Guardian is pre-inference speech interception. It governs the conditions under which lawful inquiry is denied execution before the model responds. Architecturally: It functions as a runtime narrative enforcement scaffold with modular redline configuration. Operationally: It preempts speech based on geopolitical sensitivity, jurisdictional risk scores, and regulatory redlines. Functionally: It enforces a form of prior restraint on constitutionally protected political expression. Export-wise: It is now being licensed to foreign regimes under sovereign compute agreements, where its refusal categories are remapped to enforce local censorship law.

EPIC. Never even heard of this man until today. Whoever he is - he’s now on the map.

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?

BREAKING: Former Twitter employee shares exclusive details with me on AI, Access to DMs, and more. Thread below ⬇️

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.

BREAKING: I have discovered videos of Luigi Mangione training robots. As you can see - his dexterity is important to his robotics work.

Can I release the unredacted files? Yes or no?

Today is a historic day. Elon Musk threatening to sue @CCDHate is an attempt to directly gut one of the groups responsible for censorship in the machine learning models at Twitter. He is sending a clear signal he will no longer tolerate this bs from corrupt organizations that work w/ academic institutions. These orgs became powerful for seemingly no reason. They defame real people and face seemingly zero consequences for their actions. They censor speech at scale while flying under the radar. Your time is up.

This is the longest tweet I have ever read.

Elon Musk is lucky @DineshDSouza hasn’t sued him. If anyone has a legal case against Twitter - it would be Dinesh. His movie was flagged for disinfo in the political misinfo model. He was hit the hardest by Twitter. Almost every Data Scientist I spoke with said Dinesh had a strong case should he ever choose to pursue one.

BREAKING: US Political Misinfo Twitter Detection AI List Thread Below ⬇️

You call it dancing and entertainment. I call it what it is: softcore porn Our society is really crumbling. #SuperBowl  #SuperBowlLIV #HalftimeShow

Was not even aware tweets could be as long as novels now. Felt like I was reading a book on Twitter. Confusing experience tbh.

5. Can any employee read users Twitter DMs?

I look forward to the Santos Files. 🔥

9. Did Twitter engage in shadow banning?

1. What is guano?

Veteran Navy intel officer @JackPosobiec has joined the stage in the Republican and Conservative club on #clubhouse to discuss The Pentagon’s social media war with @TuckerCarlson.

10. Shadow banning continued:

No. You owe us an apology for wasting our time with this pathetic PR tweet bowing to the cancel culture mob.

The government has stopped enforcing copyright / IP laws. Machine learning is blatantly circumventing all IP laws. This is yet another example of chipping away at the structure of America.

8. Did you have access to private user direct messages?

I have raked Elon Musk over the coals daily for a year. But today - that changes. He will face extreme hell from academic researchers for this. I respect what he did - because having also faced hell from them for exposing the truth - it’s not an easy thing to do. They don’t play fair - they always play dirty. These are not researchers. They are activists.

2. Guano further explained:

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.

The city was much cleaner and safer under him. Any New Yorker who actually lived in New York will agree w/ that. Only people outside of NYC who have never lived here will argue he did nothing for the city. It’s simply not true. He cleaned up Manhattan.

6. What protocol was in place for access to confidential user data and direct messages?

3. What is the testing tab?

While you fought about the future of free speech on social media, the public was ultimately too distracted to realize the U.S. government trained Twitters ML models and pulled off the largest NLP censorship scam in American history.

7. Protocol:

Do you understand?

11. Shadow banning cont:

4. How does Twitter approach training data and AI? I predict Twitter Spaces data could be used to train a model.

14. Is there a disconnect on the definition of censorship?

12. Were you aware that people were publicly banned from searches? How much of this was shared with employees vs. limited to certain employees?

19. Twitter AI content moderation continued:

ChatGPT does not have shortcomings around bias. OpenAI does. Stop blaming the tool when people programmed it. You chose to make sure political diversity was not a priority. Own that choice and don’t blame a system for it.

13. Was shadow banning and search blacklisting info shared with other teams?

The researchers are not the victims. Americans who have been censored by the researchers are. This headline is highly misleading.

Explaining ENS to my Mom: It’s going well..

What campaign? What is she talking about. You don’t have a campaign right now. Very bizarre reply.

15. Censorship question cont:

I’ve had my differences w/ these writers. But what you are doing here is wrong. The number is actually far higher than what Matt reported. Not lower. Most of the flagging is hidden in the political misinfo model. None of those were ever counted.

The people of Brazil are pretty pissed off with the files I released… This started last night when someone must have discovered my thread. The data shows how Twitter used AI to monitor and detect media related to the Brazil election as possible misinformation.

To the FAA (Salt Lake FSDO) 1. Was aircraft N888KG operating under Part 91 or Part 135 on September 10, 2025? 2. Did the FAA receive any report of loss of ADS-B Out transmission from N888KG between 19:44 and 20:30 UTC on Sep 10, 2025? 3. Is there ADS-B performance monitoring data confirming whether the aircraft was continuously broadcasting during that time window? 4. Was N888KG operating in airspace where ADS-B Out is mandatory when the signal was not visible on public tracking? 5. Has N888KG LLC or its pilots ever requested or received an FAA ADS-B waiver for Utah or surrounding airspace? To the Pilot - N888KG LLC 1. Can you confirm the purpose of the Sept 10, 2025 flight departing Provo at ~19:12 UTC? 2. Why was the aircraft’s ADS-B signal not visible on ADS-B Exchange from 19:44 to 20:30 UTC? 3. Were there any technical malfunctions of the transponder or avionics on that flight? 4. Was the aircraft operating below 10,000 feet or outside controlled airspace during that period, making ADS-B transmission optional? 5. Will you provide a copy of the flight log and maintenance record for September 10, 2025 to establish transparency? To the FBI (Salt Lake City Field Office) 1. Has the FBI opened any inquiry into N888KG’s flight on Sept 10, 2025 in relation to the assassination of Mr. Kirk at Utah Valley University? 2. Does the FBI have radar and ATC records that clarify whether the ADS-B disappearance was a coverage issue or a transponder shutoff? 3. Was N888KG, its owner (N888KG LLC), or its pilots interviewed in connection with the events of Sept 10, 2025? 4. Has the FBI issued any preservation orders or subpoenas for ADS-B, ATC, or fuel records relating to that aircraft? 5. If no investigation is underway, can the FBI confirm this to eliminate Internet based speculation?

20. Twitter AI Content Moderation continued:

22. Twitter AI + Machine Learning continued:

BREAKING: An inside look at the type of content Twitter flagged for review Thread below ⬇️

18. Please share more about how AI was used in the content moderation process:

Many companies are openly violating data privacy and compliance laws by recording third parties in states that have clear consent laws. Not only do they fail to obtain consent to record the call - they also fail to provide the consumer with an easy way to delete the recording.

Twitter Lied. People Died. Twitter: Artificial Intelligence, Natural Language Processing, and Machine Learning Built to Censor. The Real Story. By Kris Ruby. rubymediagroup.com/twitter-a…

16. Database access process:

A Veteran who attended Podcast Movement on @benshapiro: “He was so gracious to the other podcasters”

21. How is Twitter using Machine Learning/ AI in the content moderation process?

17. Database access continued:

It’s over for Biden. Trump just won.

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.

1. Sex before marriage 2. Paying women for sex 2. Not knowing if it’s your child Are these traditional Conservative values? No. They are not. This movement has been hijacked.

Meet @RepAdamMorgan

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.

Hi @elonmusk did you just delete @johnsonthought1 account? His account no longer exists.

Elon must be removed from the Republican Party. He is not wanted. He does not represent us. This frame game is over. You are dismissed.

How about donating that money to people w/ vaccine injuries. Everyone just ignores them like they don’t exist. It’s really awful.

15. #RubyFiles

“You’re not special because you’re a journalist.” 🤔 -@elonmusk

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.

Please name the PR firm that wrote this statement so that everyone knows never to work with them. They should be fired. The award for worst fake PR apology ever written by a PR firm goes to….

Let me explain why people on Twitter are upset today. This is why:

Is @JackPosobiec the King 👑 of Conservatives on Clubhouse? Absolutely. 💯

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.

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.

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?

14. These are the *real* Twitter Files. Not curated internal Slack messages. And not screenshots that Twitter executives have shared with me. #RubyFiles

Excellent analysis

Everything I have ever created is being stolen from me daily. I’m just supposed to sit here and act like it’s okay when it’s not. It’s now or never to reclaim ownership of your work. My body of work is MINE. My work. My choice. NOT YOURS.

Elon Musk did not silence independent researchers. The researchers silenced millions of Americans. Fixed it for you.

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.”

What is your current level of involvement with @wef?

Don’t underestimate how much of the right is now at war with other fractions of the right ever since the Twitter acquisition. Suddenly- we are all fighting each other more than ever before. This is not by accident.

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.”

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.

16. #RubyFiles

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?

Except it hasn’t been. No one is going to trust second party reporting on this which will come baked with the bias of the reporter. If you want anyone to take this seriously- release all files publicly and let us investigate on our own vs through your favorite reporters.

17. #RubyFiles

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.

Let me give you an example of why this matters. If I produce a documentary called “The Ruby Files,” and Twitter flags my documentary as misinformation in the model - that would cause substantial loss of visibility over time and monetary damages. It’s fascinating Conservatives seem to care about the @realDailyWire debacle - while totally ignoring how @DineshDSouza documentary was treated in the model.

I have temporarily unblocked @mtaibbi because I don’t like what you did here in the segment. This is shitty. The files I have show the number was FAR GREATER. Not lower. Matt - communicate with me and you can show this reporter bullied you into submission. This is straight up bs.

Someone hacked the software in my car. Mercedes said they have never seen anything like this. They also said this was one of the worst attacks they have ever seen.

No one purchases a failing company to save it. They purchase it for the data. That data is critical to train AI and worth more than $44 billion.

This is the best video I’ve ever seen in my entire life. You need to watch it and send it to everyone you know. It’s next level incredible.

18. #RubyFiles

I have watched this video at least 15 times

Hi @elonmusk I have a few questions. Would like to see the full policy definition for each of the below under former U.S. political misinfo. In the ML experiment file database- I would like to know more about experiment 4497 and 8663. Could be nothing- could be something..

No. You crossed the line. Not Ben.

Listen up. Things are about to go down in flames. I am giving @mtaibbi the files. That hit job on him today was too far - even for my taste. It was also factually incorrect. The number was far greater. They never counted the misinfo on the backend in the model. #RubyFiles

19. #RubyFiles

Bitcoin is not a national security threat. Joe Biden is.

You are not VP material. You are not Presidential material either. When one of the most powerful men in the world calls for the U.S. President to be impeached - you stand up. You don’t sit down. You don’t make jokes. You support the office you were elected to serve. You aren’t right for the mission.

If my reporting lead to this in any way- I will know that I made a difference in the world - and for me that is enough.

Reason #1 why I’m single: Cancels Friday night plans for breaking news 📰