypaste move from draft space after I had draftified the initial article, so DRAFTOBJECT has happened. See WP:AIN § User:Aaron Rubinstein. gurkubondinn 11:06, 20 July 2026 (UTC)[reply]

Nuke. Article creator is already blocked for disreputable behavior. Borgenland (talk) 13:34, 20 July 2026 (UTC)[reply]
Unfortunately, I had first draftified the page but the user DRAFTOBJECTED before being blocked by copypaste moving it, so now we have to go through AfD instead. gurkubondinn 15:20, 20 July 2026 (UTC)[reply]
Could it still be salted? Borgenland (talk) 02:03, 21 July 2026 (UTC)[reply]
Delete due to clear LLM usage. M kuhner (talk) 15:31, 20 July 2026 (UTC)[reply]
Delete. Ai junk. If it's anything worth having an article about, it'll be recreated by a real human being. Not that I think that's very likely.
Commandant Quacks-a-lot (talk) 22:39, 20 July 2026 (UTC)[reply]


Racism against Northeast Indians (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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See Wikipedia:AI_noticeboard#c-Newslinger-20260720024700-User:Flyingphoenixchips.

This is just another AI generated article from the creator with much misrepresentation of sources. That said, we already have Ethnic relations in India#Racism against North-East Indians in other states of India which addresses the topic. Zalaraz (talk) 08:03, 20 July 2026 (UTC)[reply]

Redirect to the nominator's linked section. I read the policy on dealing with AI-generated content, and I think this is the correct decision. A page could be notable, but it cannot exist in its current state. HerrHeulsuse (talk) 08:26, 20 July 2026 (UTC)[reply]
KEEP. This page needs to be cleaned and fixed of the LLM-generated content, but surely not deleted. The there is page which deals with this topic currently but it cannot accommodate this. Instead, ethnic relations in India should have a link to this page as the main page in the section noted. Astra Travasso (talk) 11:12, 20 July 2026 (UTC)[reply]
Then do it (WP:LLMPRVOBJ). Per WP:NOPAGE, notability alone does not justify a stand alone article. Making a vague hand wave won't do much to help this article. Zalaraz (talk) 15:10, 20 July 2026 (UTC)[reply]
Keep / Draft: As Astra Travasso says, the page can be cleaned up. Alternatively, it should be listed into the draft space per WP:DRAFTIFY. Junosangleave a message 12:57, 20 July 2026 (UTC)[reply]
  • Delete/Redirect LLM generated misleading content. Also agree with the nom that the topic enough does not really warrant to have its own article. THEZDRX (User) | (Contact) 15:25, 20 July 2026 (UTC)[reply]
  • Delete/Redirect. I have carried out the kind of cleanup that would be needed here a couple of times, and have reluctantly concluded that it shouldn't be done as it is more work, and riskier, than writing a new article from scratch. No prejudice to clean recreation. M kuhner (talk) 15:46, 20 July 2026 (UTC)[reply]
  • Delete/Redirect per nom. The article includes too much about geography and colonial times, and the sources are not explicit enough to call it a racism. There is a lot of news-related content. Whatever valuable content there is, it can be easily merged to Ethnic relations in India, which way is smaller in comparison. MapSGV (talk) 03:58, 21 July 2026 (UTC)[reply]


Laniakea (company) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails WP:NCORP, no WP:SIGCOV from reliable sources, borderline A7, likely LLM-generated. ScalarFactor (talk) 21:22, 19 July 2026 (UTC)[reply]


Argentina–Spain football rivalry (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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False inflation of relationship between two nations sharing a language, some cultural and colonial history which is significant in some contexts but not this one. They have only met ONCE in a competitive fixture prior to the upcoming World Cup final. Crowsus (talk) 01:51, 19 July 2026 (UTC)[reply]

  • Delete: I was going to draftify this article pending the events of tomorrow's match and the subsequent reporting over the next week. However, the nomination essentially summarizes the primary concern I have: there's almost nothing for this article to be about. I am also a bit concerned that this could have been written with AI, given the rapid content additions made by the creating editor. Best, ~ Pbritti (talk) 02:04, 19 July 2026 (UTC)[reply]
  • Delete Clearly LLM-generated, typical LLM puffery such as: Though separated by the Atlantic Ocean, the rivalry carries deep historical and cultural significance due to the colonial ties and shared language between the two nations, and is contested by two of the most successful teams in global football.LaundryPizza03 (d) 02:30, 19 July 2026 (UTC)[reply]
  • Keep / Comment: I respectfully disagree with the arguments for deletion.The question in this discussion should be whether the topic satisfies Wikipedia's inclusion policies, not whether individual editors personally consider the rivalry significant. Wikipedia is based on WP:V and WP:GNG, not subjective assessments of importance. Regarding the claim that this is a "false inflation" because Argentina and Spain had met only once in a competitive fixture before the 2026 FIFA World Cup Final, the number of competitive meetings is not a criterion for notability. International football rivalries are not defined solely by the number of competitive matches but by the extent to which reliable, independent sources discuss them as a distinct topic. The article is supported by multiple high-quality, independent sources from major international media that examine the history between the two national teams, the significance of their meetings, and the context surrounding the World Cup Final. That is the relevant consideration under WP:GNG. The assertion that "there's almost nothing for this article to be about" is also inaccurate. The article covers the complete head-to-head record, notable matches between the teams, the historical development of their encounters, and the significance that reliable sources attribute to the rivalry ahead of the 2026 FIFA World Cup Final. Whether editors personally agree with that characterization is secondary; Wikipedia summarizes what reliable sources publish.Regarding the suggestion that the article was generated using AI, I can state unequivocally that it was not. I began researching and drafting the article immediately after the FIFA World Cup semi-finals concluded, once the finalists had been confirmed. The article was manually researched, written, sourced, and formatted by me. The fact that it was created quickly reflects the preparation that went into it, not the use of AI. Per WP:AGF, editors should avoid assuming bad faith based solely on the speed with which an article is created. This discussion should therefore focus on the article's sourcing and compliance with Wikipedia's content policies. As it stands, the article is supported by multiple independent, reliable sources that provide significant coverage of the subject, satisfying WP:GNG. For these reasons, I believe the article should be retained. SydbourneSydbourne (talk) 02:54, 19 July 2026 (UTC)[reply]
    Stop writing with AI, otherwise you will end up blocked. GiantSnowman 12:10, 19 July 2026 (UTC)[reply]
    Note SydbourneSydbourne is the creator of this article. Servite et contribuere (talk) 23:45, 19 July 2026 (UTC)[reply]
  • Delete, a laughable "rivalry". Geschichte (talk) 08:20, 19 July 2026 (UTC)[reply]
  • Delete — Per WP:NRIVALRY. Two teams meeting in a final doesn't mean it's a rivalry. You don't see it for Argentina—Germany, despite them meeting in three World Cup finals. Publicwalrus (talk) 09:18, 19 July 2026 (UTC)[reply]
  • Delete per nom, fails WP:GNG. S.A. Julio (talk) 09:40, 19 July 2026 (UTC)[reply]
  • Note: This discussion has been included in WikiProject Football's list of association football-related deletions. GiantSnowman 12:07, 19 July 2026 (UTC)[reply]
  • Delete - no evidence of notability. If sources are found which show significant coverage please ping me. GiantSnowman 12:10, 19 July 2026 (UTC)[reply]
  • Delete – Just World Cup hype. Svartner (talk) 22:19, 19 July 2026 (UTC)[reply]
  • Delete - Outside of the 2026 World Cup final, there haven't been any games to note (a World Cup group stage game in 1966). That's really it. Considering there is already a fully detailed game on this World Cup final.
CostalCal (talk) 23:41, 19 July 2026 (UTC)[reply]


Create (video game mod) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I have two main arguments as to why I believe that this topic should be deleted and then redirected back (both, not just redirected) to Minecraft modding:

  1. I do not believe the topic is notable to begin with, with a lack of significant coverage in sources. There are some sources from the reliable PC Gamer that could be useful , but these alone are not enough to support a whole article. There's also some coverage of how Create developers were hired to work on Hytale, but that's not coverage of Create itself. Those aside, the entire article is cited to primary sources, sources of dubious reliability (e.g. games.gg), sources that can't establish notability (e.g. Valnet sources), and unreliable user-generated sites (e.g. Modrinth and the Create wiki).
  2. I have strong reasons to believe that this article might have been AI-generated. There are many WP:AISIGNS in this article, such as awkward AI-sounding language with no human input such as "emphasizing creative freedom over prescribed solutions", the random block quote in the middle of Gameplay, the bolded pullet points with similarly promotional language ("This system has been credited with significantly reducing the mod's learning curve"), and an abundance of statements with seemingly random unrelated sources tacked onto them. Plus promotional non-factual statements without proper sourcing like "Create has become one of the most widely covered and influential mods in the Minecraft modding ecosystem, with several hundred million downloads to date". The article is either AI-generated, or promotional. And I lean towards AI-generated. From this, under WP:LLM: "the use of LLMs to generate or rewrite article content is prohibited". An article being AI-generated is a valid deletion reason (see also: WP:TNT). I probably could've nominated this for speedy deletion under WP:G15, but there does appear to be some ambiguity on if it was AI-generated and the editor has had an account for a while.

If the mod itself is actually notable, then by all means, someone could create a real article for it without this level of either AI-generated or promotional language. But what there is in the article now needs to go; see WP:TNT. λ NegativeMP1 21:14, 18 July 2026 (UTC)[reply]

These concerns are valid. I went through and made changes addressing a lot of your concerns, but I should note that more or less everything in the article was written by me. I did reference Google AI summaries when writing, which is the reason for some of the language you point out. A lot of what you pointed out, though, did come directly from me: I am not an experienced Wikipedia editor by any means, and for that reason I wouldn't expect that everything that I write appears to follow standard Wikipedia style expectations. I also should note that I am not affiliated with the Create mod in any way, nor have I been in the past.
As for notability, I think that there is no doubt that Create is notable enough to warrant an article. You mention the PC Gamer articles as reputable, but within Gaming journalism ScreenRant, GamesRadar, and games.gg are all reputable, independent sources. Even the two articles that don't directly cover Create itself still contain a lot of information about the mod, despite focusing on the developers being hired at Hypixel Studios.
Regardless, I also added a RockPaperShotgun source directly covering Create itself, and RockPaperShotgun is well-known and well-regarded within the gaming world.
Something I should note is that, within the world of gaming, news articles aren't a very common medium. Almost all relevant coverage of the Create mod takes place in the form of YouTube or TikTok videos, because that is the kind of content that the audience for Minecraft mods consumes. For this reason, there is a disproportionately small amount of news coverage of the Create mod given its size. Realistically, the real sign of notoriety in this case are the many thousand YouTube videos about Create is the more important signal. Still, the fact that there are well over a half-dozen articles covering the Create mod is impressive, and relevant in this case because I understand that is primarily what Wikipedia considers when evaluating notoriety. The fact that it has 220 million downloads and that their discord server has well over 100,000 members is also a good sign.
Thank you for your time and attention. Jerryeit (talk) 23:21, 18 July 2026 (UTC)[reply]
I appreciate you trying to write your first article, but please note that popularity does not equal notability. This is not to say that your sources aren't reliable, just that you shouldn't cite popularity as an argument against deletion. We have pages about obscure hockey players who nevertheless appeared in reliable sources (WP:Obscure does not mean not notable), while also not having pages about major cultural phenomenons due to lack of coverage (WP:Popularity does not guarantee notability; for example, Battle for Dream Island didn't have a page until late 2025 despite tens of millions of views accumulating since 2019). Dabmasterars [RU/COM] (talk/contribs) 10:54, 19 July 2026 (UTC)[reply]
Keep The sources are reliable and the article can easily be fixed. The page author directly stated that his use of AI tools was limited to referencing with what I see as clear double checking. Dabmasterars [RU/COM] (talk/contribs) 23:59, 18 July 2026 (UTC)[reply]
  • Redirect to Minecraft modding at least on current sourcing. I appreciate an editor has taken the time to try and amend a pretty flawed article although issues remain. Focusing on WP:GNG and WP:RS coverage about the game, I think you have a start: the two PC Gamer articles and one Rock Paper Shotgun and GamesRadar source. The sum coverage of these four is not particularly solid:
The Watts article boils to a basic description about the mod, calling it "impressive" and "ingenious", and referring the player to download it on Curseforge.
The Lane article has a useful descriptive overview of an addon to Create called Create Aeronautics. That's great, but it's describing an add-on component, not the main mod framework itself. No real evaluation of it other than calling it "huge".
The Pearson article found it "inspiring" and considered it made the game experience feel "alive and connected", but dedicates most of the article refers to what players have uploaded to YouTube using it.
Koselke is more a WP:PRIMARY interview source, with some nice dev comments. It does briefly call Create "one of the best Minecraft mods out there"; that's about it.
Whilst noting there are some other situational WP:VALNET sources here which are fine to add, the substance of the article, including technical detail on what contraptions and processes are introduced and how they work, its development background, review reception, and that it is considered "widely regarded as one of the most significant Minecraft mods of its era" is not strongly founded by the coverage in WP:RS. That suggests non-notability. VRXCES (talk) 03:43, 19 July 2026 (UTC)[reply]
I added a CBR article titled "10 Things That Make Create The Best Mod Ever". That article is a very clear evaulation of the mod and does a lot to support the claim that it is "widely regarded as one of the most significant Minecraft mods of its era". I again want to emphasize that the target audience for a Minecraft mod is not likely to read a lot of magazine articles and that this mod is relevant and notable not because of print media coverage but because of its impact. The article is well-sourced. Jerryeit (talk) 17:05, 19 July 2026 (UTC)[reply]
I respect your attempt to try and create this article, and being honest about how AI was involved, but your view of notability is not what our notability policies actually are. Reliable sources discussing a subject in detail is what makes something notable. So while you may not think that the audience of a Minecraft mod and the audience of a gaming magazine might not have much overlap, that does not matter as a need for in-depth sourcing is required by Wikipedia policy. Also, CBR is not a reliable source, per WP:VG/S, and Valnet sources can't contribute to notability anyways. λ NegativeMP1 17:12, 19 July 2026 (UTC)[reply]
I understand all of the above, and I appreciate you explaining these things to me. Still, I am left confused: even completely disregarding all of the Valnet sources, and the other sources that you have broken down as not reliable, there are still a good 4 articles directly covering the Create mod.
Compare this to the article on Kaiserreich (video game mod), which has only 7 sources total, where only 3 are about Kaiserreich itself. The article on Kaiserreich isn't being nominated for deletion: what makes it's sourcing better? Jerryeit (talk) 17:07, 20 July 2026 (UTC)[reply]
I would say that the sources have more info extracted from them, making the article more expansive. Though, as I stated earlier, Create has been covered enough that it should pass WP:GNG just on the reliable sources alone IMO, but you may still try to extract more info from them. Dabmasterars [RU/COM] (talk/contribs) 21:38, 20 July 2026 (UTC)[reply]


Aiman Valoryn (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails WP:GNG and WP:NMUSIC. This biography sounds AI-generated and there are no reliable sources given about the person, mostly blogs and spam links. Discogs, IMDb, and MusicBrainz are not reliable. Beyhive Navy 🐝🪖 (talk) 01:33, 17 July 2026 (UTC)[reply]


Nupekotv (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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My WP:BEFORE search did not return any in-depth coverage of the subject. Fails WP:GNG

is it rewritten. Ndamangoro (talk) 05:26, 18 July 2026 (UTC)[reply]
  • Disclosure: I have a connection with NupekoTV and have edited this article. I have substantially rewritten the article, added additional independent sources and revised the content to follow a neutral encyclopedic style. The article now includes coverage from independent publications including The Informant247, Sahara Reporters and CIIJ. I welcome independent review. Yabagilaf (talk) 01:37, 21 July 2026 (UTC)[reply]


Zulfikar Ali (police officer) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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LLM-generated with COI signs. Police officer who lacks significant coverage. Awards are not notable. Jitendra indulkar (talk) 08:09, 15 July 2026 (UTC)[reply]

Delete per nom Ahammed Saad (talk) 11:31, 21 July 2026 (UTC)[reply]
Anna Batori (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Not notable; doesn't meet WP:BIO or WP:PROF (h-index of 5). AfC draft was moved to mainspace by author. Some parts read AI-generated. A WP:BEFORE didn't turn up anything WP:GNG-worthy. Kovcszaln6 (talk) 08:32, 15 July 2026 (UTC)[reply]

Based on the reviews David Eppstein has found I have changed my vote to Draftify. While she is clearly notable, there are large swathes of unreferenced text in the article and the OP has also raised concerns about AI-generated content in the article. HRShami (talk) 05:58, 17 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]


Mohamed Zouaoui (footballer) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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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]


Ryan Call (politician) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Coverage of this politician/lawyer seems trivial. Does not meet WP:NPOL, WP:NPERSON. Ighs (talk) 12:34, 12 July 2026 (UTC)[reply]

  • Note: this discussion has been included in the AfD sorting lists for the following topics: People, Politicians, and Colorado. Ighs (talk) 12:34, 12 July 2026 (UTC)[reply]
    @Ighs It actually explicitly meets both of those. Can you explain where you're drawing the notion from that it doesn't? It also satisifies secondary source requirements and breadth of coverage. The only backing you've provided for your claim is that it seems trivial, which isn't really an argument at all.
    Best,
    CSGinger14 (talk) 12:55, 12 July 2026 (UTC)[reply]
    I will say (as someone who decidedly isn't one) that I think this is part of the reason why conservatives believe this site is biased against them. They have just as much history behind their movement as liberals and leftists do, and it's equally important that we explore it.
    CSGinger14 (talk) 13:06, 12 July 2026 (UTC)[reply]
    On WP:NPOL, Call has never held office, or been a member of a legislative body at that level. Coverage is mostly trivial (hired, elected, re-elected, election ongoing), but you could make the case for embezzlement articles meeting notability. In general (excluding that), coverage is trivial or not independent of the subject. Ighs (talk) 13:11, 12 July 2026 (UTC)[reply]
    It seems like half the time Wikipedia editors expect every article subject to be an A-list celebrity; people necessarily exist in their context. He was the statewide chair of one of only two major parties in the United States. NPOL doesn't actually explicitly say "government" office, it just says statewide office. Nonetheless, one line down from the one you referenced would indicate that he's a [major] local political [figure] who ha[s] received significant press coverage. Were you hoping for an expose on the layout of his garden? You only need 2 sources to establish notability. Even without mak[ing] the case for embezzlement meeting notability, that's still been well and over satisfied.
    CSGinger14 (talk) 13:24, 12 July 2026 (UTC)[reply]
    • Coverage is mostly trivial (hired, elected ,re-elected, election ongoing) − Challenged by R Street, CBA-CLE, US News
    • coverage is...not independent of the subject - You misunderstand what that actually means, per WP:GNG: "Independent of the subject" excludes works produced by the article's subject or someone affiliated with it. For example, advertising, press releases, autobiographies, and the subject's website are not considered independent. Four of 15 sources are/were affiliated with Call in some manner or another. None of them, though, were used to establish notability.
    • Call does, however, satisfy the earlier rule on "significant coverage" − that addresses the topic directly and in detail, so that no original research is needed to extract the content. Significant coverage is more than a trivial mention, but it does not need to be the main topic of the source material.
CSGinger14 (talk) 13:47, 12 July 2026 (UTC)[reply]

Note: this discussion has been included in the list of Suspected AI-generated articles-related AfD discussions. gurkubondinn 13:37, 12 July 2026 (UTC)[reply]

No comment offered on the accuracy of this delsort, but the article was tagged by Ighs as such in Diff/1363786942, so clearly someone suspects this to be the case. gurkubondinn 13:39, 12 July 2026 (UTC)[reply]

Keep: Coverage seems substantial, as far as I can see, meeting WP:NPOL's "major local political figures who have received significant press coverage". Additionally, the embezzlement and other issues appear to support further. --Engineerchange (talk) 14:58, 12 July 2026 (UTC)[reply]

Delete - This article is a resume of a failed political candidate and embezzler. Per WP:POLOUTCOMES and Wikipedia:Notability (electoral candidates), there is little biographical detail and little he accomplished aside from a failed campaign and WP:RUNOFTHEMILL career. I wouldn't want to set a precedent by keeping this article. Magnolia677 (talk) 15:39, 12 July 2026 (UTC)[reply]

My impetus, my muse! I've missed our chats. @Magnolia677 what's your estimate of how many state or national committees you'd have to chair before you're no longer considered WP:RUNOFTHEMILL?
LYL,
CSGinger14 (talk) 16:32, 12 July 2026 (UTC)[reply]

Keep On balance, I think the subject clears GNG. There are stories about his election as Colorado Republican chair and his disbarrment. I am not sure (politician) is the right title, however. --Enos733 (talk) 18:09, 12 July 2026 (UTC)[reply]

I'd initially had it as 'party chair', but it was moved soon after.
CSGinger14 (talk) 18:55, 12 July 2026 (UTC)[reply]

Keep, Individual who is the subject of the article in question received significant coverage relating to disbarment in 2021 stemming from embezzlement. (AP, CBS, etc.) Individiaul also got some not significant coverage relating to an alleged illegal vote in 2011. In 2013, Individual got significant coverage from KUNC about their election to state party leadership. Also there is significant coverage from other sources online, such as this one.--RightCowLeftCoast (Moo) 21:55, 13 July 2026 (UTC)[reply]

Hey would you mind posting those sources in a Refideas box
({Refideas|[Url here (space in between) any name you wanna give it, at least a character here]})
over on talk? Would be greatly appreciated.
Thanks in advance, CSGinger14 (talk) 22:18, 13 July 2026 (UTC)[reply]
Relisted to generate a more thorough discussion and clearer consensus.
Relisting comment: Trending towards keep, but relisting to be sure - there is no real discussion about the depth and the quality of available sources.
Please add new comments below this notice. Thanks, Sandstein 19:47, 20 July 2026 (UTC)[reply]
To be clear we've got 29 sources on this article now and at least 20 of them are from reliable regional or national sources discussing him directly in relation to his embezzlement case or the state GOP. I can't think of any reason why this wouldn't be considered a Keep, even if we need to strip it down to solely to a consideration of WP:GNG, which if I'm not mistaken only calls for significant sustained coverage by 2-3 reliable national or regional sources, which we have well and truly surpassed by this point, and I still have at least a dozen sources I haven't worked into the text yet. Also just so we're clear I in no way used AI to write this other than google search finding synonyms for words, so even if it's listed as such don't let that be a factor in your decision.
Best,
CSGinger14 (talk) 20:00, 20 July 2026 (UTC)[reply]
Like guys what is this, this has kind of gotten absurd. I'd get it if we were looking at a barely developed article with like 5 sources that only focused on his embezzlement case or minor events in the state party; I've written almost 2,000 words people, the train has left the station. Unless this is a training exercise in analyzing base principles to the point of nonsense I cannot see any reason we still need to be here. Once we've finished up, anyway, I'd figure someone on the Delete side must be able to complete its review, having looked over and considered all of the available sources to make their determination in this discussion.
Cheers,
CSGinger14 (talk) 20:12, 20 July 2026 (UTC)[reply]


Generative AI pornography (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)

This article appears to be LLM-generated, and I can't seem to find any entirely-manmade revisions. GrinningIodize (talk) 19:56, 10 July 2026 (UTC)[reply]

  • Doesn't look AI generated to me, please provide more evidence. I'll check the sources for the text accuracy later, and if it's accurate, I'll vote keep. For now, I'm neutral. Dabmasterars [RU/COM] (talk/contribs) 20:27, 10 July 2026 (UTC)[reply]
    The article uses the rule-of-threes several times (WP:RO3 in bold):
    • "These algorithms... generate lifelike images, videos, or animations"
    • "Users can customize bodies, clothing, and sociodemographic traits"
    • "The use of generative AI in the adult industry began in the late 2010s, initially focusing on AI-generated art, music, and visual content."
    • "These platforms enable users to create or view AI-generated adult content appealing to different preferences through prompts and tags, customizing body type, facial features, and art styles"
    • "victims of deepfake [sic] include Scarlett Johansson, Taylor Swift, and Maisie Williams"
    Other odd phrasings (suspicious portions in bold):
    • "The case aligns with California's recent legislation—SB 926, SB 942, and SB 981—championed by Senators Aisha Wahab and Josh Becker"
    • "catering to audiences seeking customizable experiences"
    • "These bills aim to protect individuals from AI-generated explicit images by criminalizing non-consensual distribution... empowering victims to report and remove harmful content from platforms"
    • "AI porn sites, therefore, attract those seeking unique or niche experiences, sparking debates on creativity and the ethical boundaries of AI in adult media."
    GrinningIodize (talk) 23:18, 10 July 2026 (UTC)[reply]
    Since you refered to an section from me "Users can customize bodies, clothing, and sociodemographic traits", thats on page 9, starting at the section The Current State of AI Porn, notably at "users at customize". I added the page information to the source. The Other Karma (talk) 12:03, 11 July 2026 (UTC)[reply]
    I'm not Elon Musk, so I can't afford to get the necessary subscription to access the cited article, but the description is itself full of signs of LLM-generated content (suspicious portions in bold):
    • "—or AI porn—"
    • "Following systematic open coding, categorization, and inter-rater validation"
    • "foundational (resolution, theme, point-of-view; 22.2–69.4%) and contextual aspects (e.g., weather, setting, lighting; 11.1–63.9%)."
    • "Carrying significant social and ethical implications, these findings point to a gradual evolution toward an AI-driven porn landscape"
    AI slop is AI slop, regardless of where you found it. GrinningIodize (talk) 15:31, 11 July 2026 (UTC)[reply]
    Furthermore, even if you did get that phrase from somewhere else, wouldn't that be a close paraphrasing? GrinningIodize (talk) 15:34, 11 July 2026 (UTC)[reply]
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, CycloneYoris talk! 02:26, 18 July 2026 (UTC)[reply]
Comment: I am painstakenly going through every source (you won't believe how annoying it is to bypass the paywalls) and removing info that wasn't supported by it. Already done about 40%. The moment I will finish it all, I'll vote keep (and I will vote keep, since there are enough reliable sources that talk about the subject in detail). Dabmasterars [RU/COM] (talk/contribs) 10:35, 20 July 2026 (UTC)[reply]
@Dabmasterars, it looks like you're adding back text that is contaminated with LLM-generated content, with slight modifications from the pre-stubification version. If you must return the information conveyed in the LLM-contaminated revisions, would you please rephrase it in your own wording?
For evidence of LLM contamination in the latest revision as of writing, here are some suspect phrases that were reintroduced post-stubification (suspicious portions in bold):
  • "SD's public release led to dedicated communities exploring both artistic and explicit content, sparking ethical debates over open-access AI and its use in adult media"
  • "While popular among niche audiences, the influencers have prompted discussions about their authenticity and consent, blurring the line between human and AI-generated content."
  • "The case aligns with California's recent legislation—SB 926, SB 942, and SB 981—championed by Senators Aisha Wahab and Josh Becker and signed by Governor Gavin Newsom."
  • "enabling tailored sexual and non‑sexual interactions"
GrinningIodize (articles without a Wikidata item) (talk) 17:12, 20 July 2026 (UTC)[reply]
@Dabmasterars Furthermore, one of your edits to that article mentions removing Oxford commas, which would seem to go against the advice offered by WP:AISIGNS:
Please do not merely treat these signs as the problems to be fixed; that could just make detection harder.
It would seem to me that you're removing the Oxford commas because you consider them to be signs of LLM-generated writing. GrinningIodize (articles without a Wikidata item) (talk) 17:37, 20 July 2026 (UTC)[reply]
Sure, I'll rephrase it. The oxford commas were removed because I don't like them personally, not to remove the AI signs. Dabmasterars [RU/COM] (talk/contribs) 19:59, 20 July 2026 (UTC)[reply]
Sorry about that assumption. GrinningIodize (articles without a Wikidata item) (talk) 20:16, 20 July 2026 (UTC)[reply]
@Dabmasterars, you can try using Bypass Paywalls Clean, archive.today, Open Access Button, OurResearch and of course Internet Archive. to help with the paywall. To bad 12ft is defunct. Issac I Navarro (talk) 23:33, 20 July 2026 (UTC)[reply]
Note that archive.today does some sketchy stuff with their security challenges (look it up, it was all over the news a couple months ago). GrinningIodize (articles without a Wikidata item) (talk) 19:41, 21 July 2026 (UTC)[reply]
  • Keep The subject passes WP:GNG. If there is an issue that the text isn't written natural, we can remove any WP:NOR and puffery. Per WP:LLM "the use of LLMs to generate or rewrite article content is prohibited". However, there are some exceptions, "editors are permitted to use LLMs to suggest corrections to their own writing, and to incorporate them after human review." It is very specific that it only covers spelling, punctuation, capitalisation, and grammar. See WP:LLMRESP. Issac I Navarro (talk) 23:20, 20 July 2026 (UTC)[reply]


2026 Negombo prison riot (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)

While the topic itself appears notable, the article seems to be heavily written using AI. First drafted by a user with <50 edits at User:See U in world/sandbox: the first version of the page included no citations at all and displayed several other signs of AI writing including groups of three, etc.. More concerningly is that most of the prose written in this first version still makes up the majority of the current article's prose. Requesting draftifying the article until a through clean-up can be carried out. Johnson524 06:54, 8 July 2026 (UTC)[reply]

Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Sandstein 08:31, 16 July 2026 (UTC)[reply]


Conventional Commits Specification (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This article appears to mostly have been generated (potentially by an LLM) from two academic papers, and conflates some of the content of the papers with the specification itself. I removed an example of this in an attempt to improve the article, but I now think the required changes are too significant and it should be deleted.

The structure of the article seems to be inferred from the content of the academic papers, rather than being helpful for the reader. Greg Tyler (t c) 12:07, 3 July 2026 (UTC)[reply]

Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Spartaz Humbug! 06:21, 11 July 2026 (UTC)[reply]
Relisted to generate a more thorough discussion and clearer consensus.
Relisting comment: So what do we have left and how does it relate to GNG?
Please add new comments below this notice. Thanks, Spartaz Humbug! 07:47, 19 July 2026 (UTC)[reply]

Tools

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AI tools

General purpose

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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)

Cross-language consistency

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  • npp-finder by whether references contain URLs, a New Page Patrol triage utility

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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Wikimedia

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