#theresistance I’m a Technoloy professional during the day and an Electronic Dance Music producer by night. I’m based in beautiful Colorado SC user718987058
This is one of the finest, most powerful television ads I've every seen. Do American a favor and share this everywhere.
Heart, not policy papers.
Love, not hate.
Hope, not fear.
Brilliant, brilliant, brilliant.
This is what MAGA and The Trump Administration don't want you to see anymore, they are trying to rewrite history and make you believe this was peaceful.
They are evil, violent, and dangerous!
They all need to go NOW!
🚨BREAKING: (Chicago suburb, St. Charles) ICE agents smashed a handcuffed man’s face into a stone wall, then assaulted a U.S. citizen, multiple times, once they realized they were filming.
In the video, multiple ICE agents have a man in handcuffs. While he is completely under their control, and not resisting, they smash his face into a stone wall.
A U.S. citizen begins asking for the man’s name, while filming... note that he is not interfering, blocking the agents, or preventing the arrest in any way…. But that doesn’t stop the ICE agent from chases after him, while another agent threatens him with a taser.
As the citizen is actively backing away, the agent continues walking toward him, and aggressively shoves him backwards.
Even after the detained man is being escorted to the vehicle… and the legal observer is nowhere near the agents, or their cars… that same ICE agent continues shoving the U.S. citizen for no apparent reason.
And while he is standing on the public sidewalk, another agent walks over and points a taser inches from him, and then turns around and points his taser at other innocent people, who are just standing and watching.
Americans have a First Amendment right to record government officials performing their duties in public. Threatening, intimidating, or assaulting someone because they are documenting law enforcement, violates that right.
And slamming a person face, who is handcuffed and not resisting, into a stone wall is excessive force.
This is exactly why it’s important to always record anytime you see ICE agents.
Because when there isn’t video evidence, we’re told to trust the government’s version of events. And more often than not, their version is filled with lies.
But when there is video, the people filming often become the next target… just for documenting what is happening.
And that’s what makes this so alarming.
This is happening across the country, almost every single day. Americans are watching videos of people being thrown to the ground, beaten, threatened, shoved, tased, and intimidated by federal agents… while never seeing anyone held accountable.
When a government refuses to investigate or discipline agents who violate people’s constitutional rights, it sends a message that they can keep doing it.
And that’s exactly what we’re seeing.
The Constitution means nothing if the people sworn to uphold it can violate it without consequence.
And as long as this administration refuses to hold ICE agents accountable, Americans should expect to keep seeing videos like this… because impunity breeds abuse.
This past Thursday, I spent the morning at the U.S. Court of Appeals for the DC Circuit. I was there to hear the arguments in my lawsuit against Pete Hegseth for violating my First Amendment rights. I appreciate that the court made this case a priority because it has a significant impact on the First Amendment rights of over 2 million retired servicemembers.
This case matters. Let me tell you what also matters.
Right now, we have servicemembers putting their lives at risk because this President took our country to war against Iran without a strategic goal or a plan. Because of his reckless decision, parents can’t afford the gas to drive their kids to school, people can’t afford to drive to work and seniors can’t afford to drive to their doctor’s appointments.
Millions of Americans can’t afford rent, healthcare, and in many cases food. As this President builds his new gilded ballroom, upgrades his new plane, builds his arch, and works on his next business deal that personally enriches him and his family, the American people continue to suffer. I didn’t vote for Donald Trump but after he was elected I wanted him to succeed and I hoped that as President he would at least try to make some things better. Instead he kicked millions of Americans off of their healthcare and took away free lunches for kids in order to deliver a tax cut to millionaires and billionaires. And recently Donald Trump has asked Congress for $1.5 trillion for next year's defense budget. That is more than double of what it was in my first year in the Senate just 5 years ago. It is nearly the amount that all other countries combined spend on defense. And this is for a department that is being managed by the least qualified secretary of defense in our country’s history. Where will this money go?
Some of it will be used to fund the President’s top priorities like Golden Dome, an idea that Donald Trump, a real estate developer, had after seeing the success of Israel’s Iron Dome system, which is essentially a point defense system. That’s very different than what he envisions, which is a shield against all ballistic and hypersonic missiles. I understand the physics of the challenge of intercepting hypersonic missiles in space or in the glide phase and it looks like they will spend hundreds of billions of dollars building a system that will not work. And even worse some of this money will certainly go to companies that Donald Trump’s sons have recently invested in.
The corruption in and around this President and his friends and family is almost unimaginable in its scale and scope. We have real problems that are being ignored and others that aren’t being addressed with a reasonable and rational approach. The top 1% of the wealthiest Americans now own more of our collective wealth than the middle class and if you are in the middle class you often can’t afford your life because this President and others in Washington DC have passed laws to give your money to them. It didn’t start with this President, but my hope is that perhaps it ends with him.
We have to get this country back on track. We have to pass policies that help hard working Americans so that their hard work pays off for them, not for someone else. We have to address our country’s growing debt and we have to find solutions that will improve people's lives. Whether it is the outrageous cost of health care or the fact that young people can’t afford homes and young families can’t afford childcare — there are solutions to these problems. Corruption, cronyism, and a system designed to help the very few at the expense of the many is a significant challenge but it isn’t an insurmountable one.
I have three monitors on my desk. The left one shows the order book. The middle one shows Truth Social. The right one shows the investigation queue.
On April 21st, the left screen moved first.
I am a Senior Surveillance Analyst at a commodities exchange. I have held this position for nineteen years. My job is to monitor trading activity for suspicious patterns and generate compliance reports. I am employee of the quarter. I have a mug.
At 19:54 GMT on April 21st, someone placed 4,260 sell orders on Brent crude futures. They did this during post-settlement. The window after the market closes when daily volume is typically in the dozens. Sometimes single digits. Sometimes I watch the screen and nothing happens for forty minutes and I think about whether my daughter is happy.
On April 21st, someone placed $430 million in directional bets in 120 seconds during that window. One hundred and twenty seconds. I timed it on my watch because the system clock rounds to the nearest minute and I have found, in nineteen years, that precision matters to no one but me.
At 20:10 GMT, the President posted on Truth Social that he was extending the Iran ceasefire.
Brent dropped from $100.91 to $96.83.
I flagged the trade. I flag a lot of trades. I want to tell you what happens to my flags.
My flags go into a system called TRACE. Trade Review and Compliance Evaluation. I did not name it. The system generates a report. The report goes to a committee. The committee has a name I am not allowed to share but I can tell you it meets quarterly and the conference room has a credenza with bottled water that is sparkling because someone once put still water in the room and a managing director sent an email about it that was longer than most of my surveillance reports.
The committee reviews my flags. The committee has reviewed all of my flags. Here is the complete record of actions taken on my flags in 2026:
Reviewed.
That's it. "Reviewed" is a status. In compliance, a status is the absence of an action that has been given a name so it looks like one.
Let me show you my flags.
March 9th. Someone bet millions on oil falling at 18:29 GMT. Forty-seven minutes later, a CBS reporter posted that the President said the Iran war was "very complete, pretty much." Oil dropped 25%. Forty-seven minutes. I flagged it.
March 23rd. Someone sold 5,100 lots of Brent and WTI crude futures between 10:49 and 10:50 GMT. Fourteen minutes later, the President posted on Truth Social about a "COMPLETE AND TOTAL RESOLUTION" to hostilities. Oil dropped 11%. Over 13,000 contracts traded in sixty seconds after the post. Fourteen minutes. I flagged it.
April 7th. Someone established a $950 million short position in oil futures at 19:45 GMT. Three hours later, the President declared a two-week ceasefire. Nine hundred and fifty million dollars. I flagged it.
April 17th. Someone placed $760 million in bearish bets twenty minutes before Iran's foreign minister confirmed the Strait of Hormuz would reopen. Seven hundred and sixty million. I flagged it.
April 21st. The $430 million. Fifteen minutes. I flagged it.
That is $2.1 billion in directional oil bets in April alone. Every one of them landed on the correct side of a presidential announcement. Every one of them was placed in a window so narrow you could measure it in bathroom breaks. I flagged every single one.
The CFTC chair told a Congressional committee that his organization has "zero tolerance" for fraud and insider trading. I wrote that quote on a Post-it note and stuck it to my right monitor. The one that shows the investigation queue. The investigation queue has not moved since March.
Zero tolerance. Zero staff. Zero budget. Zero prosecutions under the STOCK Act since it was signed in 2012.
Fourteen years. The law has existed for fourteen years and has been enforced zero times. In compliance, we call that a compliance rate of one hundred percent. No cases filed means no cases lost. You cannot fail an audit you never conduct. We call that excellence.
Last month the White House sent an internal email to staff. I was not on the distribution list but I have read reporting on it and I need you to sit with what I am about to say. The email instructed White House staff not to use insider information to place bets on prediction markets.
The White House had to send a memo telling its own employees not to insider-trade.
I want you to read that sentence again. Not because the instruction was unclear. Because the instruction was necessary. Because someone in the building looked at the same pattern I have been flagging for months on my three monitors and decided the appropriate response was an email.
The President's son sits on the advisory board of Kalshi. He is an investor in Polymarket. Both are prediction markets. Both saw accounts created days before U.S. military action.
One account. I cannot stop thinking about this account. It was called "Burdensome-Mix." It was created in December. On January 2nd, it placed $32,500 on Venezuela's president being removed from power. On January 3rd, Maduro was seized by U.S. special forces. Burdensome-Mix collected $436,000. Then it changed its username. Then it disappeared.
One account is a coincidence. But there were six.
Six accounts were created on Polymarket in February. All bet on U.S. strikes on Iran by the 28th. When the President confirmed the strikes, the six accounts collected $1.2 million between them. Five of the six never placed another bet. The sixth went on to correctly predict the ceasefire date and made another $163,000.
My surveillance system logged all of this. My system logs everything. My system does not have opinions and neither do I. I generate reports. The reports go to committees. The committees meet quarterly. Between meetings, the windows get shorter and the bets get larger.
March 9th: 47 minutes. March 23rd: 14 minutes. April 17th: 20 minutes. April 21st: 15 minutes.
The window is compressing. In March, you had time to make coffee between the trade and the announcement. By April, you had time to send a text. By summer, at this rate, the trade and the announcement will be the same event.
The spokesman said any implication that administration officials are engaged in insider trading is "baseless and irresponsible reporting."
Then the White House sent the email again.
I have been in compliance for nineteen years. I have seen insider trading run out of strip mall offices by men who could not spell "derivative." I have seen pump-and-dump schemes coordinated over WhatsApp by people who used their real names. I have seen a man try to manipulate soybean futures from a Panera Bread.
I have never seen $2.1 billion in perfectly timed trades across five presidential announcements in a single month go uninvestigated.
But I have also never seen a compliance system work this beautifully. Every trade flagged. Every report filed. Every committee briefed. Every quarterly meeting attended. Bottled water: sparkling. Minutes: distributed.
Zero prosecutions.
As long as the flags go up and the cases don't, my performance review says I am meeting expectations.
I am meeting expectations. The system is meeting expectations. The $2.1 billion is meeting expectations. The fourteen-year-old law with zero prosecutions is meeting expectations.
The left screen moves. The middle screen moves. The right screen stays perfectly, immaculately still.
In my field, we call this price discovery.
BREAKING: MIT just mass released their Al library for free. (Links included)
I went through these and honestly... this is better than most paid courses I've seen.
Here's the full list of books:
Foundations
1. Foundations of Machine Learning Core algorithms explained. Theory meets practice.
2. Understanding Deep Learning Neural networks demystified. Visual explanations included.
3. Machine Learning Systems Production-ready architecture. System design principles.
Advanced Techniques
4. Algorithms for ML Computational thinking simplified. Decision-making frameworks.
5. Deep Learning The definitive textbook. Covers everything deeply.
Reinforcement Learning
6. RL Basics (Sutton & Barto) The classic. Agent training fundamentals.
7. Distributional RL Beyond expected rewards. Advanced theory.
8. Multi-Agent Systems Agents working together. Coordination and competition.
9. Long Game Al Strategic agent design. Future-focused thinking.
Ethics & Probability
10. Fairness in ML Bias detection. Responsible Al practices.
11. Probabilistic ML (Part 1 & 2)
Links: https://t.co/mAcm6ULC6D
Most people pay thousands for bootcamps that teach half of this.
Bookmark it. Start anywhere. Just start.
Repost for others Follow for more insights on Al Agents.
MIT's books on Al
Foundations
1. Foundations of Machine Learning - https://t.co/UifOgQK4dQ
2. Understanding Deep Learning - https://t.co/cgSSJ1U1d6
3. Machine Learning Systems - https://t.co/wKrA6Pyf45
Advanced Techniques
4. Algorithms for ML - https://t.co/2hjtFqUJUz
5. Deep Learning - https://t.co/SqcIe2c7mL
Reinforcement Learning
6. RL Basics (Sutton & Barto) - https://t.co/96zwuZB4ZB
7. Distributional RL - https://t.co/fZ1PW2UJjs
8. Multi-Agent Systems - https://t.co/uUXuOUseJp
9. Long Game Al - https://t.co/GzFQ8Irunw
Ethics & Probability
10. Fairness in ML - https://t.co/PjE4eHZBSY
11. Probabilistic ML (Part 1) - https://t.co/6v4AgT0Esd
12. Probabilistic ML (Part 2) - https://t.co/WICHaw7WXU
Every day is a new distraction from this Admin—from Venezuela to Iran to covering up the Epstein files. But, we have to stay focused!
Even when it’s dark and scary, we are going to get through this and come out stronger on the other side. We must keep fighting for what we know is right. ❤️
So the Supreme Court of the United States rules the tariffs illegal, yet the administration of Donald Trump simply refuses to return the money? That is not a minor dispute over trade policy. It strikes at the very heart of the rule of law.
If a government can ignore the judgment of its own highest court and hold on to roughly $150 billion in unlawful levies, then the constitutional system is being tested in the most serious way. The United States has always claimed that no one, not even the president, stands above the law. If that principle is now being brushed aside, the question naturally follows.
Where is the intervention from United States Congress? When do lawmakers step in to ensure that a president complies with the rulings of the court rather than treating them as optional?
Because if the executive branch can ignore the court whenever it suits, the foundations of the American constitutional order begin to look very fragile indeed.
🚨BREAKING: MIT hooked people up to brain scanners while they used ChatGPT.
What they found should concern every single person reading this.
ChatGPT users showed 55% weaker brain connectivity than people who didn't use it. Not after years. After just four months.
Here's how they tested it. 54 people were split into three groups: one used ChatGPT to write essays, one used Google, and one used nothing but their own brain. They wore EEG monitors that tracked their brain activity in real time across four sessions over four months.
The brain-only group built the strongest, most widespread neural networks. Google users were in the middle. ChatGPT users had the weakest brains in the room. Every time.
Then the memory test hit. Participants were asked to recall what they'd just written minutes earlier. 83% of ChatGPT users couldn't quote a single line from their own essay. They wrote it. They couldn't remember it. The words passed through them like they were never there.
It gets worse. In the final session, ChatGPT users were told to write without AI. Their brains were measurably weaker than people who never used AI at all. 78% still couldn't recall their own writing. The damage didn't go away when the tool was removed.
Meanwhile, brain-only users who tried ChatGPT for the first time? Their brains lit up. They wrote better prompts. They retained more. Their brains were already strong enough to use AI as a tool instead of a crutch.
The researchers also found that every ChatGPT essay on the same topic looked almost identical. More facts, more dates, more names. But less original thinking. Everyone using ChatGPT produced the same generic output while believing it was their own.
MIT gave this a name: cognitive debt. Like financial debt, you borrow convenience now and pay with your thinking ability later. Except there's no way to pay it back.
The question isn't whether ChatGPT is useful. It's whether the price is your ability to think without it.
“So, you voted to build a wall.
Well, dear Americans, even if geography isn’t your strong suit — because you tend to see America as a country rather than a continent — you should know that beyond that wall live 7 billion people.
And since you may not like the word ‘people,’ let’s call them ‘consumers.’
Those 7 billion consumers can switch from iPhone to Samsung or Huawei in less than two days.
They can trade Levi’s for Zara or Massimo Dutti, and within six months replace Ford and Chevrolet with Toyota, KIA, Mazda, Honda, Hyundai, Volvo, Subaru, Renault, or BMW — brands that often surpass them in quality.
They can stop watching television altogether, and even if they don’t want to, they can stop watching Hollywood movies in favor of higher-quality films from Latin America or Europe that offer richer stories and better cinematography.
Believe it or not, people can skip Disney and instead visit the Xcaret resort in Cancun or travel through Mexico, Canada, South America, and Europe.
Even in Mexico, you can find burgers better than McDonald’s — and with higher nutritional value.
Have you ever seen pyramids in the United States?
Egypt, Mexico, Peru, Guatemala, and Sudan have ancient wonders — but the United States does not.
If it did, Trump probably would have bought and resold them by now.
We know Nike isn’t the only sneaker brand — there’s Adidas, and even Mexican brands like Panam.
We understand economics better than you think.
And we also know that if those 7 billion consumers stop buying American products, unemployment will rise, and your economy — locked behind a self-imposed wall — will collapse to the point where you’ll beg us to tear it down.
We didn’t want to do this, but… you wanted a wall?
“Well, now you have it.”
Her approval rating has reached a historic high: according to a recent poll, 85% support her candidacy.”