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Culture War Roundup for the week of October 27, 2025

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Elon Musk just launched Grokipedia, a kanged version of wikipedia run through a hideous AI sloppification filter. Of course the usual suspects are complaining about political bias and bias about Elon and whatnot, but they totally miss whole point. The entire thing is absolute worthless slop. Now I know that Wikipedia is pozzed by Soros and whatever, but fighting it with worthless gibberish isn't it.

As a way to test it, I wanted to check something that could be easily verifiable with primary sources, without needing actual wikipedia or specialized knowledge, so I figured I could check out the article of a short story. I picked the story "2BR02B" (no endorsement of the story or its themes) because it's extremely short and available online. And just a quick glance at the grokipedia article shows that it hallucinated a massive, enormous dump into the plot summary. Literally every other sentence in there is entirely fabricated, or even totally the opposite of what was written in the story. Now I don't know the exact internal workings of the AI, but it claims to read the references for "fact checking" and it links to the full text of the entire story. Which means that the AI had access to the entire text of the story yet still went full schizo mode anyways.

I chose that article because it was easily verifiable, and I encourage everyone to take a look at the story text and compare it to the AI "summary" to see how bad it is. And I'm no expert but my guess is that most of the articles are similarly schizo crap. And undoubtedly Elon fanboys are going to post screenshots of this shit all over the internet to the detriment of everyone with a brain. No idea what Elon is hoping to accomplish with this but I'm going to call him a huge dum dum for releasing this nonsense.

This reminds me of Vox Day's Encyclopedia Galactica project, or the even more retarded Conservapedia.

Wikipedia and crowd-sourced intelligence in general has its obvious failure modes, yet Wikipedia remains an extremely valuable source for.... most things that aren't heavily politicized. Even the latter will usually have articles that are factually correct if also heavily factually curated.

The problem with AI-generated "slop" is not the "schizo" hallucinations that you see. It's the very reasonable and plausible hallucinations that you don't see. It's the "deceptive fluency" of an LLM that is usually right but, when it's wrong, will be confidently and convincingly wrong in a way that someone who doesn't know better can't obviously spot.

With Wikipedia, if I read an article on Abraham Lincoln, I am pretty confident the dates will be correct and the life and political events will be real and sourced. Sure, sometimes there are errors and there are occasional trolls and saboteurs (I once found an article on a species of water snake that said their chief diet was mermaids), and if you are a Confederate apologist you will probably be annoyed at the glazing, but you still won't find anything that would be contradicted by an actual biography.

Whereas with an AI-generated bio of Lincoln, I would expect that it's 90% real and accurate but randomly contaminated with mermaids.

My rule of thumb with Wikipedia is:

Anything well-known (in the community of Wikipedia editors) and uncontroversial (in the community of etc.) is likely to be reliable. Look up, say, Maxwell's equations and you will find detailed and reliable information.

Anything well-known and controversial is going to be well-sourced but unreliable, likely in the direction of the preponderance of sources used by Wikipedia, which tend to be heavily biased not only towards left-wing sources, but also towards free sources on the internet. Wikipedia prohibits 'original research' which means that it will tend to uncritically repeat the syntheses found in supposedly reliable sources. So, for instance, Wikipedia's page on the January 6 riots is going to be a very well-sourced summary of the 'orthodox' liberal line.

Anything not well-known, regardless of controversy, is usually going to be the playground of whoever cares enough to write the article, which may be just one or two people. This used to be seen much more widely, but today it's easiest to find this when looking for articles on non-Western history, culture, or art. An article on an obscure non-Western monarch, for instance, may well be written and edited only by a single enthusiast from that monarch's own culture. One example of this at the moment might be the article on King Zhou of Shang, which includes a long excursion, footnoted exclusively to Chinese sources, dedicated to arguing that Zhou is the victim of a historical hit job and was not really that bad. This reads like the work of a single devoted Chinese editor, which remains on Wikipedia mainly because very few editors of English Wikipedia know or care about King Zhou.

In general Wikipedia will give you a summary of the consensus view of Western popular academia (that sounds like a contradiction, but I trust you know what I mean), with a moderate liberal bias. On subjects that are not heavily politicised, this is pretty decent. On subjects that are not subject to significant academic controversy, or which aren't extremely technical, this is also often decent. But on other subjects Wikipedia can range from actively misleading to outright spreading falsehoods.

On a related note, we once had a bit of a discussion about Wikipedia articles on the Hajnal Line and Hajnal himself, which showed evidence of blatant leftist bias and propaganda. I just revisited it and it seems to have been partially rolled back. Maybe the world is indeed healing.