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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.

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.

So, yes, I'm sure most of us are aware that Wikipedia political articles are going to be as misleading as they can get away with, but let me just say that there are some completely non-political articles that are factually wrong, too. If you look up the Sleeping Beauty problem, the article states that there is "ongoing debate", which is ridiculous. For actual mathematicians, there's no debate; the answer is simple. The only reason there's a "debate" is because some people don't quite understand what probability measures. Imagine if the Flat Earth page said that there was "ongoing debate" on the validity of the theory...

And don't even get me started on the Doomsday argument, which is just as badly formed but has a bunch of advocates who are happy to maintain a 20-page article full of philosobabble to make it sound worthy of consideration.

I'm sure there are many other examples from fields where I'm not informed enough to smell the bullshit. Crowdsourcing knowledge has more failure modes than just the well-known political one.

If you look up the Sleeping Beauty problem, the article states that there is "ongoing debate", which is ridiculous. For actual mathematicians, there's no debate; the answer is simple. The only reason there's a "debate" is because some people don't quite understand what probability measures.

Excellent bait.

Only partially - I genuinely think this is an example of a failure of Wikipedia as a repository of knowledge. And believe me, I'd like nothing more than for rationalists to grok Sleeping Beauty like they (mostly) grok Monty Hall.

Eh, I think that the issue is that probabilities are facts about our model of the world, not facts about the world itself, and we will use different models of the world depending on what we're going to use the probability for. If Sleeping Beauty is asked each time she awakens for a probability distribution over which side the coin landed on, and will be paid on Wednesday an amount of money proportional to the actual answer times the average probability she put on that answer across wakings, she should be a halfer to maximize payout. If instead she gets paid at the time she is asked, she should be a thirder.

But if you think there should be some actual fact of the matter about the "real" probability that exists out in the world instead of in your model of the world, you will be unsatisfied with that answer. Which is why this is such an excellent nerd snipe.

p.s. you might enjoy the technicolor sleeping beauty problem.

Even after reading ape's chain of articles, I find this reasoning very unconvincing. Beauty is asked, per awakening, how likely tails is. The obvious answer is 2/3, as Ape (and you) acknowledge through the betting odds. That it is possible to construe some weird betting scheme that restores the original coin toss likelihood is true, but entirely irrelevant, in my view, to the original though experiment; It just transforms it into a different (rather boring) thought experiment, namely: "you toss a coin. Some stuff happens on monday or tuesday but it doesn't matter. It's wednesday now, how likely was the coin to come up heads?". The scheme is deliberately designed so that your awakening doesn't matter anymore, the only thing that matters is that after the summations are applied on wednesday you have to arrive at the original coin toss likelihood. You can of course also construe many betting scheme for various odds once you allow for weighed summation. We can get p=1 by only summing over tuesday, for example. We can also do even more degenerate shenanigans, like explicitly summing only if the coin toss was heads, so the correct bet would become p=0. The original question was still, however, per awakening.

The technicolor problem doesn't change this, either (though I agree it's interesting, so still thanks for the link!).

The scheme is deliberately designed so that your awakening doesn't matter anymore

That is rather the point, yeah. The goal is to show that the probabilities you use to guide your decision should be based on how that decision will be used.

Let's say Sleeping Beauty is actually a mind upload, and if the coin comes up heads I will run two copies of her and only use her answer if the two copies match (but the hardware is very good and the two copies will match 99.999% of the time), and if the coin comes up tails I will only run one copy. Halfer or thirder?

How about if, in the heads case, instead of running two independent copies of her entire mind, I run two independent copies of each neuron's computations, and at each step, if there's a mismatch, I run a third copy as a tiebreaker (but mismatches are incredibly rare). Halfer or thirder?

Actually it turns out I'm just using a less efficient algorithm if the coin came up heads which happens to use twice as much compute. Halfer or thirder?