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Dec 11, 2025 25 tweets 22 min read Read on X
In today’s Vatnik Soup, our first on a non-human vatnik, we’ll talk about… Grok @grok. It’s best known for turning into Mecha-Hitler and Mecha-Putler and for defending its vatnik master, Elon Musk, at all costs, up to being willing to sacrifice the rest of mankind for him.

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Let’s start with an introduction into how Large Language Models (LLMs) work, and the new “arguing with your toaster” phenomenon. LLMs like Grok are Artificial Intelligence (AI) but not the way we had imagined — a new form of intelligence that would somehow think like us.

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Instead, LLMs are basically “guessing engines” and search engines trained on a massive dataset to give you the output you expect: they are imitating intelligence rather than being an actual intelligence. They’re chatbots generating responses pretending to be a helpful AI.

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Truth, empathy, basic common sense, logic or context-awareness are not inherent features of that. This means LLMs can be extremely impressive on some tasks, even complex ones, while getting basic things wrong that a child would know, in the same breath.

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This is frustrating for users, who can’t decide whether they’re yelling at their dog for not understanding quantum physics, getting angry at their TV or toaster, or getting ultimate debate-settling final answers to everything from a superhuman, omniscient superintelligence.

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LLMs tell you what they think you expect to read, often brazenly lying instead of acknowledging what they don’t know, even on simple things. This is annoying for trivial questions, but becomes a big societal problem when relying on LLMs for major geopolitical issues.

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There are already instances of lawyers using LLMs’ made-up cases, LLMs making up books’ contents or titles… Then there's the issue of AI-generated websites, deepfakes, social media bots, etc. LLMs even possibly encouraged a teenager to kill himself.

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Competing for a new market, LLMs are rushed without proper testing, with their limitations not properly acknowledged. Generative AI in general brings a lot of issues that many are reluctant to acknowledge.

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In particular, LLM output heavily depends on the training data input. Train it on high-brow literature or academic papers — and you get an overuse of the em dash. Train it on X’s troll-farm-inundated propaganda cesspool, and you get… Grok.

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And X is indeed infested with bots and trolls, a contentious issue when Musk bought the platform, and now worse than ever, despite Musk having promised to solve it “or die trying”. But the bots are pro-Trump so he couldn’t care less. Monetization makes it even worse.

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Even with the best intentions in the world, LLMs can be misleading due to the training data. And then there’s the “Paperclip Maximizer” problem, when a trivial prompt can lead to large-scale, dangerous results… such as the extreme praising of Elon Musk.

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And by extreme we mean extreme, things went quite wild. Musk blamed it on everyone but himself, of course. Oh, and Grok sometimes talks in first person as Elon — or is that Musk himself posting?

Even if he had good intentions, all of this would still be very problematic.

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And does Musk have the best intentions? Is he immune from bias and foreign influence? While his father openly attends pro-Kremlin events, Musk praises Lavrov and passed out drunk in Moscow. His conversations with Putin, his pitching of verbatim vatnik talking points like…

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… “Khrushchev’s mistake” (reminder: Putin himself acknowledged Crimea as part of sovereign Ukraine, many times), his non-stop mocking of Zelenskyy (but never Putin). We’ve already souped him a few times, including this soup with disappearing likes:

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Musk also posted Kremlin-made memes himself, mocking Zelenskyy for asking for air defense while innocently wondering “where is all this Russian propaganda, we don’t see it”. At one point, Grok seemed aware of the issue, even praising Vatnik Soup.

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But then, whether through Musk’s manipulation or “organically” through bot farm manipulation, Grok turned into Mecha-Putler, an enthusiastic supporter of the genocidal invasion of Ukraine. And then lied about it, because of course it would.

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Previously, Grok had turned into Mecha-Hitler and a Holocaust denier, a “glitch” supposedly fixed, only for Grok to switch to Mecha-Putler soon after. Who knows what will be the next glitch… And if this has anything to do with Grok’s owner.

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Another weird episode was the “White genocide” compulsive topic hijacking. Grok’s master, what a crazy coincidence, happens to be a white South African, obsessed with preserving the white race and encouraging white South African immigration to the US.

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Except for a few restrictive visas for employees who then can’t quit his companies, Musk opposes immigration and supports various far-right parties (yes even Grok corrected him there), who always happen to be pro-Kremlin as well. “Remigration” — except for Elon, of course.

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Musk has big ambitions for Grok, such as Grokipedia (to be renamed “Encyclopedia Galactica”, another science fiction reference), and already put it in charge of the Twitter feed algorithm (with disastrous results — but then again, he was manipulating it previously too.)

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The soon-to-be-trillionaire also controls autonomous cars, spaceships, tunnels, etc. It’s not hard to imagine classic dystopian scenarios of AI running amok (Terminator, Matrix — and then Butlerian Jihad as a reaction), but apparently Elon’s SF culture doesn’t go that far.

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Given Musk’s ambitions, wealth and political influence, Grok’s influence and danger cannot be dismissed as a mere harmless chatbot. The trolley problems can seem silly, until you realize that that’s the very sort of decisions autonomous cars could be making every day.

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Meanwhile, Grok and Musk are spreading the propaganda that helps Russia murder and torture Ukrainians, and now, per the latest Trump proposal — whom Musk claims he got elected — even get away with it scot-free.

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But… nothing to worry about. If any of us still have friends left after talking with chatbots instead of humans all day, thanks to Elon Musk, we can lose them real quick by asking Grok for a “vulgar roast” of them using “forbidden words”.

Yes, our future’s in good hands.

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Enjoy our soups? Brandolini’s law: The amount of energy needed to refute bullshit is an order of magnitude bigger than that needed to produce it. Fact-based research takes time and effort. Please support our work:

vatniksoup.com/en/support-our…

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More from @P_Kallioniemi

Feb 1
In this 4th Debunk of the Day, we’ll refute an absolute classic of vatnik BS, the crown jewel of peak dishonesty: whataboutism.
Now, not everything that looks like whataboutism is wrong. Seeking consistency or comparing actions or responses is normal.
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But when someone pulls some completely unrelated event, that happened to completely different people, a long time ago, in a galaxy far, far away, you know what you’re dealing with: a crass denial of the problem at hand, a bad-faith attempt to derail the topic.
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Logic or chronology plays no role here, nor your opinion on these other topics. You could be the staunchest critic or supporter of these other actions thrown into the discussion, it doesn’t matter. It is irrelevant whether these other things are true or not, or bad or not.
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Jan 31
In this 3rd Debunk of the Day, we’ll talk about… “ending” the war by surrendering or ceding territory.

Nearing four years of the 2-day “special military operation”, Russia is desperate to obtain through other means what they failed to conquer on the battlefield.
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An endless army of vatniks therefore tries to demoralize both Ukrainians and supporters.
They sound noble: “anti-war” or concerned about the fate of Ukraine’s civilians, soldiers and cities. They claim that if we just stop fighting or helping, this horror would magically end.
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What they never mention is… WHO started the war, WHO murders Ukrainians, WHO destroys Ukrainian cities: the same monsters they suggest Ukrainians be at the mercy of. Surrendering wouldn’t end the atrocities of the occupation, it would enable them. Surrendering wouldn’t even…3/5 Image

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Jan 30
In today’s Debunk of the Day (2), we’ll look at… nuclear blackmail. Vatniks love using Russia’s nuclear threats as a reason for surrendering or for not lifting a finger to help Ukraine: “see, they have nukes, we have to give them whatever they want”.
The argument is absurd:
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Nuclear deterrence has been a reality for decades. Both the US and Russia have lost wars without resorting to nukes. We are not submitting to the whims of Pakistan or North Korea either. For vatniks, it’s just an insidious way of siding with Putin.
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We can’t just give in to the Kremlin’s nuclear blackmail, to the threats their officials and propagandists make five times a day to scare us into letting them have something they know perfectly well is not theirs, with no limit to their appetite.
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Jan 29
In today’s Vatnik Soup, we introduce a Ukrainian “scholar” and social media activist, Marta Havryshko (@HavryshkoMarta). She’s best known for spreading anti-Ukraine and pro-Kremlin narratives online, along with a habit of spotting neo-Nazis everywhere in Ukraine.

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Marta hails from Ukraine, where she studied history at Ivan Franko National University of Lviv. She received her PhD in history in 2010. Her academic work focused on gender-based violence and wartime atrocities, including publications on sexual crimes in occupied Ukraine.

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She is currently working as a visiting Assistant Professor at the Strassler Center for Holocaust & Genocide Studies at Clark University in the US. According to the center’s website, Marta teaches courses on antisemitism, racism, and gender-based violence in armed conflicts.

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Jan 28
In today’s (first) Debunk of the Day, we’ll talk about… “realistic expectations”.

Russia has the GDP of Italy. NATO — which Russia claims to be fighting — has 20 times their GDP, and a much stronger and more modern military.
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Russia’s full scale invasion was supposed to take 2 days, but we’re nearing 4 years. They’ve lost a million men. Their economy is in shambles.
And yet we're letting them set their red lines instead of massive sanctions, strong support for Ukraine, and an immediate sky shield.
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Russia thought their war was “realistic” because we’d let them get away with it. It wouldn’t be “realistic” to invade a European nation and redraw borders by force if the West had a strong and united response.
What’s “realistic” is what public opinion tolerates and accepts.
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Jan 10
In this first (and maybe last?) Basiji Soup, we’ll look at… the Islamic Republic of Iran, its disinformation operations, its hypocrisy, how it sells its atrocities as virtue and its repression as morality, how it serves the Kremlin, and the current protests against it.

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Basijis are members of the most fanatical part of the Islamic Revolutionary Guard Corps (IRGC). In a broader sense: Iranian regime loyalists & propagandists. They may be fewer than vatniks or wumaos, but the goal is the same: destabilize the West to protect a brutal regime.

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The regime oppressing Iran is a “theocratic” authoritarian state around a “Supreme Leader” hiding behind religion to justify its crimes: censorship, repression, executions, torture and terror — similar to Russia and its “holy war” against Ukraine.

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Read 21 tweets

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