Kristen Ruby Profile picture
Dec 9, 2022 36 tweets 8 min read Read on X
BREAKING: Former Twitter employee shares exclusive details with me on AI, Access to DMs, and more.

Thread below ⬇️
1. What is guano? Image
2. Guano further explained: Image
3. What is the testing tab? Image
4. How does Twitter approach training data and AI? I predict Twitter Spaces data could be used to train a model. Image
5. Can any employee read users Twitter DMs? Image
6. What protocol was in place for access to confidential user data and direct messages? Image
7. Protocol: Image
8. Did you have access to private user direct messages? Image
9. Did Twitter engage in shadow banning? Image
10. Shadow banning continued: Image
11. Shadow banning cont: Image
12. Were you aware that people were publicly banned from searches? How much of this was shared with employees vs. limited to certain employees? Image
13. Was shadow banning and search blacklisting info shared with other teams? Image
14. Is there a disconnect on the definition of censorship? Image
15. Censorship question cont: Image
16. Database access process: Image
17. Database access continued: Image
18. Please share more about how AI was used in the content moderation process: Image
19. Twitter AI content moderation continued: Image
20. Twitter AI Content Moderation continued: Image
21. How is Twitter using Machine Learning/ AI in the content moderation process? Image
22. Twitter AI + Machine Learning continued: Image
This question was referring to any employee within content mod/ data sec. “Only certain people and very tightly controlled.” Strictly controlled on a need to know. If it was necessary as part of your job, you could have access.”
This does *not* mean any employee within the entire organization. The source was specifically referring to employees within their specific division. Adding this for context.
23. New data received: Image
24. Please provide more information re how AI/ ML training works: Image
25. Machine learning continued: Image
26. Technology: Image
27. Who was responsible for deciding what was deemed misinformation? Image
28. How often was the model retrained on new data? Image
29. Please provide a few examples of words you looked for: Image
30. Who gave you the orders the model should be trained on those parameters? Image
31. Why did anyone care about detecting for 2000 Mules? Image
32. Please share more information on visibility filtering: Image
33. How much training did you receive on the importance of political diversity in datasets to prevent algorithmic bias? Image

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More from @sparklingruby

Aug 2
DARPA isn’t the main issue and in fact it seems like DARPA was screwed over in the process. Something was botched in the transition.
This transition was botched. Image
DARPA Intel and the core backbone of the domain naming system appears to have been given away and then set up as a charity. But the “charity” is not actually a not for profit. This essentially means the not for profit commercialized DARPA Intel. That never should have happened.
Read 19 tweets
Aug 2
The history of ICANN is shady.

ICANN secured loans from WorldCom.

Why does no one ever talk about this? Image
ICANN secured a 500k loan from MCI WorldCom. Image
Who prosecuted the WorldCom case? I don’t recall ever seeing anything at all about this loan.

Let’s further explore.
Read 16 tweets
Jul 15
I am investigating American Glass Research. What do we know about this company?
What do we know about Indicor?
I want to see the most recent property records for this building over the last 12 months.
Read 11 tweets
Jun 3
I handed my most important Ruby files to Mike Benz believing he actually cared about the country.

First, he asked if he could share my files with his Intel friends at NSA. Next, he introduced me to John Solomon.

Benz promised to cover The Ruby Files. Instead - he buried my work and proceeded to come up with excuse after excuse as to why he couldn’t.

Next thing I know - he’s on Tucker Carlson and being called the top AI Censorship expert in the world.

He blocked me when I called him out and never spoke to me again.
I was told that my Ruby Files reporting would be on Hannity.

I was also told I basically needed to work with them and do it their way. Something felt off about all of it. I didn’t proceed.

My work was never on Hannity.

My life continued to get worse and worse.

Why? Because they knew what I had and I refused to play ball.
I have stayed silent about this for over a year. I will continue to stay silent about the worst parts of this because I don’t want to deal with this litigious gang of mobsters. Trust me when I say that these are not good people. I am not crazy. They could make any decent person look crazy. This is what they are best at.
Read 10 tweets
May 29
What am I looking at here?

Thousands of pages from Google's internal Content API Warehouse detailing over 14,014 attributes related to Google's ranking systems. The screenshots I posted are from those files.

Why does this matter? What is the context?

Two of the attributes include signals related to Covid authority and election scoring.

So what?

This potentially means Google had an internal config for domain level authority scoring pertaining to elections and vaccines.

Who cares?

People interested in the topic of Internet censorship should ideally care.
Read 5 tweets
May 26
Today is a great day to investigate what really happened to Scott Peikin.
Mikes family is not just an “Internet family.” They were involved with the actual creation of the Internet.
Scott was found dead a month later. Image
Read 44 tweets

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