Pekka Kallioniemi Profile picture
Dec 26, 2022 14 tweets 6 min read Read on X
In today's #vatnik soup I'll theorize what's happening with Twitter after Elon took over. As with all social media platforms, Twitter's algorithm is their best-kept secret and there is very little public information available on it.

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Like other social media algorithms, Twitter's is probably powered by a machine learning (ML) components which means that it's constantly changing its behavior. It gets "training data" from the 900 million daily tweets posted on the platform.

2/14
Social media ML algorithms are extremely complex, and engineers from Google and Facebook have said that they sometimes have hard time understanding their own ML algorithms:

vice.com/en/article/y3p…

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On 24 Mar, 2022, when Musk was still planning the purchase, he held a poll about making the whole algorithm open source:
I very much doubt that this will happen - there are two elements that make a social media platform successful:

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1) its algorithm, and 2) critical mass to make the platform lively.

So how does Twitter prioritize content? Instead of ordering tweets chronologically, it shows tweets dynamically based on various factors - who do you follow, whose tweets you've been reading, etc.

5/14
If you read some of Max Blumenthal's or Lauren Boebert's tweets out of curiosity, Twitter may show you more of this type of content. It of course prioritizes tweets from people you follow, but sometimes it makes these "detours" that change your Twitter feed.

6/14
Now, a bit of theorizing: I think that the algorithm was changed after the Russian invasion so that it would prioritize Ukraine-related content. This content was seen more often, gained more exposure, likes, re-tweets, etc.

7/14
This theory is supported by my own data, showing that engagement dropped by around 40%. This phenomenon was also supported by other, much more popular people:

8/14
I would also imagine that some more strict rules for prioritizing content related to COVID-19 were integrated during the first year of the pandemic. This was - based on my theory - done to control the spread of disinformation related to the pandemic.

9/14
So, I don't believe that Twitter started suppressing Ukraine-related content, but removed its prioritization instead.

Also, I don't think the Twitter Blue does anything yet, as Julia Davis, who saw a drastic drop in engagement, already has it.

10/14
Of course it's up to Twitter to decide if they want to boost specific type of content or not - as a private company they can "take sides" if they want as long as they follow the law.

One of the first promises of Elon was to get rid of Twitter's bots ...

11/14
... but the problem is not the bots, but the organic troll farms. Actual people are propagating and spreading state- and corporation-sponsored areas en masse, and these troll armies use brigading, spamming and spreading of disinformation as their weapons.

12/14
In one of my earlier soups I predicted that disinformation will spread faster and wider with the changes that Musk has made. I think that the more recent changes and Elon's tweets reinforce this prediction. Many known disinfo spreaders have also been reinstated on Twitter.

13/14
Elon hasn't made any comments about troll farms either, probably because it's such a huge problem that it's almost impossible to tackle.

My related soups:

Troll farms:
Manipulation:
Twitter Files:

14/14

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More from @P_Kallioniemi

Jan 22
In today’s Vatnik Soup, I’ll discuss the Kremlin’s toolbox at sea. Recently, we have seen several sabotage operations allegedly conducted by Russia & its allies, especially in the Baltic Sea region. Since 2023, there have been several underwater cables cut by ships’ anchors.
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Since Russia’s full-scale invasion of Ukraine,the Baltic Sea has become a hotspot for NATO-Russia rivalry. This rivalry ramped up in Sep 2022,when the Nord Stream gas pipelines were sabotaged by an unknown perpetrator (some blame a “pro-Ukraine group”, others, the Russians).
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These sabotage operations in the Baltic Sea now target critical infrastructure like Internet and energy cables, links that are vital for European communication and trade. Russia and its allies allegedly use these acts to test NATO’s resilience and response.

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Read 19 tweets
Jan 21
Post highlights/best memes from the inauguration.

I'll start with Zuck showing human emotions:
Friends enjoying each other's company:
Read 6 tweets
Jan 9
In today’s Vatnik Soup, I’ll discuss the absolute state of X in January 2025. Since its acquisition by Elon Musk, this platform has rapidly transformed into his personal political tool and a breeding ground for hate speech and disinformation.

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Not everyone is following this shitshow as closely as I am, so I thought it would be good to write a summary of all the changes that have happened on this forum and outside of it. These changes have drastically changed how the platform operates and who gets “a voice” here.

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Elon’s team has been tweaking the algorithm many times after the takeover. One of these tweaks happened already around Nov 2022, when the platform heavily suppressed the visibility of pro-Ukraine accounts. This change was then noticed & reported by many pro-Ukraine accounts.
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Read 23 tweets
Jan 8
In today’s Vatnik Soup, I’ll introduce a Venezuelan bus driver, politician & dictator, Nicolás Maduro (@NicolasMaduro). He’s best-known for ruining Venezuela, turning it into a dictatorship, and for collaborating with other authoritarian regimes like Russia, Iran & Belarus.

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His exact birthplace has been questioned, but most sources agree that Mr. Maduro was born in Caracas, Venezuela. Maduro was raised in a Catholic family, but at some point became a follower of Indian Hindu guru Sathya Sai Baba and even visited the guru in India back in 2005.

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Nicolás’ introduction to leftist politics happened during the 80s, when he acted as an unofficial trade unionist and as bodyguard for José Vicente Rangel, who later worked as a foreign minister under Hugo Chávez. He also visited Havana, Cuba, where he “studied communism”,…

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Read 23 tweets
Jan 3
In today’s #vatniksoup, I’ll introduce an Estonian politician and propagandist, Aivo Peterson. He’s best-known for travelling to Donbas and Mariupol to produce pro-Kremlin propaganda, and for trying to create a pro-Russia separatist movement in Estonia.

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Peterson is what I call a “decoy vatnik” - someone who’s so overtly pro-Kremlin that their activities draw a lot of attention (think Johan Bäckman in Finland), and the Putin bootlickers who work through business and politics can operate in peace.

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Aivo hails from Ida-Viru, a region populated mostly by Russians. His father was Russian — his birthname was Krylov, but he later took his mother’s surname Peterson. Before becoming a full-time Kremlin propagandist, he worked as a border guard, masseur & real estate agent.

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Read 17 tweets
Dec 30, 2024
More proof that

@AdrianDittmann = @elonmusk

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Both capitalize "Dad"

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Both tell the same shitty jokes.

What else we got?

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Read 4 tweets

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