Vatnik Soup Profile picture
Apr 2, 2023 23 tweets 12 min read Read on X
In today's #vatniksoup, I'll talk about Twitter. Elon Musk recently released the Twitter's algorithm as open-source for all to see (kudos!), and people have already found some interesting things from the code.

Here's my analysis on the most interesting findings.

1/21
First of all, let's start with the "I told you so" moment: On 26 Dec 2022, I theorized that pre-Elon there was a adjustment in the algorithm that prioritized Ukraine-related content, making it more visible, thus making it gaining more likes and retweets.

2/21
After Elon took over, my engagement in Ukraine-related content went down by 40%. This same drop was experienced and reported by Denis Zakharov (@betelgeuse1922) and Julia Davis (@JuliaDavisNews). Apparently, right after taking over Twitter, Elon Musk put in place an...

3/21
...algorithm change that PENALIZED all Ukraine-related content, making it less visible. For bigger accounts like Davis', 40-50% drop in engagement is HUGE. Now, this could've been due to there being a Ukraine-boosting prioritization before, which he then reversed...

4/21
...- I guess we'll never know. If the penalization list is in chronological order, the addition to punish Ukraine-related content was the latest addition.

Now, the rest of the algorithm works pretty much like all social media algorithms work: promote thought-provoking...

5/21
...content and kill any conversation around it. Each like gains 30x boost, re-tweets get a 20x bonus, and replies have no effect at all. So appease to your audience and refuse to talk with the dissidents, and you'll be rewarded by the algorithm.

6/21
Adding media helps, and adding both videos and images gives you a 2.0x boost. External links, on the other hand, may hurt your engagement especially if the account is fresh. I assume this was done to counter the spam bots that spread harmful and spammy links.

7/21
Your following-to-follower ratio also matters, and there's an algorithm that reduces the engagement of users who follow a lot of accounts but have only few followers. This could be used to counter the "follow me and I follow back" accounts who try to...

8/21
...garner a large following in a short time.

If a lot people have muted or blocked you, your engagement goes down. Same happens, if a lot of people have recently unfollowed you or reported your account for spam and/or abuse.

9/21
Having Twitter Blue gives you a HUGE boost in engagement, ranging from 0 to 100 with the default of 4x.

Besides Ukraine-related content, there are penalties for posting disinformation, medical misinformation (most probably related to COVID-19), calls for...

10/21
harmful acts (probably installed after Jan 6th), "not safe for work" content (usually porn), content with withheld DMCA strikes, and hateful and/or violent content.

But if the account is big enough, these penalties don't even matter. Take for example Donald Trump Jr.'s...

11/21
..disinformative tweet about Zelenskyy banning the Ukrainian Orthodox Church: this was clearly a lie and was labelled as such, yet the tweet itself gained 16 000 retweets and 64 000 likes. Once you've got big enough audience on Twitter, none of the penalties apply.

12/21
Remember those Twitter circles which shows who you interact with most? Twitter does those,too.Most of the users who tweet regularly are put inside a circle & posting on topics outside of your circle actually hurts your engagement. Now,this penalty is 10x which is again huge.13/21
So just keep on posting stuff that appeases your audience and you won't get punished. Any new perspectives and challenging of people is strictly forbidden, at least if you want to stay relevant. Twitter also tracks the time people spend on your tweets, probably to increase..14/21
..the engagement of threads. If people spend over 2 minutes reading your tweet or if people check your profile through one of your tweets, you also get bonuses.

Twitter also detects for "unknown language", so misspelling, typos or using of words that don't exist penalizes..15/21
..your engagement a LOT (0.01x penalty). So even if you have a good message, it can be penalized if it's badly written. This again seems like a measure against auto-translation bots that spew out bad English en masse.

Interestingly, Twitter also tracks closely the...

16/21
...engagement of US political system, by tracking the impressions on both Republican and Democrat users. It also tracks how so-called Power Users and Elon himself are doing in terms of impressions.

To conclude: Twitter's algorithm is working exactly like other social...

17/21
...media platforms, meaning that it promotes the idea of "information bubbles" and echo chambers. It seems that Elon Musk also lied when he said that Twitter now promotes all viewpoints equally - as there's a engagement penalty for all Ukraine-related content.

18/21 Analysis and visualization by Pauli Ohukainen (2022).
I actually appreciate Musk for releasing the algorithm as open-source, but there's also one big problem: it allows social media manipulation on Twitter to be taken to a whole new level. Let me give you an example: if troll farms want to decrease the engagement of a ...

19/21
...dissident, all they have to do is create hundreds of accounts that then mute/block that dissident's account. They can also increase engagement for propagandists and grifters by retweeting and liking their content. Actually, anyone can do it - buying 1000 likes ...

20/21
...costs you today around 30 USD, and 500 retweets can be bought for 15 USD. Or, if you're the owner of the platform, you can just change the algorithm so that EVERYONE sees your tweets whether they care about your message or not.

21/21
APPENDIX: Some of the claims here have been disputed, see for example this thread:

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More from @P_Kallioniemi

Jun 6
In today’s Vatnik Soup, we introduce Vincent Bolloré, a French billionaire and media tycoon. He’s best known for building a powerful media empire and for reshaping editorial lines across French media and publishing, pushing them toward far-right and pro-Kremlin positions.

1/25 Image
Born in 1952 in Boulogne-Billancourt to a family of industrialists, Vincent studied law at Paris Nanterre University. He took over the family business and turned it into a sprawling conglomerate spanning logistics, port infrastructure in Africa, advertising, and media.

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Bolloré’s African logistics empire also became the subject of a long-running corruption investigation in France. Legal proceedings against Vincent Bolloré personally are still ongoing, with a trial planned in December, after a judge refused to approve a plea deal.

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Jun 4
In today’s Vatnik Soup, we’ll introduce an American conspiracy theorist, podcaster & antisemite, Candace Owens (@RealCandaceO). She’s best known for spreading conspiracy theories, attacking Ukraine, promoting pro-Kremlin BS, and becoming a favorite of Russian state media.

1/21 Image
Candace started her career as an intern at Vogue magazine but later moved into political commentary. Her early career focused on criticizing Republicans, calling their antics “bat-shit crazy.” In 2016, her blog even published an article about Trump’s penis size.

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That same year, she launched a doxxing website called SocialAutopsy. In response, people began posting Owens’s personal information online. During the controversy, she gained support from figures such as @Nero and @Cernovich. And just like that, she became a conservative.

3/21 Image
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May 27
In today’s Wumao Soup, we’ll talk about Taiwan, the sovereign country the Chinese Communist Party insists is not a country, but constantly threatens to invade just like a country, while the “antiwar” crowd is eagerly encouraging them to start that war, endangering millions.

1/20 Presidential Office Building, Taipei, Taiwan https://www.instagram.com/p/Cm4GOcdvZbi/
Taiwan is a country, a state. It has its own territory, government, army, police, courts, taxes, passports and elections, just like any other country.

The only difference? Its neighbor, imperialist China, wants to invade it, and other countries try to please the big bully.

2/20 Image
Taiwan’s official name is the Republic of China, or ROC. The ROC was founded in 1912, after the fall of the Qing dynasty. The People’s Republic of China, or PRC, was founded by democidal dictator Mao Zedong and his communist party, in 1949, after fighting against the ROC.

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Read 20 tweets
May 25
In today’s Vatnik Soup, we’ll introduce Russian propaganda operations around military targets like Starobilsk. For over a decade, the Kremlin has used similar strategies, combining crisis actors, “independent journalists” and fabricated evidence.

1/13 Image
First, let’s go back to 2014. Russia funded separatist groups and sent its mercenaries to Donbas, which led to the creation of two puppet states, Donetsk and Luhansk, governed by Russian propagandists and soldiers like Igor Girkin.

2/13
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The fake genocide was touted as one of the main reasons for Russia’s war during the early stages of the full-scale invasion, and the claim was made even by Putin himself. Before his mutiny, late Wagner boss Yevgeny Prigozhin said that all this was fabricated bullshit.

3/13
Read 14 tweets
May 11
In this 9th Debunk of the Day, we’ll discuss “legitimate military targets”. Russia illegally invaded Ukraine, with no declaration of war, hiding behind a “special military operation”. Yet vatniks & useful idiots pretend Russia has any legitimate or lawful targets in Ukraine.

1/8 May 6, 2026, Sumy, Sumy Oblast, Ukraine  Russian drones hit a kindergarten in central Sumy. Two women were killed and seven injured.  Photo: Suspilne Sumy
Russia started the war in 2014 by seizing Crimea with unmarked soldiers, “little green men”. Russians have been waging an undeclared, illegal war with endless war crimes ever since, whether it’s kidnapping of Ukrainian children with genocidal intent…

2/8
… the concentration camps for Ukrainians under occupation, conscripting Ukrainians from occupied territories, or the terrorist, deliberate bombing of civilians, including their infamous “double tap” strikes.

So no, Russia does not have any “legitimate targets” in Ukraine.

3/8
Margarita Simonyan, head of Putin’s state propaganda media RT: “We are bombing everyday.”
Read 8 tweets
May 1
In today’s Vatnik Soup, we introduce Hasan Piker, a Turkish-American streamer and millionaire. He’s best known for his champagne socialism, rabid criticism of the US and Israel, support for the Soviet Union and for Chinese and Russian invasions, and for mistreating his dog.

1/20 Hasan Piker in Havana, Cuba
Born in 1991, Piker grew up in a privileged and well-connected environment. His father held senior roles at big corporations and his uncle, Cenk Uygur, is the founder of The Young Turks media network. He graduated cum laude from Rutgers, a top-tier university in New Jersey.

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His main activity and primary source of income consists of hours-long livestreams on Twitch where he comments on news and yells at videos. He also keeps his dog in place the whole time with a shock collar.

3/20

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Read 22 tweets

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