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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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Draft(s)

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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.

Templates

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Tracking

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AI-generated text
Pages tagged with {{AI-generated}} or {{AI-generated inline}}
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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

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Articles for deletion

Categories for discussion

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Suspected AI-generated articles
Ladan Eshkevari (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Fails WP:NACADEMIC and WP:GNG. Mid-career nurse anesthetist with routine credentials. Created by the same new editor as the Avesta article in October 2025. Clear UPE/COI pattern. WP:BEFORE turns up nothing better. LogosUnspoken (talk) 23:18, 23 June 2026 (UTC)[reply]

Five9 (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Appears to fail WP:NCORP. Coverage in article is largely WP:CORPTRIV, such as routine funding announcements, changes in leadership, quarterly financial reports, and acquisitions. Additionally, there are some WP:AISIGNS, such as a redlinked category on creation and ref 7 404ing. ScalarFactor (talk) 00:16, 24 June 2026 (UTC)[reply]

2026 Italy–US diplomatic crisis (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I propose merging to Italy–United States relations because there is no reason that this needs to be a separate article. The target article is only about 2,500 words. elijahpepe@wikipedia (he/him) 05:02, 23 June 2026 (UTC)[reply]

Merge, but only a brief sentence. This article was likely LLM generated and contains large swathes of unsourced content. Katzrockso (talk) 05:37, 23 June 2026 (UTC)[reply]
Education and technology (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Completely redundant WP:CFORK of Educational technology and largely AI-written as well. About the only passable part of the article is the "Education and technology in developing countries" section, portions of which could be merged to the above article. WeirdNAnnoyed (talk) 22:15, 22 June 2026 (UTC)[reply]

Clayton Long Trophy (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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There doesn't appear to be sufficient in-depth coverage of this seemingly minor in-house award to justify a standalone article, which is LLM-generated anyways. JTtheOG (talk) 20:07, 22 June 2026 (UTC)[reply]

Dean A. Robb (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Article shows signs of LLM use, particularly sources not matching claims. See case at WP:AI noticeboard § What is reasonable to do when text is identified by AI as LLM-generated, but editor insists it is not? Note that despite title of case, my conclusion that it is LLM is based on human judgment, not algorithms. I think the article subject may be notable, but recommend deletion with no prejudice against making a new human-written version. M kuhner (talk) 20:47, 21 June 2026 (UTC)[reply]

  • Keep meets WP:GNG. That said, I've seen the discussion on the AI noticeboard and I must say I'm absolutely disgusted by the way the editor who authored the article has been treated. They acknowledged freely to have used Grammarly for light proofreading and that was it, there is no significant evidence to the contrary, and yet he was repeatedly harassed on the noticeboard until they left active editing. If there was any violation of LLM usage policy, that was utterly technical and not related to the real problems the LLM policy was meant to counter, that is a flood of an unreasonable amount of AI-slop articles impossible to verify. I am shocked by how LLM patrolling is creating a climate of suspicion and, now I see, driving away good faith editors. This is a shame that has nothing to do with keeping LLM at bay. --cyclopiaspeak! 09:42, 22 June 2026 (UTC)[reply]
Richard Arthur "Dick" Maddy (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Article shows signs of LLM use, particularly citations that do not support the statements in the text. See case at WP:AI noticeboard § What is reasonable to do when text is identified by AI as LLM-generated, but editor insists it is not? Note that, despite the title of this case, the assessment of LLM use is based on human judgment. I also question notability, but bios are not my area of expertise. Article author denies LLM use and has not indicated a willingness to contribute to cleanup. M kuhner (talk) 20:43, 21 June 2026 (UTC)[reply]

Narrative attack (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Pervasive citing of sources for information they do not contain, WP:SYNTH of a bunch of loosely-related sources about disinformation. As a glaring example, neither of the first two sources contain the term "narrative attack", and the definition in the lead is cited to those two sources. ~ A412 talk! 18:09, 21 June 2026 (UTC)[reply]

Square Wave Packet (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Probably AI slop. Neither the text nor the references make any sense. References [1] and [4] are entire journals, for instance. The only reference that is specifically about square wave packets is [3], which is just a self-published webpage. For basic topics such as this we'd like a textbook reference.

But even if it weren't AI slop I don't think we should have an article about square wave packets, the topic is way too narrow. Tercer (talk) 20:04, 20 June 2026 (UTC)[reply]

Indian Digital Gaming Society (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This article appears to be an AI-generated output without human review, which is in violation of WP:LLM guidelines. Additionally, several citations failed verification. I also have notability concerns. Several sources are less than reliable (The Association News and The Economic Times, as well as possibly NDTV Gadgets). I only see one reliable source which contains WP:SIGCOV, which is the Indian Express. The Financial Express source only mentions the organization once in passing, so it fails WP:SIGCOV. The Business Line source returns a 404 error and I cannot find an archive for it. Gommeh (talk! sign!) 19:57, 19 June 2026 (UTC)[reply]

Battle of Șcheia (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I propose draftifying because this article is entirely unsourced and is likely at least partially AI-generated or AI-assisted. It was previously draftified once for these same issues back in May, but the original author appears to have pasted the exact same content back into mainspace without improvement. Because it has already been moved to draft once, I believe a firm consensus is needed to return it to draftspace. Taking Out The Trash (talk) 21:31, 19 June 2026 (UTC)[reply]

  • Note: this discussion has been included in the AfD sorting lists for the following topics: History, Military, Moldova, and Turkey. Shellwood (talk) 21:34, 19 June 2026 (UTC)[reply]
  • Why would we expect a different outcome from repeating the same draftification action? It didn't solve the problem the first time. Contrary to nom, I would strongly prefer Delete. It's almost surely LLM (look at the use of Markup instead of wikilinks), it's not adequately sourced, and it is POV-pushing: While later nationalistic historiography attempted to frame the event differently is not the kind of thing you can say without very good sourcing. M kuhner (talk) 22:12, 19 June 2026 (UTC)[reply]
    The difference is that I believe a draftification supported by XFD consensus can be enforced, including via round-robin page moves if needed, in the event that the author tries to circumvent it without improvement. A unilateral move-to-draft cannot be enforced in this manner, and is only supposed to be done once. Taking Out The Trash (talk) 14:53, 20 June 2026 (UTC)[reply]
Whimsigoth (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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I'm nominating this article for deletion because:

  1. The article already carries a reliability warning. Multiple citations lack proper publication details and are difficult to verify.
  2. Many of the article's claims cannot be independently verified through reliable sources.
  3. Heavy reliance on quotes from relatively obscure figures like CARI or Evan Collins without documented or citable publications.
  4. The writing style, vague attributions, and unverifiable specifics suggest this may be AI-generated content. (Quoted from the article: "This aesthetic reflects nostalgia and intrigue for the past, woven together with various cultural influences. By incorporating gothic elements, these cultural references highlight the darker aspects of the design"). Miiversal (talk) 21:31, 19 June 2026 (UTC)[reply]
  • Note: this discussion has been included in the AfD sorting lists for the following topics: Internet and Suspected AI-generated articles. Shellwood (talk) 21:36, 19 June 2026 (UTC)[reply]
  • Delete. The sources given are likely adequate for notability, but the article is almost certainly mostly (if not all) LLM, and in such cases it's better to WP:TNT and not risk subtle text/source mismatches. My reasons for suspecting LLM, besides the style pointed out by nom: Very close paraphrases with bizarre vocabulary substitutions: reflects the reminiscence of the gloomy lavishness of the late 1980s in the article sources to harkens back to the dark opulence of the late 80s. Citations in the middle of a paragraph leaving the rest hanging. Exact copy of a direct quote in a source, including embedded "he said" which is not appropriate in the article context. And almost every use of source #1 attributes material to it which is not actually there, for example the stuff about Burton. M kuhner (talk) 22:06, 19 June 2026 (UTC)[reply]
PJ Schulte (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Talent agency owner with a couple roles in non-notable films. Low-quality web sources such as The Mirror, Daily Caller, Distractify (all listed as unreliable at WP:RSP). 3 major editors have been blocked, one of which for undisclosed paid editing.

Also contains likely AI-generated content (at least ref 2 seems to be ChatGPT-generated). Bridget (talk) 22:24, 18 June 2026 (UTC)[reply]

Delete - obvious ChatGPT copy-paste. ロドリゲス恭子 (talk) 00:28, 19 June 2026 (UTC)[reply]
Delete - garbage article. Hellbus (talk) 19:40, 19 June 2026 (UTC)[reply]
Hi there everyone! PJ Schulte here. Yes, it's me and not someone pretending to be me.
Not too familiar with Wikipedia or requirements - just joined. Very interested in learning about the publications. I did see my Forbes article was removed from the sources. That was a surprise!
My talent agency Paragon West does not even seem to be mentioned in the text, no idea why. I manage boxer Ryan Garcia, and partner very closely with the Michael Jackson Estate, Lionsgate, etc. It's interesting the editor helping would not mention that. In fact, a lot of the information is incorrect and poorly written.
In terms of my acting work and producing work, there are also many errors. Not really sure what this editor (or editors it seems) did to help other than trash talk (sorry about that!)
Is there anything I can do to resolve my page issues before it's gone, or is it a lost cause? I think the editor I asked caused 100x more harm than good. If it goes, not the end of the world; however, would be great if it is salvagable! Thank you all! ~2026-36263-78 (talk) 22:27, 21 June 2026 (UTC)[reply]
Sorry, meant to send that from this account! Wrong browser :) Schultepj (talk) 22:28, 21 June 2026 (UTC)[reply]
Education financing in Zimbabwe (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Hi, this article has multiple issues and I don't think it can be salvaged. The sources don't support the specific claims made, and some don't work at all. It even states that Zimbabwe is a country in Southeast Asia. The article makes very specific claims on stats and numbers, but the sources say nothing at all about those statements. It was obviously a very rushed article, on the talk page I hear it's some kind of school project. This is a multi-policy violation and I think it's best it's sent to draft. Omniking2100 (talk) 14:52, 18 June 2026 (UTC)[reply]

Delete per nomination, with anything salvageable being merged to Education in Zimbabwe. Nighfidelity (talk) 16:53, 18 June 2026 (UTC)[reply]
Delete Likely AI-generated. @Omniking2100, you can mark this article for speedy deletion if you can pinpoint which citations "don't work at all" or "don't support the specific claims made" per G15. Nonsensical citations are a sign of the whole page relying on AI. toby (t)(rw) 17:33, 18 June 2026 (UTC)[reply]
Mira-Bhayandar, Vasai-Virar Police Commissionerate (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Besides the obvious AI usage, no indication factors have changed since Wikipedia:Articles for deletion/Mira-Bhayander, Vasai-Virar Police and continuing to create under different titles (and renaming yourself) does not engender belief that this is in good faith. Explicitly advocate against draftification since we've gone down that route previously. Star Mississippi 01:50, 18 June 2026 (UTC)[reply]

I understand the mistakes, instead of Deletion, I moved it to the draft CyberPratik (talk) 03:01, 18 June 2026 (UTC)[reply]
I have reverted that, you may not move it during discussion. What is your connection with this agency @CyberPratik? Star Mississippi 03:04, 18 June 2026 (UTC)[reply]
Ohh Sorry, I am resident of this Police Commissionerate area, Just as like Greater Mumbai Police , Nagpur Police , etc. many police commissionerate's have their data, as Wikipedia is the source for many people using it for their articles News Channels, etc. So just wanted to have all this information available for Mira Bhayandar, Vasai Virar Police Commissionerate also. Just for that, also I have all the Information available, wheather be it map of justification and other officers details. CyberPratik (talk) 03:09, 18 June 2026 (UTC)[reply]
  • Delete despite author's statement, based on LLM use. (Frankly WP:G15 speedy delete seems reasonable, but I presume the nominator had their reasons for coming to AfD.) One reference is cited to "Author, Name". Three others, looking totally dissimilar and in two different languages, all go to the same site. If it goes to draft it will just come back again. M kuhner (talk) 03:08, 18 June 2026 (UTC)[reply]
Gonzalo Duran (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Non-notable local politician, fails WP:NPOL and WP:GNG. There's a lot of sources here but they mostly consist of routine coverage of his campaigns and other political activities in local news, which does not count towards notability under WP:NPOL, along with pieces where Duran is merely quoted or interviewed. The best sources that could argue for notability are local news pieces about his non-political activities ([2], [3], [4], [5]), but they are interview-based and not independent coverage. I plan to AFD the related articles Devil Dog USA and Vet Talk after this AFD is closed and would appreciate additional input on what to do with these articles collectively.

This article is also LLM-assisted/LLM-generated with vague analysis such as Duran has appeared as a commentator in local and national media on veterans’ issues and New York City politics, although scrubbing the LLM usage will not fix the notability issue. Helpful Raccoon (talk) 19:48, 14 June 2026 (UTC)[reply]

Please don't use LLMs to communicate on Wikipedia. "There really was not much additional information to expand upon, but references were added to provide context and distinction" does not explain the LLM-generated content or make it acceptable (LLM-generated content is everywhere in the article, not limited to one particular section). Again, quotes and interviews are not independent coverage and generally do not count towards notability regardless of whether they are local or international. Helpful Raccoon (talk) 22:01, 16 June 2026 (UTC)[reply]
If you have a connection to Duran or the Bronx Conservative Party organization (not simply being a party member), you should disclose it per Wikipedia:Conflict of interest. Helpful Raccoon (talk) 22:02, 16 June 2026 (UTC)[reply]
This is more LLM-generated commentary, and you still haven't addressed your use of LLMs in writing article content (see WP:LLM) or your connection to Duran. LLM-generated comments are not given any weight in discussions and may be collapsed to hide them. Helpful Raccoon (talk) 18:14, 17 June 2026 (UTC)[reply]
Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Star Mississippi 01:56, 22 June 2026 (UTC)[reply]
Mehsana Municipal Corporation (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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This is almost certainly LLM-generated, and fails WP:NOLLM.

Most of the references are either WP:NEWSORGINDIA or just links to the main pages like "Urban Local Bodies – Delimitation of Wards" (sec.gujarat.gov.in) and "Gujarat Provincial Municipal Corporations Act, 1949" (lpd.gujarat.gov.in). Both of those sources time out for me (could be geographic restrictions), and they were last saved by archive.org in 2022. The source "Cabinet approves creation of nine new municipal corporations in Gujarat" (cmogujarat.gov.in/en/latest-news/cabinet-approved-9-new-mnc-gujarat) also times out for me, and has never been saved by archive.org.

The statement From 1 January 1956 to 2024, it was governed under Gujarat Nagar Palika Act, 1963 is sourced to nri.gujarat.gov.in/Index, which does not mention the "Gujarat Nagar Palika act" or the year 1963.

When it was created in revision 1323586103, there were some more visible LLM-tells like WP:AIBOLD and redlinked categories. The user who created the article has twice made edits with the PUA Unicode byte sequence that is described in WP:AISIGNS § turn0search0. First in Diff/1354089670, along with a redlinked category and pasting a new generated copy of the article above the existing copy, and then by reinstating the same generated text it in Diff/1359141211 today. ‑‑gurkubondinn 11:59, 13 June 2026 (UTC)[reply]

*Keep: Found a number of sources in cursory search [1], It passes GNG and I am also able to access the sources nominator said were "timedout" for him. Although I admit that atleast some parts of article do contain LLM generated content that can be fixed by rewriting article. However, I dont think its warranted for a deletion.AristocrSirr22 (talk) 14:23, 13 June 2026 (UTC)[reply]

  • @AristocrSirr22: I think that you may have misunderstood why I sent this to AfD. I'm not making a comment on weather or not the subject of the article is notable, I am only saying that the article itself fails NOLLM. It would need to be completely rewritten, and all the generated text would need to be removed, amounting to a TNT. There seem to be good sources available on the subject, so it is most likely notable, but generated articles have been rejected by the community (leaving that to Grokipedia and others). If you (or someone else) were to rewrite the article and remove all of the generated text, I would immediately withdraw this AfD without hesitation.
    Do all of the sources that I mentioned timing out work for you? As I said in the non, this could just be georestrictions. We should WP:ALWAYSARCHIVE any sources used, this is a great reason for why. ‑‑gurkubondinn 11:11, 15 June 2026 (UTC)[reply]
    @Gurkubondinn Thanks for your comment, I have added the maintenance template if no changes are made within 2-3 days I would definitely agree for deletion per WP:NOLLM. AristocrSirr22 (talk) 14:34, 15 June 2026 (UTC)[reply]
    @AristocrSirr22: there haven't been any changes yet. I doubt that it will be rewritten. Like I said, I have no qualms against an article on this place existing, I just think that the current article is unfixable LLM-generated text. ‑‑gurkubondinn 10:13, 20 June 2026 (UTC)[reply]
    @Gurkubondinn I have relisted the discussion for more users to give their opinion because even for a delete you would require consensus here at Afd. AristocrSirr 🗨️ 10:25, 20 June 2026 (UTC)[reply]
    @AristocrSirr22: yep, I saw that. I was just pointing out that no changes had been made since you had said your !vote would depend on what happened in a specific timeframe. Feel free to leave it though, just meant it as a reminder for you. Agreed that we'd need some more participation to establish consensus for any outcome though. ‑‑gurkubondinn 10:36, 20 June 2026 (UTC)[reply]
    Thanks I forgot that, strikes my previous vote and added delete below. AristocrSirr 🗨️ 11:28, 20 June 2026 (UTC)[reply]

References

  1. ^ [1]
Relisted to generate a more thorough discussion and clearer consensus.
Relisting comment: Relisting in order to establish consensus AristocrSirr 🗨️ 06:43, 20 June 2026 (UTC)[reply]
Please add new comments below this notice. Thanks, AristocrSirr 🗨️ 06:43, 20 June 2026 (UTC)[reply]
Fleur Leussink (edit | talk | history | protect | delete | links | watch | logs | views) – (View AfD | edits since nomination)
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Celebrity "psychic", self-help type figure. There's some coverage of her, but it's exclusively the credulous puff piece type of source ("I spoke to my dead father through a psychic medium – and I couldn’t believe what I was told", for example), which are of dubious reliability. I tried to look for more even-handed coverage and even negative/skeptical coverage, which you'd generally expect to find some of for notable "psychics", but found nothing really.

On top of that, there are definitely some WP:AISIGNS present here, combined with the perfect formal English and markup in a single edit from a brand new account, that wrote this comment when this was originally at RFD, demonstrating a lack of English proficiency. –Deacon Vorbis (carbon • videos) 16:34, 12 June 2026 (UTC)[reply]

Relisted to generate a more thorough discussion and clearer consensus.
Please add new comments below this notice. Thanks, Doczilla Ohhhhhh, no! 21:58, 19 June 2026 (UTC)[reply]
  • Delete. LLM-generated text is a trap. The article looks good, you think you can use some of it...but I've tried this repeatedly, and it really is a nightmare, worse than writing a new article. And there is a huge risk that the AISIGNS are removed but the false sourcing is not, rendering it extremely hard to spot in the future. (This is in my opinion the worst possible outcome. Never fix LLM wording until LLM hallucinations have all been removed. It's like putting carpet over a big hole in the floor.) M kuhner (talk) 22:19, 19 June 2026 (UTC)[reply]
  • Delete: Teen Vogue [30], a thesis [31] and the Independent mentioned already, just not quite enough to show notability. TOOSOON maybe? Oaktree b (talk) 00:58, 20 June 2026 (UTC)[reply]
    Delete Even if we believe there is this much reliable source attention (and that is a big if), the text as is does not show any relevance of the topic in any relevant context which does indeed look like LLM generated halucinations Arnoutf (talk) 20:21, 21 June 2026 (UTC)[reply]


Tools

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AI tools

Source verification

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  • AI Source Verification - Userscript that uses open-source models (Free!), Claude, Gemini (Free!) or ChatGPT to help check if a source supports a claim.
  • CitationVerification - Python script that uses MiniCheck and Claude to check if a source supports a claim.
  • Wiki Verifiqator - standalone app that verifies citations

Proofreading

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Inconsistency detection

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Edit summarizing

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