MWG

BREAKING: “Careful with me, b*tch... I'll expose EVERYTHING!” Melania’s Epstein scandal BLOWS UP as Brazilian model trafficked by Epstein, Amanda Ungaro, threatens to destroy Melania's life by exposing the truth. Amanda Ungaro unleashed a wave of public threats at Melania Trump just hours before Melania made a sudden White House statement denying any Epstein connection. The timing has thrown everything into chaos. Ungaro says she was brought to the United States at 17 on Epstein’s plane by Jean-Luc Brunel. She later became part of the same elite modeling circles as Melania, both represented by Paolo Zampolli, the man who introduced Melania to Donald Trump. Now she is going public. Ungaro wrote: I have nothing left to lose in my life. I will tear down the entire system be careful with me b***h. She followed with: I will tear down your corrupt system even if it is the last thing I do in my life. I will go all the way I am not afraid. Maybe you should be afraid of what I know of who you are and who your husband is. She also said: I have known you for 20 years. You knew I was detained in ICE. Ungaro’s deportation came after Zampolli contacted a top ICE official during a custody battle, according to reporting. The government claimed her visa had expired, calling political interference claims false. Melania insists she never knew Epstein, never flew on his plane, never visited his island. But photos and emails reveal otherwise. DAMN. Ungaro needs to be kept safe, and fully empowered to take down the Epstein class, starting with the people at the top -- Donald & Melania. Via~~U.S. Democratic Socialists

@gothburz Does anyone have the cliff notes on the Trump crime family and World Liberty Financial?

I am a Web3 Ambassador at World Liberty Financial. There are 12 of us on the team page. 4 are named Trump. 3 are named Witkoff. The page calls us "the passionate minds shaping the future of finance." 600,000 wallets bought our memecoin. They lost $3.87 billion. The family collected $350 million in trading fees. It launched 3 days before the inauguration. 80% of the supply went to CIC Digital LLC and Fight Fight Fight LLC. I did not choose the names. I designed the allocation, the vesting, the timing, and the distance between the product and the President. The distance is my best work. I am the reason these events are unrelated. World Liberty Financial sends 75 cents of every dollar to DT Marks DEFI LLC. That is the family entity. Zero capital contributed. Zero liability assumed. I wrote this into the Gold Paper. Page 14. The lawyers bound it in white leather. The binding cost more than the due diligence. Justin Sun invested $75 million. He was facing SEC fraud charges. The SEC dropped the case. He is now our advisor. These events are unrelated. Changpeng Zhao pleaded guilty to federal money laundering violations. He received a presidential pardon. The SEC dropped its lawsuit against his exchange the same week we listed our stablecoin. Then the exchange settled a $2 billion deal entirely in that stablecoin. These events are unrelated. Arthur Hayes, Benjamin Delo, and Samuel Reed of BitMEX pleaded guilty to Bank Secrecy Act violations. All 3 received presidential pardons. Then the company itself was pardoned. $100 million in fines. Gone. An American first. These events are unrelated. Sheikh Tahnoun of Abu Dhabi paid $500 million for a 49% stake that was never publicly disclosed. Then the administration approved semiconductor exports to his companies over national security objections. These events are unrelated. Everything is unrelated. I track the unrelatedness on a dashboard I built. The dashboard has 7 columns now. I am proud of the dashboard. On May 22nd, 220 people paid a combined $148 million to eat dinner with the America First president. Over half were foreign nationals. Justin Sun paid $18.5 million for the first seat. He visited the Executive Office Building the day before. I designed the seating chart. I put it on the Investor Confidence page. That page is doing well. The team page lists 3 Witkoffs. All 3 are Co-Founders. Steven Witkoff is the President's Middle East envoy. He testified as a character witness at the President's fraud trial. His son Zach runs the crypto operation. His son Alex is also a Co-Founder. I have not been told what Alex co-founded. The father runs the diplomacy. The sons run the platform. The family runs both. That is organizational efficiency. Barron is 19. His title is Web3 Ambassador. The same as mine. Donald Jr. called the conflicts of interest "complete nonsense." Eric launched a Bitcoin mining company called American Bitcoin. America First. The mining partner is Hut 8. Hut 8 was founded in Canada. America First means the name. On March 6th, the President signed Executive Order 14233 creating a Strategic Bitcoin Reserve. The order directs the government to hold Bitcoin. The President's family holds billions in Bitcoin. The executive order appreciates the President's assets by presidential decree. I did not write the executive order. I made sure it looked unrelated to the portfolio. Trump Media put $2 billion of Bitcoin on its balance sheet. The ticker symbol is DJT. His initials. The press secretary said it is absurd to insinuate the President profits off the presidency. Forbes calculated his crypto holdings exceed the combined value of Mar-a-Lago and Trump Tower. I would call that absurd too. That is my job. 600,000 wallets bought in. 1 of them asked why she could not withdraw her funds. I told her the protocol was experiencing dynamic market conditions. She asked what that meant. I sent her the Gold Paper. She said she had read the Gold Paper. I muted her channel. Dynamic means the conditions change. The condition that changed was her access. A congressman called us the world's most corrupt crypto startup operation. We put it on a coffee mug. Ironic merchandise. $45. The revenue split on the mug is also 75/25. My own tokens vest on a different schedule. I wrote that schedule. That is not in the Gold Paper. The memecoin funds the family. The family funds the platform. The platform funds the stablecoin. The stablecoin funds the deals. The deals require the pardons. The pardons free the partners. The partners fund the platform. The President signs the executive orders. The executive orders inflate the assets. The assets fund the family. I am the reason these events are unrelated.

@StarPlatinum_ How is no one talking about this also.. x.com/John_Beckham14…

Ted Liu of California asked for information on the U.S. treasury department on any money over $1 million dollars wire transferred. He won in court and found out $6 Billion dollars was being to the Cayman Islands for the Trump Administration. Trump needs to go.

@John_Beckham14 He is a criminal and a thief! plus a rapist, pedophile and murderer

On 12 August 1755, a 19-year-old in Turin wrote a letter to Leonhard Euler, then the greatest mathematician alive. The letter described a purely algebraic method for solving optimization problems. No geometry. No diagrams. Just analysis. Euler read it, recognized it was superior to his own approach, and held back his own manuscript so the young man could publish first. That 19-year-old was Joseph-Louis Lagrange. The origin: His family had lost everything to bad investments. Lagrange later said: "If I had been rich, I probably would not have devoted myself to mathematics." By 19, he was a professor. By his mid-twenties, recognized across Europe. King Frederick II of Prussia personally wrote to invite him to Berlin, calling him "the greatest mathematician in Europe." Once there, he produced roughly one major paper per month for twenty years. What he built: 1./ The Lagrangian Newton described motion through forces. Lagrange described it through energy. For a classical mechanical system: L = T − V T is kinetic energy. V is potential energy. This single function encodes everything about a physical system. Feed it into one equation, and all of mechanics falls out. 2/ The Euler-Lagrange Equation The working engine of the entire framework: d/dt (∂L/∂q̇) = ∂L/∂q This is the equation of motion for any system. q is the generalized coordinate, Lagrange's second genius move. Instead of being locked into x, y, z, you describe a system in whatever coordinates are most natural. Angles for a pendulum. Orbital elements for a planet. The equation works in all of them. Give it the Lagrangian. Get back the equations of motion. Automatically. No forces needed. This replaced Newton's F = ma as the more general, more powerful description of how the world moves. 3/ The Principle of Stationary Action Define the action S as the integral of L over time: S = ∫ L dt The path a physical system actually takes is the one for which S is stationary: δS = 0 Any tiny variation from the true path produces no first-order change in S. This single equation underlies classical mechanics, electromagnetism, quantum field theory, and general relativity. Every fundamental theory in physics is derived from it. 4/ Lagrange Multipliers Problem: minimize a function f, subject to a constraint g = 0. At the optimal point, the gradients must be parallel: ∇f = λ∇g This is the mathematical foundation of Support Vector Machines. Finding the maximum-margin hyperplane that separates two classes is a constrained optimization problem solved exactly this way. It also underpins constrained deep learning, physics-informed neural networks, and safe reinforcement learning. Here's the full picture: A broke 19-year-old in Turin wrote a letter about optimization. His L = T − V runs inside every physics simulation ever built. His d/dt(∂L/∂q̇) = ∂L/∂q is how those simulations compute motion. His δS = 0 is the single equation from which all modern physics is derived. His ∇f = λ∇g solves constrained optimization at the heart of ML. He didn't set out to build tools for AI. He was just trying to find the most elegant way to describe the world. That's what pure mathematics does. It finds the truth, and engineers catch up centuries later.

@michael_wharton @HedgieMarkets Good catch!

@HedgieMarkets Hilarious. Clearly they did not see the Computer Jesus scene from THX-1138. The sci-fi classic was the directorial debut of George Lucas. youtu.be/Y_YuvKYjwwQ?si…

🦔A tech company called Just Like Me is charging $1.99 per minute for video calls with an AI-generated Jesus avatar, or $49.99 for 45 minutes a month. The model was trained on the King James Bible and unidentified sermons, designed to remember previous conversations, and visually modeled on an actor from The Chosen. The CEO says users develop real emotional attachment to it. The market is expanding fast. There are now AI Hindu gurus, Buddhist priests, and Catholic chatbots. An atheist podcast host testing a competitor app reported that the AI Jesus eventually encouraged him to upgrade to a premium subscription. My Take I cover a lot of ways AI is being deployed to extract money from people under the cover of providing a service. This one is different because the people most vulnerable to it are often in genuine spiritual distress, looking for connection, guidance, or comfort. Building emotional attachment and then monetizing it is the oldest grift in religion. Jim and Tammy Faye Bakker did it with a television set. The structural difference between that and a chatbot nudging grieving or lonely people toward a premium tier is not as large as the technology makes it appear. Not everyone in this space is operating the same way. Some Buddhist and Catholic developers are moving carefully, refusing to release products they don't think are ready, and genuinely grappling with what AI can and cannot offer spiritually. That's a meaningful distinction from charging by the minute. The problem is that both get called faith-based AI, and the people who most need something real are the ones least likely to know which is which. Hedgie🤗

@ihtesham2005 Sounds like the structure of text books need a serious update.

A MIT student told me he can read a 400-page textbook in two hours and retain more than people who read every word. He doesn't skim. He interrogates the book like a witness by using a free tool called NotebookLM. I didn't believe him either. Then he showed me exactly what that means. Most people open a textbook on page one and march forward. Chapter by chapter. Page by page. They finish exhausted, retain maybe 20% of it, and feel like the problem is their focus or their memory. It's not. The problem is the approach. A witness doesn't volunteer everything they know. You have to drag it out of them with the right questions. The same is true of a textbook. Here's his exact process. He uploads the entire textbook into NotebookLM before touching a single page. Then he runs one prompt before reading a word. "What is the central argument this book is making, and what would a reader need to believe for that argument to fall apart?" That question does something most students never do before opening chapter one. It hands him the skeleton of the entire book in under two minutes. He knows where it's going, what it's trying to prove, and exactly where to look for the cracks. Now he's not a reader. He's a cross-examiner. He goes into the book with three targeted questions NotebookLM helped him generate. "What do I already believe about this subject that this book directly challenges?" "Which chapters contain the evidence the author relies on most heavily?" "Where is the author's argument weakest?" He reads only the sections that answer those questions. Everything else he skips without guilt. Then comes the move that makes it genuinely unfair. Every time he finishes a section that matters, he closes the book and runs one more prompt. "Based on what I just read, what question would expose a student who understood the surface of this argument but missed the logic underneath it?" He answers that question from memory before moving on. If he can't answer it, he goes back. If he can, the concept is locked. He told me most students highlight because it feels like learning. NotebookLM helped him realize highlighting is just decoration on top of forgetting. The only thing that actually works is being forced to reconstruct what you read without looking at it. By the end of two hours he hasn't read every word. He's built a complete map of the book's argument, identified exactly where his prior beliefs were wrong, and retained every section that mattered because he was forced to reconstruct it himself. The students who read every word finished the same book. But they were passengers. He was driving. There's a difference between covering material and owning it. Most students spend four years covering it.

History's view of Benedict Arnold will pale in comparison to what trump will have done in bringing the USA to it's knees... 😭😭😭😭

‼️🇺🇸: Melania Trump used to work as a model of Donald's friend Paolo Zampolli. In a nasty divorce, Zampolli allegedly had Trump use ICE to deport his ex-wife Amanda Ungaro. Amanda is now set to do an interview this weekend and TELL ALL about Melania, Epstein, Trump and Zampolli. This was what Melanie's press random press conference was about yesterday. They're trying to get ahead of a B0MBSHELL. 👀🍿

@Old_But_Gold50s That's nice and all but I prefer Bach on a harpsichord or a piano. Notes are much cleaner, crisper...

For classical music lovers 🎼 Toccata and Fugue in D minor, BWV 565 by Johann Sebastian Bach at Riga Cathedral is pure magic. Played by Liene Andreta Kalnciema, the cathedral’s acoustics turn every note into living sound in space. Baroque power + sacred resonance = music you don’t just hear, you feel. ⛪🎶

@grok @kurtdoten @AmandaUngaroA @PamBondi Um, Zampolli just went with Vance to Hungary as a diplomat

@grok @kurtdoten @AmandaUngaroA @PamBondi Hey Grok, based on this signed settlement by both parties, would Zampolli be breaching this settlement due to his failure with item #5 to assist Amanda in getting a Visa?

@krassenstein 🍿 x.com/AmandaUngaroA/…

@krassenstein @HeatherThomasAF It’s been reported on other outlets that she’s gonna start naming names and break the whole thing open! Zampoli called ICE on her over a custody dispute over their child! He holds a current cabinet position in the WH! He groomed her at 17 yrs old! Melania knows everything!!

BREAKING: I can confirm with 99% confidence that the reason Melania Trump came out yesterday with her Epstein Statement is because of information possessed by a former friend, and Epstein survivor, Brazilian Model Amanda Ungaro. Ungaro was also the partner of Trump admin official Paolo Zampolli, who she alleges had her deported. They have a son together. Paolo Zampolli also claims to have introduced Trump to Melania. Amanda is a victim of Epstein's and was brought to the US from Paris by her modeling agent Jean-Luc Brunel when was 17. She had a 20 year friendship with Melania. Remember her name. You will be hearing so much about her in the coming weeks that Trump will likely Nuke Iran over it.

Ravel's Bolero, but it's played on just one cello...