⛏️🌱Don Kackman 🌱⛏️ retweeted
Replying to @chiafarmers @permutocapital
permuto capital is my favorite structure right now. hopefully live soon.
⛏️🌱Don Kackman 🌱⛏️ retweeted
Trump's oil and gas stocks are now worth $22.5 million to $81.6 million, according to a report from Democrats on the Joint Economic Committee.
At the end of 2025 they were worth $12.6 million to $46 million.
Gas was $2.87 before the war. It's $4.29 now.
The White House says there are no conflicts of interest.
⛏️🌱Don Kackman 🌱⛏️ retweeted
Jeff Hinton dismissed gradient descent entirely before winning the Nobel Prize for AI. His fear was local minima - valleys in the loss landscape where the model gets stuck forever. For a 1.2 billion parameter LLM like Llama, the landscape has more dimensions than atoms in the observable universe. Getting permanently stuck would require hitting a dead end in every single dimension simultaneously.
What gradient descent actually looks like on a real LLM is stranger than anyone expected. Take two random directions through that billion-dimensional space, visualize the loss surface, and watch what happens when training starts - a wormhole opens and the model drops into a low-loss valley that wasn't visible from the starting point. The valley was always nearby in high-dimensional space. It just couldn't be seen in the 2D projection. The same reason every transformer, every diffusion model, and every LLM trained on GPU clusters today converges despite loss landscapes that look completely chaotic from any two-dimensional slice.
23 minutes. Bookmark & watch today. The most honest visualization of how LLMs actually learn.
⛏️🌱Don Kackman 🌱⛏️ retweeted
Cato’s @dr_inserra warns that the FCC has no business policing political polls. Polls are core political speech. Giving government officials power to label polls “fake” risks letting them punish broadcasters for speech they dislike.
ow.ly/gjkT51013vZ
⛏️🌱Don Kackman 🌱⛏️ retweeted
The FBI wrote secret rules for when agents may investigate political speech made with AI. The public can’t hold the government to rules it can’t see. Congress should make the FBI release them, writes Cato’s Patrick G. Eddington.
ow.ly/ax2E5100XIf
⛏️🌱Don Kackman 🌱⛏️ retweeted
He's blatantly laying the groundwork to steal an election if his chosen candidate doesn't win... Minnesota will not take kindly to thinly veiled threats from a guy we've rejected three times (soon to be four)

ALT Let's all get behind Michele Tafoya in Minnesota. She's running a great race. Don't allow them to play with the Votes after the race is over. The Federal Government will be watching closely. The only way she can lose is if they cheat by playing games with the Ballots as they come in. We can't allow that to happen, because I won Minnesota three times, but they didn't give me the Victories, and Minnesota hasn't been "won" since 1972, when Richard Nixon claimed the trophy. Michele Tafoya has my Complete and Total Endorsement to be the next Senator from the Great State of Minnesota - She will not let you down! President DONALD J. TRUMP
⛏️🌱Don Kackman 🌱⛏️ retweeted
The White House Council of Economic Advisers claims illegal immigrants cost taxpayers $166,716 each. Cato's @David_J_Bier says those estimates aren't credible. They have actually reduced federal, state, and local deficits by $1.7 trillion over 30 years.
ow.ly/kNi151015Zf
⛏️🌱Don Kackman 🌱⛏️ retweeted
Does reporting the guy who said “I just want to find 11,780 votes” qualify, or nah?
eek
Chomsky was wrong.
Researchers found your brain doesn’t store language the way every textbook since 1957 claims.
For decades, the undisputed rule of linguistics, led by Noam Chomsky, was that human language is hierarchical.
We were told our brains process language using complex "grammar trees." That we secretly build deep, abstract, mathematical rules in our heads before we speak.
This new paper proves that is completely wrong.
Researchers at Cornell University analyzed how people actually process and produce language in real time.
They found sequences. Linear chunks.
When we speak, we aren't calculating deep syntactic rules. We are just predicting the next most logical sequence of words based on the context of the words right before it.
We string linear chunks together.
If this sounds familiar, it should.
This is exactly how Large Language Models like ChatGPT work.
For years, critics have dismissed AI as "just a next-token predictor." They said it isn't truly intelligent because it doesn't understand deep grammatical hierarchies like humans do.
But this paper suggests humans don't use those hierarchies either.
We are just predicting the next chunk.
Language isn't a rigid tree of mathematical rules. It's a linear stream of contextual predictions.
We thought we were building AI to mimic the complexity of the human brain.
It turns out, the human brain was just running a simpler algorithm all along.
⛏️🌱Don Kackman 🌱⛏️ retweeted
It's time to build again. I'm working on an improved options site for XCH, my last one was clunky.
The goal is to make this a Sage App.
⛏️🌱Don Kackman 🌱⛏️ retweeted
“On Feb. 5, 2025, her first day in office, Attorney General Pam Bondi disbanded the FBI’s Foreign Influence Task Force, dismantled the department’s unit pursuing Russian oligarchs’ assets, and narrowed enforcement of the Foreign Agents Registration Act. CISA paused its election security work, abandoned the information sharing center that connected it to state and local election officials, and by mid-2025 had lost more than a third of its workforce. Director of National Intelligence Tulsi Gabbard gutted the Foreign Malign Influence Center, the State Department closed its office for countering foreign disinformation, and National Security Council working groups on Russian sabotage and disinformation stopped meeting.
The next target was the people. In August 2025, Gabbard revoked the security clearances of 37 current and former officials, among them a senior Russia analyst who helped produce the 2017 assessment, citing the “politicization or weaponization of intelligence.” Comey was indicted on Sept. 25, 2025, over his 2020 Senate testimony, five days after Trump publicly demanded his prosecution. A judge dismissed the case, but the U.S. Court of Appeals for the Fourth Circuit is currently hearing the department’s appeal. CIA Director John Ratcliffe referred former Director Brennan for prosecution for alleged perjury in his congressional testimony, and Brennan has been subpoenaed to appear at a Florida grand jury examining whether officials who investigated Trump conspired against him.
The purge also reached below the senior level, and analysts who worked on the 2017 assessment also had their clearances stripped. The FBI forced out a veteran counterintelligence agent over his ties to an official in the original Russia investigation, and dozens of FBI agents and Justice Department prosecutors were fired or demoted for work investigating Trump or Russia.”
⛏️🌱Don Kackman 🌱⛏️ retweeted
This is insane
Russia would apparently get a stake in Alaska gas venture through this deal which @FT reports was discussed during recent meeting to discuss Ukraine at the Kremlin.



































