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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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Policies

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AI usage
Images
Deletion

Guidelines

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Article content
Images
Sources
Talk pages
Behavioral
Deletion

Noticeboard

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Info pages

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Essays

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Humorous

Proposals

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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. See also, WikiTomte-LLM – a tool that finds a probable LLM-generated content (based on User:Gnomingstuff's Guide to finding AI-generated text).

Templates

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Tracking

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AI-generated text
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AI-generated sources
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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
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Draft declined due to LLM content
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Discussions

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AI noticeboard – issues of AI misuse
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AI article alerts

Did you know

Articles for deletion

Proposed deletions

Redirects for discussion

Files for discussion

Good article nominees

Requests for comments

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Articles for creation

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Suspected AI-generated articles
2026 Donald Trump rally in Grand Island (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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No indication of lasting notability. Trump has held other rallies and made more controversial remarks; articles weren't warranted then and one for this rally does not appear to be warranted now. elijahpepe@wikipedia (he/him) 17:01, 7 October 2026 (UTC)reply

I am not seeing that here, could you elaborate on the signs of AI use? elijahpepe@wikipedia (he/him) 15:26, 8 October 2026 (UTC)reply
Do you think that Diff/1378952852 could have been written in just over a minute? ‑‑gurkubondinn 16:14, 8 October 2026 (UTC)reply
Hi: The edit took just over a minute, because Diff/1378952852 consists of: 1. a four word sentence, 2. a blockquote sourced directly from a New York Times article "What, Exactly, Did Trump Say About Iran Taking Out Los Angeles and San Diego?" with the citation filled in automatically from the link, and 3. three wikilinks to large cities and a major event. None of that involved the usage of an LLM or other AI generation. Terabyte646 (talk) 17:16, 8 October 2026 (UTC)reply
Kelvyn Hallifax (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This BLP fails WP:GNG and WP:NMUSIC: the cited sources are a passing mention in a textbook, a blog, a regional article mentioning him only incidentally and a non-independent profile, and a WP:BEFORE search found only database entries. Moarnighar (talk) 08:01, 7 October 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 Speedy delete. (non-admin closure) msk 13:58, 8 October 2026 (UTC)reply

Istituto Marangoni Miami (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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AI slop. TNT. msk 17:05, 6 October 2026 (UTC)reply

I've tried my luck at a G11 since it is also wholly promotional. msk 17:21, 6 October 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.
Walking Cricket (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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LLM-generated article about an unnotable topic. Declined at AfC but the creator moved it to mainspace anyway.. Vestrian24Bio 16:32, 6 October 2026 (UTC)reply

Sarfraz Khan (actor) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails GNG and NACTOR. I think making this a redirect is irrelevant at this point. Thilsebatti (talk) 00:56, 6 October 2026 (UTC)reply


TV Edwards (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Despite being WP:REFBOMBed, this British law firm does not appear to be notable under WP:NCORP. Across 72 sources, there is not a single one that shows WP:SIGCOV in WP:SIRS. Instead, the sources are:

The best source is this one, but the company still only gets a few mentions in a much longer article and I don't think it's even close to SIGCOV. There's so much reliance on primary sources and sources that don't mention the subject that I consider this to be a piece of original research and thus fails both WP:NCORP and the WP:NOT test. And while I don't detect strong WP:AISIGNS, earlier versions included dead links in sources that were dead at the time of publishing, and the page creator acknowledged using AI to format citations, so it's possible there is a need to look for AI-related issues as well. Dclemens1971 (talk) 19:15, 4 October 2026 (UTC)reply

Support Deletion per nominator Lightbulb Noob (talk) 16:43, 5 October 2026 (UTC)reply
Keep. I created the article, and I accept that it is over-referenced and that a fair number of the citations do not establish notability. Some of the primary sources, directories, personnel announcements and passing mentions could probably be removed.
I don't agree, though, that there is no significant independent coverage.
The 2014 Guardian article is the clearest example. It discusses TV Edwards' finances, staffing changes, salary reductions, use of paralegals and its response to legal-aid cuts. That seems to go well beyond a WP:TRIVIALMENTION. WP:NCORP says significant coverage can consist of "description, commentary, survey, study, discussion, analysis, or evaluation", and also specifically says that the organisation does not have to be the main topic of the source.
I also don't think all of the specialist legal press can simply be excluded as WP:TRADES. NCORP does create a presumption against trade publications, but it also expressly says that feature stories from leading trade publications may be used where independence is clear. I agree that routine merger and appointment stories don't establish notability, but independently reported features should be considered individually.
On the primary-source point, I don't think their use makes the article WP:OR. WP:PRIMARY allows primary sources for straightforward descriptive facts. If I have used any of them to draw conclusions that the sources themselves don't make, I am happy for that material to be removed.
The same applies to the AI concern. I did use AI to help format some citations. If there are any citation errors, unsupported statements or other problems, I am happy to correct them. But that seems separate from whether the subject satisfies NCORP.
I agree the article can be tightened considerably, and I am happy to do that. I just don't think the available sourcing supports the conclusion that the firm has received no significant independent coverage. Keep and improve. Critical Hippo (talk) 18:10, 5 October 2026 (UTC)reply


Death literacy (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Despite a slew of references this term is a non notable neologism. It is not a term in the public parlance. Fails WP:GNG. 🇵🇸‍🇺🇦 FiddleTimtrent FaddleTalk to me 🇺🇦‍🇵🇸 08:23, 10 September 2026 (UTC)reply

  • Delete per WP:TNT - potentially notable topic, but this is mostly original content, with a new title. Bearian (talk) 04:36, 13 September 2026 (UTC)reply
  • Delete per WP:NEWLLM. The topic is notable, but this article is AI-generated. Kelob2678 (talk) 19:01, 17 September 2026 (UTC)reply
    Why not stubify the article? The sources from the edit history could be useful in rewriting the article. Katzrockso (talk) 07:46, 18 September 2026 (UTC)reply
    Stubification is fine, but someone should do it first. There is an obvious tension with WP:ATD-E, but WP:NEWLLM enjoys community support both in terms of wording and practice, and is more specific. Another practical issue is that unless the article is made compliant now, it won't be made compliant in the near future (yes, WP:NODEADLINE, but everything has a deadline). Kelob2678 (talk) 08:02, 18 September 2026 (UTC)reply
    I would do it, but the last time I performed stubification during an AfD, it wasn't taken well. I would commit to stubifying following the result of the AfD.
    The editing policy (which takes precedence over the NOLLM guideline? states that editors should Fix problems if you can, tag or remove them if you can't. Preserve appropriate content. Removing all the content but even just one or two sentences from the lead (rewritten if necessary) would remove all problematic AI generated content and would address all relevant reasons for deletion. The deletion policy (specifically WP:ATD) says If editing can address all relevant reasons for deletion, this should be done rather than deleting the page. There is no rationale for why deleting the article is preferable to stubifying it - a notable topic would belong in a finished encyclopedia, so PRESERVE mandates that we keep it in some form. Katzrockso (talk) 18:33, 18 September 2026 (UTC)reply
    If you rewrite the article, I will change my vote. Actual community practice is more important than the text of policies and guidelines. It is clear that the community wants articles like this to be deleted, and I see no reason to dissent. If consensus were different, I would vote differently. Kelob2678 (talk) 19:03, 18 September 2026 (UTC)reply
    Regarding the last time I performed stubification during an AfD, it wasn't taken well, I recall this ANI thread (from WP:ARBDEL) in which the policy-compliant phrase (per WP:OVERCOME and WP:NEXIST) Article improvement is *not* a proper response in the middle of an AfD where the article is essentially rewritten and materially different was criticized. In this case, article improvement actually addresses the underlying issue. Kelob2678 (talk) 08:07, 19 September 2026 (UTC)reply
Keep but stubify to remove NOLLM violations. Quick search on Google scholar found at least ten papers which primarily address this as the subject Katzrockso (talk) 07:48, 18 September 2026 (UTC)reply
The argument that the subject is not in the public parlance is irrelevant - Wikipedia covers topics of both specialist and general interest. There is no requirement in the GNG that a term needs to be known to the general public, only that reliable sources cover the subject. In this case, there are a number of reliable sources, even if those are specialist. Katzrockso (talk) 07:49, 18 September 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Star Mississippi 16:59, 18 September 2026 (UTC)reply
Keep in trusting that @Karenthecelebrant is telling the truth here. It doesn't read like an LLM, and the sourcing is broad and of great enough import to justify retainment notwithstanding.
CSGinger14 (talk) 03:51, 26 September 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Sandstein 18:11, 26 September 2026 (UTC)reply
Delete - coverage via reliable sources appears to be trivial. Term itself appears to not be significantly covered besides a few sentence mentions. Might be a better fit in Wiktionary.
PicoMath (talk) 21:47, 26 September 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Relisting comment: @Karenthecelebrant: if you continue using LLM to polish your responses in this discussion, they'll be discarded.
Please add new comments below this notice. Thanks, Owen× ☎ 12:46, 4 October 2026 (UTC)reply
  • Keep – The article has been covered by several, independent, reliable sources. These sources have been cited. The topic is notable. Karenthecelebrant (talk) 06:01, 5 October 2026 (UTC)reply
  • Keep – the Death Literacy Index has been validated in peer-reviewed journals in Sweden, Turkey, Ireland and Singapore, and the concept is covered by the Guardian, the South China Morning Post, Channel News Asia and The Hindu. That is not a neologism without currency. Kukuryza (talk) 23:04, 7 October 2026 (UTC)reply


Adoption of the euro in Estonia (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Another article in a series of 'Adoption of the euro in ...' by the same author (now blocked). All articles use the same template, which looks to be generated by an AI. Vgbypw (talk) 08:21, 4 October 2026 (UTC)reply


Adoption of the euro in Greece (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Another article in a series of 'Adoption of the euro in ...' by the same author (now blocked). All articles use the same template, which looks to be generated by an AI. Vgbypw (talk) 08:20, 4 October 2026 (UTC)reply


Qué Rico Ch**gamos (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I propose redirecting to Saturno (album) because, aside from the fact that the article is AI-generated, it does not meet WP:GNG or the higher standards of WP:NSONG. the only time people have talked about it is when reviewing the album, or when its music video released, and I don't think the best source on that is SIGCOV 1brianm7 (talk) 05:26, 3 October 2026 (UTC)reply

Merge Per nom. An editor from Mars (talk) 08:58, 3 October 2026 (UTC)reply
Can't merge ai content Geschichte (talk) 20:51, 3 October 2026 (UTC)reply


Gowri Savithri (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Recreation of Draft:Gowri S in mainspace immediately after being declined at AfC yet again for lack of notability. Then author hopped to a new account and started padding it (potentially with LLM insertions). ChompyTheGogoat [ Bleat | Munched ] 14:03, 3 October 2026 (UTC)reply

  • Note: this discussion has been included in the AfD sorting lists for the following topics: People, Actors and filmmakers, and India. ChompyTheGogoat [ Bleat | Munched ] 14:03, 3 October 2026 (UTC)reply
  • Note: this discussion has been included in the list of Kerala-related AfD discussions. Ansgar Slopsbane (talk) 14:20, 3 October 2026 (UTC)reply
  • Note: this discussion has been included in the AfD sorting lists for the following topics: Authors, Women, LGBTQ+ studies, and Suspected AI-generated articles. Spiderone(Talk to Spider) 14:24, 3 October 2026 (UTC)reply
    I respectfully contest the deletion nomination for Gowri Savithri. The subject meets Wikipedia's general notability guideline (WP:GNG) as well as WP:ENTERTAINER and WP:AUTHOR through significant coverage in multiple reliable, independent secondary sources:
    1. Modeling – National & International coverage:
    - BBC News (2016) – "India's transgender sari models winning hearts" – independent feature on subject as part of Mazhavil/Red Lotus campaign.
    - NDTV (2016) – "These Pics of Transgender Models in Saris Are Now Viral"
    - The Times of India (2016) – "This designer's transgender models are winning hearts"
    - The Week, The News Minute (2016) – coverage of same campaign
    2. Historic advertising milestone:
    - The Quint (25 April 2018) – "#GoodNews: Kerala Brand Features Trans Model in Sari Ad" – about Karalkada billboard at Swaraj Round, Thrissur
    - The Asian Age (30 April 2018) – "Gender, no bar in modeling"
    - The Times of India (23 April 2018) – "It's a model worth emulating"
    Subject was noted as first transgender model in 163-year history of Karalkada brand and one of first trans models on a large billboard in Kerala.
    3. Film career:
    - The New Indian Express (7 Aug 2021) – "Queer drama Pixelia lands on Neestream"
    - The Times of India (5 Nov 2018) – confirms Pixelia selection for Indian Competition at 24th Kolkata International Film Festival (KIFF)
    4. Author – WP:AUTHOR:
    - Gowreepadham (2024) memoir published – covered by Manorama Music album and media.
    - The Last Piece of Banana Chips (2026) novel published by DC Books – covered by Kerala Kaumudi (25 Sept 2026).
    The Mathrubhumi Diary of a Transgender Model column written BY the subject herself is a primary source and I agree it should NOT be used to establish notability per WP:PRIMARY. I am citing it only as an external link, not as a notability source. The notability is established by the independent sources above.
    Therefore, subject clearly passes WP:BASIC – substantial coverage in multiple independent reliable sources.
    Thank you for reviewing. Akhillenin111 (talk) 14:23, 6 October 2026 (UTC)reply
  • Delete: Fails GNG+smell of UPE. Thilsebatti (talk) 16:37, 3 October 2026 (UTC)reply
  • Delete, low notability per WP:BIO, WP:NMODEL, WP:NACTOR and WP:AUTHOR. In the sources cited which can be considered reliable (BBC, Manorama, etc) it's either passing mentions in articles about transgender modelling, or interviews. In an online search I can't find significant reliable, secondary coverage of her, just more like what's already cited in the article. Note that in English and in Google Translate her given name is often transliterated as "Gowri", and her surname as "Savithri". User:Thilsebatti above is probably right about the UPE. Ansgar Slopsbane (talk) 10:09, 4 October 2026 (UTC)reply
    Hello editors,
    I respectfully contest the deletion nomination for Gowri Savithri. The subject meets Wikipedia's general notability guideline (WP:GNG) as well as WP:ENTERTAINER and WP:AUTHOR through significant coverage in multiple reliable, independent secondary sources:
    1. Modeling – National & International coverage:
    - BBC News (2016) – "India's transgender sari models winning hearts" – independent feature on subject as part of Mazhavil/Red Lotus campaign.
    - NDTV (2016) – "These Pics of Transgender Models in Saris Are Now Viral"
    - The Times of India (2016) – "This designer's transgender models are winning hearts"
    - The Week, The News Minute (2016) – coverage of same campaign
    2. Historic advertising milestone:
    - The Quint (25 April 2018) – "#GoodNews: Kerala Brand Features Trans Model in Sari Ad" – about Karalkada billboard at Swaraj Round, Thrissur
    - The Asian Age (30 April 2018) – "Gender, no bar in modeling"
    - The Times of India (23 April 2018) – "It's a model worth emulating"
    Subject was noted as first transgender model in 163-year history of Karalkada brand and one of first trans models on a large billboard in Kerala.
    3. Film career:
    - The New Indian Express (7 Aug 2021) – "Queer drama Pixelia lands on Neestream"
    - The Times of India (5 Nov 2018) – confirms Pixelia selection for Indian Competition at 24th Kolkata International Film Festival (KIFF)
    4. Author – WP:AUTHOR:
    - Gowreepadham (2024) memoir published – covered by Manorama Music album and media.
    - The Last Piece of Banana Chips (2026) novel published by DC Books – covered by Kerala Kaumudi (25 Sept 2026).
    The Mathrubhumi Diary of a Transgender Model column written BY the subject herself is a primary source and I agree it should NOT be used to establish notability per WP:PRIMARY. I am citing it only as an external link, not as a notability source. The notability is established by the independent sources above.
    Therefore, subject clearly passes WP:BASIC – substantial coverage in multiple independent reliable sources.
    Thank you for reviewing. Akhillenin111 (talk) 14:04, 6 October 2026 (UTC)reply
  • Delete: Per, Ansgar Slopsbane. CRASATO.99 (talk) 19:12, 4 October 2026 (UTC)reply


Bajestan Playa (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Contested PROD. I suspect this may have been AI-generated per Wikipedia talk:Did you know/Archive 217#Bajestan Playa (nom). Launchballer 06:10, 3 October 2026 (UTC)reply

  • Delete: per WP:TNT and WP:NOLLM. In addition to featuring signs of AI composition, the article also has numerous sources that don't support the claims that are used. For example, 8 and 9 say nothing about brine or lithium, 7 says nothing about the playa being a national heritage site or being part of the tourism group (it mentions Bajestan, not the playa). 5 uses stock photos of other deserts (one of them is from a different part of Iran) and is a completely garbage source. I've now spent more time on this article than the creator did in asking whatever LLM to generate it, so I'll stop, but there's nothing verifiable to redeem here and if we are to have an article on this subject, it needs a complete restart from scratch. Dclemens1971 (talk) 20:46, 5 October 2026 (UTC)reply
  • Delete as per Dclemens1971 - everyone should know that we are not Grokpedia. Bearian (talk) 20:39, 7 October 2026 (UTC)reply


Interspecific social behaviour in animals (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I propose merging, or redirecting to Symbiosis. This page seems largely AI generated (bulleted points, referencing Wikipedia itself) - GPTZero believes the final paragraph alone is 100% AI, which does not surprise me. The topic which it covers would easily be covered by the subject of 'Interspecific interactions', which is a redirect to Symbiosis. Sevenstxrsquid 🌊 06:54, 3 October 2026 (UTC)reply

  • Delete:Symbiosis already covers the topic better than this; if the article is indeed WP:LLM-generated then it could actually be speedy-deleted. There doesn't seem to be anything worth merging, and the title is long and wobbly, not an ideal search term (but I wouldn't oppose a delete-then-redirect if that's what folks want: we certainly don't want to preserve the text for future resurrections). Chiswick Chap (talk) 07:54, 3 October 2026 (UTC)reply
    Oppose: Having read the symbiosis article, it is clear to me that they have very little in common. However, I take your point on the wobbliness of the title. Dr Dobeaucoup (talk) 08:32, 3 October 2026 (UTC)reply
    I reacted too quickly. The articles do have a lot in common. I take your point. Probably if I had read this article I would not have written Interspecific interactions. Dr Dobeaucoup (talk) 08:42, 3 October 2026 (UTC)reply
    PS. This article started out with the title ‘Pet keeping by animals’. As I got into the subject, matter I decided I didn’t like that angle, so I repositioned in a way that resulted in more overlap with Symbiosis. The overlap is not complete (eg. the Symbiosis article doesn’t discuss play, the second most important interaction for primates. Also, I didn’t see any discussion of mistaken identity. Nevertheless, the overlap is considerable. Dr Dobeaucoup (talk) 12:42, 3 October 2026 (UTC)reply
    OPPOSE: I am having second thoughts about overlap with Symbiosis, though I do not deny that such overlap exists — overlapping is not the same thing as redundant. The approach of symbiosis article is to list the different types of symbiosis and then to provide relatively simple examples (lichens, fungus, seed dispersal, mites, etc.). This is useful from a pedagogical standpoint, but it hides the complexities of ‘higher’ social animals such as primates. The Interspecific social interactions article describes primate behaviors such play, caregiving, carrying, affiliative behaviour (such as grooming which is not covered in the same way in the Symbiosis article’s section on cleaning symbiosis). Ultimately, the understanding of how these behaviors are anchored in the concepts of evolutionary biology will be elucidated, but it is a bit early to assert, given the present state of knowledge, that they can all be reduced to symbiosis. For this reason, I have revised the article to focus only on primates. The title of the article has been changed accordingly. Dr Dobeaucoup (talk) 16:29, 3 October 2026 (UTC)reply
  • Note: this discussion has been included in the list of Suspected AI-generated articles-related AfD discussions. Spiderone(Talk to Spider) 08:28, 3 October 2026 (UTC)reply
I will describe my procedure in writing this article and let the Wikipedia community decide if it is Kosher. The article did originate from an AI-assisted draft, but I subsequent researched, expanded and sourced it. This process started out with me finding all of the fifteen references, all of which I read. I then substantially rewrote the text. I would estimate that I changed about half the words of the original draft (I did a rough text comparison). All the section titles are mine as are the bullet points (sorry GPTZERO, but you’re wrong!). The Wikipedia article cited at the top of the references section is to give credit for o the authors of the alloparenting article. This revision process took many hours and I now regard it as a team effort between me and ChatGPT. I stand by every word in this article — it contains no hallucinations. Dr Dobeaucoup (talk) 08:28, 3 October 2026 (UTC)reply


Béatrice Cointreau (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Doesn't pass WP:GNG. All sources are either non-independent (interviews) or passing mention of the person.

Article is created by a TA ~2026-47494-62 who submitted repeated non-notable AI-generated articles to AfC.

Also pinging @User:Jishara since they accepted the AfC 🍅 fx (talk) 08:16, 2 October 2026 (UTC)reply

Ah - it didn't read like LLM anywhere, and the sources I checked all were real sources that supported the info, so I didn't think there was an LLM. As for notability, I accepted based on the Legion of Honor medal per WP:ANYBIO, but if that's an insufficient award I wouldn't be opposed to deletion. Jishara (please ping upon response) (talk) 16:14, 2 October 2026 (UTC)reply


Spall strength (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This appears to be an LLM article creation with some typical WP:AISIGNS including WP:AIDASH and WP:AITREND (As a result, spall strength research continues to evolve at the intersection of materials science, mechanics, and data-driven engineering.). See the original submission. It hasn't had any substantial edits since article creation (mostly citation clean up, link clean up, and fixing section header casing). Daniel Quinlan (talk) 03:16, 2 October 2026 (UTC)reply

  • Note: this discussion has been included in the AfD sorting lists for the following topics: Engineering and Technology. Daniel Quinlan (talk) 03:16, 2 October 2026 (UTC)reply
  • Note: this discussion has been included in the list of Suspected AI-generated articles-related AfD discussions. Spiderone(Talk to Spider) 07:18, 2 October 2026 (UTC)reply
  • Delete or very limited merge to Spallation or Spall (as in, just the first paragraph at most). The topic is notable, but the article is too detailed for a general audience, and violates WP:NOLLM. All the sources I checked are good, but it's your classic LLM-drafted technical article: A "history" section that cites a couple of off-topic passing mentions, a grab bag of applications each sourced to a stack of primary papers, and a "current research" or similar section that reads like engineering firm PR. Yuck. WeirdNAnnoyed (talk) 11:01, 2 October 2026 (UTC)reply
  • LLM was used solely for Wikipedia formatting, not content generation. I’m not understanding your claim of over reliance on em dash use, as there is only one instance of their use in the article. Happy to concede that it gets a bit technical for a general audience, but so do many articles about niche properties (see acoustoelastic effect).
    I understand a push to merge, but looking at similar cases of a property that is behind a phenomenon (such as Fatigue limit and fatigue), makes it seem that this is not necessary. Ewint6 (talk) 12:25, 2 October 2026 (UTC)reply
  • Delete, fails NOLLM. The dab link in the first revision is also telling, I find it implausible that someone would have written the LaTeX formulae with completely correct syntax but not link [[ballistics|ballistic]] correctly. This is not enough to convince me on its own, but it is an additional sign that I considered in totality with the rest of the other signs present on the page. There are some things that lead me to believe that this is probably not a wholesale generation, but the text has clearly passed through an LLM at some point. ‑‑gurkubondinn 10:37, 3 October 2026 (UTC)reply
  • Merge selectively as suggested and as reasonable in these circumstances. A redirect or a smerge would be an acceptable outcome for LLM cases, I think, but anyone is free to correct me. Bearian (talk) 20:58, 5 October 2026 (UTC)reply
  • Keep – spall strength is a standard concept in shock physics, and the article cites 37 distinct sources in the journal literature. How the text was drafted is a cleanup matter: WP:NOLLM is not a notability criterion and WP:ATD applies. Kukuryza (talk) 21:18, 7 October 2026 (UTC)reply


'Ubayd ibn 'Abdillah Al-Jabiri (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The article has several concerns regarding source independence WP:RS / WP:IS, potential WP:COI, and WP:LLM-assisted editing.

Most sources appear closely connected to the subject or his teachings, with limited independent coverage to support WP:GNG. Additionally, I suggest reviewing the article history carefully. AriuCH (talk) 01:48, 25 September 2026 (UTC)reply

Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Hey man im josh (talk) 12:23, 2 October 2026 (UTC)reply


CCTV drain camera (plumbing) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I propose merging to Pipeline video inspection because the scope of both articles are quite similar, and this has limited scope in terms of only drainage pipes and sewer systems. Lf8u2 (talk) 20:14, 1 October 2026 (UTC)reply


Personalised External Aortic Root Support (PEARS) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This page was deleted earlier today by Crisco 1492 following discussion at Wikipedia:Articles for deletion/Personalised external aortic root support, and an identical copy was already re-posted by the page creator and re-deleted per WP:G4. The page creator has now posted a shorter version at a page with a parenthetical disambiguator, presumably to evade detection. Since it is substantially shorter than what was deleted (although it does not include any new information), I do not know if G4 applies so am leaving it to the community; happy for an admin to G4 this if they decide it does apply. This version has a defective DOI link that is usually generated as a result of LLM assistance. Courtesy ping to the other participants in the AfD, WeirdNAnnoyed and Vanamonde93. Dclemens1971 (talk) 18:26, 1 October 2026 (UTC)reply

  • Note: this discussion has been included in the AfD sorting lists for the following topics: Medicine and Suspected AI-generated articles. Dclemens1971 (talk) 18:26, 1 October 2026 (UTC)reply
  • Delete per NOLLM and G4. In my own estimation removing content from a previous version is insufficient to exempt a recreated article from G4. Vanamonde93 (talk) 18:32, 1 October 2026 (UTC)reply
    This is a new version created today, it is not removing content from a previous version.
    Originally two of the sources in the previous page were contested, hence why i removed those two paragraphs. Tororro (talk) 18:54, 1 October 2026 (UTC)reply
    The version you posted today had identical content except for the two paragraphs removed. The whole thing had been generated by LLMs, which is why you need to start over from scratch, not just publish the same text you used before. Dclemens1971 (talk) 19:03, 1 October 2026 (UTC)reply
    Yes, I initially removed those two paragraphs as that seemed to be the issue.
    Now this version has been rewritten. Its only two paragraphs why would I generate it with an LLM? I have just rewritten the very basic description of what this procedure is. I cannot see how this is contested fact or AI generated. There are only two sources and both back up everything that is now written. It is claimed the DOI is evidence of it being generated by LLM but I have provided two valid sources taht clearly show the DOI that i cited. Tororro (talk) 19:14, 1 October 2026 (UTC)reply
    The DOI link in the article is still broken. You didn't "rewrite" the two paragraphs. You copied them from the original version you produced that involved LLM use. If you want to write on this topic, start over with human work. Dclemens1971 (talk) 19:44, 1 October 2026 (UTC)reply
I am not attempting to evade detection and not sure why this is implied. I am trying to establish a page so that wiki users can find out about this procedure. The DOI appears to be correct as far as I can tell. see here: https://www.optechtcs.com/article/S1522-2942(21)00035-0/fulltext
This is a widely discussed and practiced medical procedure and deleting the page is not at all helpful for wiki readers that might seek information. Tororro (talk) 18:49, 1 October 2026 (UTC)reply
See also here the DOI as I quoted in the article https://www.sciencedirect.com/science/article/pii/S1522294221000350 Tororro (talk) 18:58, 1 October 2026 (UTC)reply
Your LLM messed it up, creating a fake DOI and hallucinating the wrong author list. In the article it says Golesworthy and Treasure as authors; in the actual source, the authors are Kenny, Austin, Golesworthy, Venugopal and Alphonso. We'd love to have an article on this topic written by a human, but nothing you've done thus far is human-written, and it's far too dangerous to have unreviewed LLM output about medical devices and procedures on Wikipedia. Dclemens1971 (talk) 19:13, 1 October 2026 (UTC)reply


OpenAI Operator (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Suspected AI generation, some content writing style is very AI. 菜國人 (talk) 17:49, 1 October 2026 (UTC)reply

Merge to OpenAI, specifically the section about agents. LLM-generated content can be cleaned up, so I'm not particularly concerned about that. However, given that this has been folded into OpenAI's agents feature, this content would best be suited there instead of a separate article. There is some significant coverage of the topic, but at this point I think it would be difficult to write more than a stub, so merging is probably best. HyperAccelerated (talk) 21:50, 2 October 2026 (UTC)reply
Merge: Could be merged to ChatGPT#Agents or OpenAI, being described as the "predecessor" to ChatGPT agents. Do not feel like the content is notable of being an entirely separate article. Sevenstxrsquid 🌊 07:28, 3 October 2026 (UTC)reply


Cinemax Distribution (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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A certainly AI-generated article with lots of evidence of WP:AISIGNS (example: Early company materials and press coverage describe the firm...) Even if it weren't bot output, there is no evidence of passing WP:NCORP; sources are WP:TRIVIALMENTIONs (, , , , ), WP:CORPTRIV (, ), and typical Nigerian news promo (same article in different sites: , ). Dclemens1971 (talk) 14:06, 28 September 2026 (UTC)reply

Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, In solidarity, Gommeh (talk 🎮 sign) 20:05, 5 October 2026 (UTC)reply


Galle Grid Substation (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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As WP:NBUILDING, infrastructure assets have no inherent notability. Sources don't provide significant coverage of subject to meet WP:GNG - they merely mention it in passing rather providing in-depth coverage. Obi2canibe (talk) 12:04, 26 September 2026 (UTC)reply

Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks,  — Chris Woodrich (talk) 01:01, 4 October 2026 (UTC)reply


House of Dust (architecture) (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This article is the second article connected to Antonino Cardillo which is written in a very obvious AI-style. I strongly suspect that the article is authored by somebody connected to the subject. There are two architectural magazines linked here giving sigcov, I am not an expert in that field but I suspect they may be reliable. Ordinarily I would stubbify, however, I am loath to leave an article in mainspace that may have been professionally commissioned without a declaration.

My view is delete, although I can see the value of stubbifying as there is a high possibility WP:GNG has been met. Boynamedsue (talk) 06:56, 23 September 2026 (UTC)reply

Stubify - GNG has been met, but AI seems to be present. Jishara (please ping upon response) (talk) 20:11, 24 September 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
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Relisted to generate a more thorough discussion and clearer consensus.
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Kurukh phonology (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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page created using AI from the start, violation of WP:NEWLLM scope_creepTalk 05:01, 23 September 2026 (UTC)reply

Relisted to generate a more thorough discussion and clearer consensus.
Relisting comment: Does not qualify for soft deletion due to previous PROD.
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Relisted to generate a more thorough discussion and clearer consensus.
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History of banking in Malta (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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The introduction appears to be LLM-generated, while the Timeline is WP:OR. Vgbypw (talk) 15:39, 22 September 2026 (UTC)reply

The page was intentionally created as a timeline of banking in Malta.
The brief introduction introduces the subject and provides context for the timeline, directing readers to the main article on history of banking and to a scholarly source covering the wider history of banking.
All entries in the timeline were compiled from published material on the history of banking in Malta and cross-referenced against relevant sources. The individual historical facts are also referenced to their sources.
Therefore, there should be specific identification of the entries considered to constitute original research. XonMalti (talk) 10:34, 26 September 2026 (UTC)reply
LLM-generated content isn't allowed even if it is used to create a brief introduction.
The timeline section constitutes OR because it was compiled by the author from primary sources. The problem is that it is the author who chooses which facts to include and which to omit. Vgbypw (talk) 13:08, 26 September 2026 (UTC)reply
If there is an issue with the introduction, it can be rewritten. The fundamental issue seems to be the timeline itself. The timeline is based on an academic paper by John Consiglio (https://www.um.edu.mt/library/oar/handle/123456789/88410 which is considered to be the first article on the subject) and a book by Uwe Jens Rudolf (https://dokumen.pub/historical-dictionary-of-malta-153811917x-9781538119174.html). Presenting historical events in a basic chronological list should not be considered as primary research. The "research" was linking the list to all other Wikipedia pages on Malta banks and adding additional references to the events to justify their inclusion in the timeline. I don't agree that the contents of this page is original research. The discussion should rather focus on ways to improve it XonMalti (talk) 05:57, 29 September 2026 (UTC)reply
Did you use AI to write the page? Kelob2678 (talk) 21:10, 29 September 2026 (UTC)reply
Introduction:
In the past I received feedback that some sentences did not use a formal or objective tone as per Wikipedia guidelines. So I did run the introduction through AI tools to set a more academic tone. The end result is a mix of my own writing enhanced with AI suggestions. I feel the end result still reflected the source article as well as introducing the subject. However, so far there has been no constructive feedback on how to improve the introduction.
Timeline:
The chronological entries were extracted manually, noting down the key dates whilst reading the sources mentioned above. The timeline was collated over a year and a half whilst drafting another page. Once published, the feedback received was to offload certain sections to subsidiary pages; hence, this Wikipedia page.
Conclusion
The bulk of the page text was not written using AI. XonMalti (talk) 05:46, 30 September 2026 (UTC)reply
Please don't use LLM for responses. See WP:AITALK. – The Grid (talk) 18:21, 30 September 2026 (UTC)reply
This doesn't read like an LLM response to me. Pangram and GPTZero both label this as human-written. Kelob2678 (talk) 19:03, 30 September 2026 (UTC)reply
They admitted to using LLM in the text. AI detection isn't 100% perfect. (who separates their response into three subheadings?) – The Grid (talk) 19:56, 30 September 2026 (UTC)reply
They omitted a colon after "Conclusion", did not use Markdown, and directly admitted AI use (LLMs usually try to be evasive). Kelob2678 (talk) 20:28, 30 September 2026 (UTC)reply
  • Information Info - Note on soft closure: This nomination has had limited participation and falls within the standards set for lack of quorum. There are no previous AfD discussions, undeletions, or current redirects and no previous PRODs have been located. This nomination may be eligible for soft deletion or merging depending on the nomination, at the end of its 7-day listing.
Logs: 2026-09 ✗ deleted
--Cewbot (talk) 00:03, 30 September 2026 (UTC)reply
Some of the articles have been rewritten and I believe all concerns have been addressed or clarified XonMalti (talk) 06:25, 30 September 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, — CactusWriter (talk) 18:08, 30 September 2026 (UTC)reply
The introduction was amended so the AI issue should have been addressed.
Happy to see that topic is considered notable and the timeline is adequately referenced.
So are there any remaining issues in the current page version? XonMalti (talk) 21:42, 2 October 2026 (UTC)reply
  • Delete. Obviously a notable topic, but the use of AI means I don't trust the accuracy of the article because of potential hallucinatory text. Best to WP:TNT this and start over with an editor(s) not using LLM.4meter4 (talk) 05:35, 8 October 2026 (UTC)reply


Immigrant entrepreneurship (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Potentially LLM written article that's mostly just an essay about a vague and broad topic instead of an article about a well established concept. "Immigrant entrepreneurship" can be anything. Cubnorth (talk) 23:33, 20 September 2026 (UTC)reply

  • Keep with reduction. Immigrant entrepreneurship is a widely accepted term and the subject of a substantial body of academic research. I rewrote the article in my sandbox, simplifying the prose and reducing its length by more than 50%, then replaced the live article. I also added a definition section to help clarify the concept. I believe the revised version addresses the concerns raised and is much more conducive to other editors expanding, restructuring, or rewriting the article as needed. The subject is specifically studied and tracked by organisations including the OECD, which includes a dedicated section of its International Migration Outlook 2 to the subject, and is the focus of a specific chapter in Elsevier's Handbook of the Economics of International Migration, among many other major academic publications. This is precisely the type of significant subject that Wikipedia should include. Its prominence can be quickly verified through searches of Google and JSTOR.
Wikipedia contains many obscure subjects that may legitimately warrant articles, but this is an established and important area of study that deserves inclusion because of it encompases such a broad range. The sources I have provided are all strong academic publications devoted again specifically to the subject. Even the source provided by ladmc, the German Historical Institute's Immigrant Entrepreneurship project covering immigrant entrepreneurship in American history broadly, reinforces the importance and established use of the term.
That said, although I am strongly opposed to LLM generated content, I recognise that my writing style may resonate with this issue. My writing also tends toward an essay style, which is something I have done professionally since long before AI existed and is a legitimate complaint by other editors. I am trying to work this out of my writing in general. I believe this may be partly because I develop highly polished articles. I made nearly 300 edits on Wikipedia developing this article, (not what you find in LLM generated content) and probably an equal amount of the work was done outside Wikipedia because I find it considerably easier to structure, move material around that way.
My proposed solution is the normal one for a notable subject where the article faces such concerns, that is to substantially reduce it. Over the next few days, during this discussion, I intend to shorten the prose considerably, probably by about half, while retaining as much of the existing structure and sourcing as possible.
One problem on Wikipedia is that articles can grow through incremental additions until they become sprawling and unorganised. I would like to leave this article with well developed structure but limited prose that makes it conducive to future contributions by other editors, while retaining the substantial academic sourcing that provides a foundation for future expansion. This is an approach I plan on taking in all of my future writing, limited prose with strong structure.
I appreciate the work done by all editors, including those critcal of my work JondeJon1 (talk) 13:05, 22 September 2026 (UTC)reply
I want to elaborate a little more as the nominator. There is no one unique thing that ties the information in this article together except for 'immigrants can be entrepreneurs'. This means that in my opinion, that's all the article is really saying. If the observations that followed were conclusive and uniform, then I'd understand a bit more, but as it stands almost all of them boils down to 'it varies', which is obvious. I respect that this is an area of interest for you, but as it stands I believe this topic is far too broad to be a useful article. Cubnorth (talk) 13:24, 22 September 2026 (UTC)reply
I understand the concern that the subject is broad, but I think that breadth is also what makes it valuable as an encyclopedia topic. Wikipedia benefits when it covers important central concepts, not just narrowly defined subjects. The study of immigrant entrepreneurship has considerable importance within sociology and social economics, which is why there is such substantial academic literature devoted to it.
The difficulty for me has been presenting the body of material without turning the article into an essay or adding my own synthesis. I could write a more cohesive argument connecting the research, but that would not be appropriate for Wikipedia. The article needs to be built from what the sources actually say, which can make it difficult to present the material cohesively.
At the same time, I am addressing the perception of LLM-assisted writing in the typical manner, by substantially reducing the prose and making the article more direct and source-focused. This often works against your concern, since reducing the prose can also make it harder to explain the connections among the research. I will post a rewritten version in the next few hours.
I understand where you are coming from, but I think this is a case where creative editing and restructuring can solve the problems. It would be a shame to lose an important area of study that belongs in an encyclopedia when the underlying subject and sourcing are very strong.JondeJon1 (talk) 08:05, 24 September 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
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Relisted to generate a more thorough discussion and clearer consensus.
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  • Comment On a path forward: if the consensus is that the current article does not meet mainspace standards, I would ask that it be moved to draft space rather than deleted outright. This would allow me to reduce it to a stub, which is the standard remediation for articles with suspected LLM content, and to resubmit it through the Articles for Creation process. On the merge suggestion: merging with Middleman minority or Model minority would not be appropriate. Both of those are subsections of the broader topic of immigrant entrepreneurship rather than equivalent or parent concepts. JondeJon1 (talk) 17:15, 7 October 2026 (UTC)reply
  • Keep – this is an established research field with literature in Oxford University Press journals, NBER working papers and OECD reports, all cited in the article. Breadth is an editing problem, not grounds for deletion. Kukuryza (talk) 23:55, 7 October 2026 (UTC)reply


Bhawana Ghimire (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I think it fails WP:GNG. Many sources are company-based press release coverage which don't account for the notability guideline. Nirvana869976 (talk) 21:40, 15 September 2026 (UTC)reply

Keep the NDTV profile in there is solid, as is the Himalaya Times piece and this Cricket Monthly piece. I'd recommend that we revert it to an older version, though - the current one has WP:AIBOLD and utilizes the * signs at multiple places, which is a pretty strong sign that it's significantly altered by AI - looks like it was during the edits on 21 January 2026, so revision to the version before that would work well Jishara (please ping upon response) (talk) 14:52, 16 September 2026 (UTC)reply
Comment. The issue isn't whether there are any sources mentioning Ghimire; there clearly are, Jishara. The relevant question is which sources constitute significant independent coverage for WP:GNG. The Cricket Monthly/ESPN feature appears to be the strongest source and is substantially about Ghimire, while several other results I found are primarily routine coverage of CAN events in which she is mentioned in her official capacity. I will pass this on to other editors' judgement. Nirvana869976 (talk) 20:02, 17 September 2026 (UTC)reply
I disagree that the other ones are routine, there are two non-routine ones in there IMO (NDTV, Himalaya Times). I do agree that the Cricket Monthly is sigcov. Jishara (please ping upon response) (talk) 20:18, 17 September 2026 (UTC)reply
Keep : Since the question raised in this AFD is WP:GNG, a 5 second google search gave me this on the first page which easily indicates she is notable enough and pass WP:GNG. I also agree with Jishara on AI . Khagendra (talk) 08:36, 17 September 2026 (UTC)reply
Comment. I don't want to influence you to change your opinion, Khagendra. However, I don't think the links you shared necessarily establish WP:GNG by themselves. Some appear to be routine coverage or mentions in connection with her official roles, rather than significant independent coverage of Ghimire herself.. But I will dig deeper onto what Jishara mentioned. And again, trivial mentions or routine company coverages don't qualify a person for WP:GNG. Nirvana869976 (talk) 20:01, 17 September 2026 (UTC)reply
  • Delete: Routine coverage of appointments and resignations, trivial mentions and other interview pieces do not help establish notability. Keep voters should try to find sources that are completely independent of the subject. New ground, old hurdles can be considered one such source, as it provides substantial independent analysis of the subject, but the subject is still far from meeting GNG. Jeraxmoira🐉 (talk) 14:26, 19 September 2026 (UTC)reply
Relisted to generate a more thorough discussion and clearer consensus.
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Relisted to generate a more thorough discussion and clearer consensus.
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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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Cross-language article-level gaps and inconsistencies:

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)

Discussion and communication support tools

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  • ConvoCompass – user-facing early warning system which alerts users when conversations are getting heated

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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