Kristen Ruby Profile picture
Dec 12, 2022 35 tweets 11 min read Read on X
BREAKING: US Political Misinfo Twitter Detection AI List

Thread Below ⬇️
1. I have obtained exclusive access to documents that have never been publicly revealed. The information I am about to share with you has never been released. This information is of public concern and the below thread includes my reporting on it.
2. I have thought long and hard about whether I should release this information. Ultimately, the public has a right to this information. Therefore, I am releasing it to you, despite my deep concerns about what this means and the possible implications.
3. Unlike the other writers involved in reporting on The Twitter Files, I do not have access to any direct information from Twitter. My information is from a direct source. I do not have the same level of legal protection these other writers have. I am taking the risk anyway.
4. I have never been focused on people or personalities. That type of reporting bores me and does nothing to help people understand the truth. I am focused on data.Therefore, decided to find the data on my own. What I found was shocking.
5. I have received two separate files with thousands of data cells. I will only be releasing a small portion of it and still have a lot to go through. It is important to understand the context of the information.
6. I will not be sharing the tweets that accompany the detection / flagging list for the parameters I am about to share to protect the privacy of those mentioned in them and the original accounts who posted the information.
7. Not all of the tweets flagged were removed. Some are still up. But what is important to understand is that they were flagged at all. Why did certain words trigger the algorithm? Why were these terms being actively monitored?
9. Do not share my reporting or screenshots without properly citing me as the author. All of this will be on Blockchain to show proof of authorship and ownership as well- so don’t even try.
10. What was Twitter searching for?

“These are tweets we flagged for removal algorithmically. Some were held up, some reversed. We also searched for context.”
11. “These are phrases we judged when in the right context were indicators of misinfo. Context was important because a journalist could tweet these & it would be okay. One or more of them was fine. In combination & in context, they were used to judge the tweet as misinformation.”
12. To the left of the detection box you can see the flagged tweeted along with an algorithm and a score. To the right, you can see the rating, annotation, and decision. Not every auto detection of these words resulted in removal. Some stayed up. Some were removed.
12. The real question is: why were the algorithms flagging these phrases and words? These terms were flagged under US political misinformation. Below please find examples from the dataset I received. The world has never seen this data. I am not sure if Musk has seen this either.
13. I will not be sharing the example of the tweets that flagged these detections. I am only sharing the words parsed in the detection list.

Final reminder: not every tweet was removed.

Why were these terms monitored by Twitter as US political misinformation?
14. These are the *real* Twitter Files. Not curated internal Slack messages. And not screenshots that Twitter executives have shared with me. #RubyFiles
“This is a list of annotated terms from our AI. AI didn’t come up with them, but did detect them. These are not tweets people reported.”

• • •

Missing some Tweet in this thread? You can try to force a refresh
 

Keep Current with Kristen Ruby

Kristen Ruby Profile picture

Stay in touch and get notified when new unrolls are available from this author!

Read all threads

This Thread may be Removed Anytime!

PDF

Twitter may remove this content at anytime! Save it as PDF for later use!

Try unrolling a thread yourself!

how to unroll video
  1. Follow @ThreadReaderApp to mention us!

  2. From a Twitter thread mention us with a keyword "unroll"
@threadreaderapp unroll

Practice here first or read more on our help page!

More from @sparklingruby

Feb 3

Image
Image
Actually Michael it’s the other way around. Which is why he is working for you. How did all the journalists obtain the source docs you speak of? Where did the “scoops” really come from? Image
Image
Read 9 tweets
Feb 2
Shout out to The OG Twitter Files written in 2011.

“How do you establish trends and how do you then capture that in an intelligence product?” Image
2011: DHS considers Twitter for intel:

politico.com/story/2011/11/…
“Instant social media reports” aka instant intelligence reports. The only thing that has changed is the role of citizen investigators.
Read 7 tweets
Jan 21
Why was @jacktronprime suspended? Image
This is super bizarre. His DMs to me are erased too.
Jackson is gone. Why? What did he do wrong?

threadreaderapp.com/thread/1748480…
Read 5 tweets
Jan 7
I am extremely disturbed by what I witnessed in Lower Manhattan last night.

I lived on Wall Street for years - directly across from The NYSE.

Last night - I went to grab a few items at Rite Aid - only to find out that almost everything was behind a lock.

I asked an employee how often things are stolen from the store.

He said - every day. Numerous times a day.

I was shocked.

Next - the employee told me that even when they catch a criminal - they can’t do anything - unless the criminal is a repeat offender at the location.

When they do take action - the offender is let out almost instantly - only to start stealing from the store all over again.

I have no words for what I see happening to this city that I no longer recognize.

Before I left the store - he said this:

“They give the criminals more power than the workers.”

New York City is completely out of control.

Why are we empowering criminals?Image
Image
Image
Image
The American empire is collapsing. Things are much worse than people realize. I don’t think people really understand how bad NYC is right now. The media is focused on SF - I’m not sure why. NYC is BAD.
UPDATE: It was Duane Reade.
Read 10 tweets
Nov 10, 2023
The Social Media Influencers chosen for domestic psychological operations are not deradicalizing or demobilizing. Instead, they are actually radicalizing and mobilizing forces.

This is in direct opposition to national security and what is in the best interest of The United States. They are not following command and are essentially going rogue.

The U.S. government lacks the technical prowess to put them back in line, which enables this insubordinate behavior to continue.

If they were doing this in real life, they would be discharged from the military immediately. But because these operations are online, they get away with it.

We cannot allow this blatant insubordination to continue.
Image
These influencers do not care about the military mission at hand. Instead, they care about their OWN mission.

This means they are essentially misusing military resources to run U.S. psyops domestically while waging digital havoc.

These influencers do not understand the concept of a true mission. That much is clear. And because no one manages them- they are essentially shooting military grade digital weapons at people who have no idea who is going on.

Welcome to the digital battlefield. Where everyone is in a war they never signed up for.
This is a problem. Image
Read 4 tweets
Oct 30, 2023
We need to discuss this @elonmusk.

You keep ignoring my questions on this - but they are valid.

Given what is going on in the world - is this really safe for users? Image
If this information gets hacked - you are putting users security and safety at risk. The likelihood of this information getting hacked is extremely high right now. Don’t believe me? Look what just happened w/ @23andMe
Read 7 tweets

Did Thread Reader help you today?

Support us! We are indie developers!


This site is made by just two indie developers on a laptop doing marketing, support and development! Read more about the story.

Become a Premium Member ($3/month or $30/year) and get exclusive features!

Become Premium

Don't want to be a Premium member but still want to support us?

Make a small donation by buying us coffee ($5) or help with server cost ($10)

Donate via Paypal

Or Donate anonymously using crypto!

Ethereum

0xfe58350B80634f60Fa6Dc149a72b4DFbc17D341E copy

Bitcoin

3ATGMxNzCUFzxpMCHL5sWSt4DVtS8UqXpi copy

Thank you for your support!

Follow Us!

:(