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Demon in the Machine: Learning to Extract Work and Absorb Entropy from Fluctuating Nanosystems
“We use Monte Carlo and genetic algorithms to train neural-network feedback-control protocols for simulated fluctuating nanosystems. These protocols convert the information obtained by the feedback process into heat or work, allowing the extraction of work from a colloidal particle pulled by an optical trap and the absorption of entropy by an Ising model undergoing magnetization reversal. The learning framework requires no prior knowledge of the system, depends only upon measurements that are accessible experimentally, and scales to systems of considerable complexity. It could be used in the laboratory to learn protocols for fluctuating nanosystems that convert measurement information into stored work or heat.”
link.aps.org/doi/10.1103/Phy…
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Some unexpected good news from SCOTUS today. We connect the dots between home-based distilleries and the National Firearms Act. youtu.be/mND-z52obEo
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Communists of America is now enrolling people into Communist schools to train them on strategy to overthrow America and Capitalism
Why are we allowing this??
“The Revolutionary Communists of America will be hosting the Los Angeles Marxist School — This is the first of 3 events held in the largest cities in the US where communists from across the country will be gathering to discuss Marxist philosophy, revolutionary history and strategy”
The people who seek to overthrow America are no longer hiding, it’s right out in the open
This is literally what the Patriot Act is meant to stop, but instead they’re allowed to open schools and train people to overthrow our country
Over 100 million people have died to communism and we’re allowing schools to open to train people to become communists to overthrow America…. Make it make sense
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We're live. It's hit the fan in France and today we're going to check in and see what international communists are saying about the far left uprising.
(No, it's not the muslims or the immigrants. It's the far left.)
Come see the primary source evidence for yourself. YouTube link in reply.
THE CULT #653: What International Communists Are Saying About France (And A Live No Kings Call) xitter.cf/i/broadcasts/1rGmqpyQl…
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🚨‼️IMPORTANT TO UNDERSTAND, VERY SIMPLY STARED HERE!!
Liquid Metal Biomimicry: Bridging Fluidity and Biological Adaptability
July 2026
mdpi.com/2313-7673/11/7/499
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BREAKING: Two more small businesses have ejected from Seattle's Chinatown-ID.
Henry's Taiwan and Seattle Herbs & Grocery officially closed this month after being long time staples at the corner of 12th Ave & Jackson St.
The owners blame socialist Mayor Katie Wilson's inability to handle crime and homeless drug encampments in the area.
Property values are also plummeting, threatening to further destroy the core identity of this Asian American community.
I'm working on another update. Stay tuned. @MayorofSeattle
BLAME THE ASIANS: It's the worst kept secret in Seattle's Chinatown-ID.
Asians are helping fuel the black market of stolen goods and they're complicit in the destruction of their own community.
While @nickshirleyy was busting food stamp fraudsters down the street, I was documenting the ebb and flow of illegal commerce at the corner of 12th Ave & Jackson St.
City leaders and cops know this is happening. They think cheap signs will deter this activity.
But no one is being held accountable.
Welcome to socialist Mayor Katie Wilson's lawless city. @MayorofSeattle
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12th & Jackson sits inside SODA (stay out of drug area) Zone 2, which Seattle created in 2024 specifically for this area. The law already lets judges bar people charged with drug offenses from the zone. Violating that order is a gross misdemeanor and up to 364 days in jail. The tools exist. They have not been used enough. Now small businesses are closing. Who we vote for matters.
BREAKING: Two more small businesses have ejected from Seattle's Chinatown-ID.
Henry's Taiwan and Seattle Herbs & Grocery officially closed this month after being long time staples at the corner of 12th Ave & Jackson St.
The owners blame socialist Mayor Katie Wilson's inability to handle crime and homeless drug encampments in the area.
Property values are also plummeting, threatening to further destroy the core identity of this Asian American community.
I'm working on another update. Stay tuned. @MayorofSeattle
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We buy insurance for our house, our car,
our health and our life. We hope
we never need it.
Carrying a gun is the same thing.
It’s insurance against evil.
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NEW: Ladies and gentlemen, we are in an information war.
One of the most influential Democratic insiders in WA admits this unconstitutional income tax will eventually impact everyone.
But Governor Bob Ferguson and other political elites perpetuate the lie and still say it’s only for the ultra wealthy.
Wake up WA, you’re getting played.
NEW: Sandeep Kaushik, one of the advocates of the Democrats' income tax, admits that if Washingtonians know the tax is on everyone it will be harder for his side to win the vote
"If the debate is about taxing the wealthy & it's about a millionaire tax...we win that debate. If it's a debate about a broad based income tax on everybody... that's a much, much, tougher road for my side."
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STAND UP FOR AMERICA IN DISTRICT 9 🇺🇸
King County Republicans are proud to endorse @DougBasler for U.S. Congress CD9!
Doug brings strong conservative leadership, a dedication to economic freedom, and a commitment to defending individual liberty and traditional American values in D.C.
🎙️ Get to know Doug on our podcast, The American Pulse:Listen in as Doug shares his vision for District 9 and why celebrating America starts with local leadership.
🔗 Listen to Doug's interview, visit his campaign site, and check out the KCGOP Voter Guide in the first reply below! 👇
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OMG
Letters from the USCIS and DHS appear to verify that citizenship records for Ilhan Omar's father DO NOT EXIST.
No record of his naturalization exists.
Ilhan Omar claimed citizenship through her father. If no record exists, how can she be a U.S. citizen?
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This is Loren Culp who ran for WA State Governor in 2020
He WON the Election with LEGAL votes
Corrupt Jay Inslee stole the Election via Voter FRAUD. Jay Inslee needs to be investigated NOW. He lives in Luxury on Bainbridge island, WA from the MILLIONS of dollars he STOLE!
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I want a law passed (or whatever needs to happen) to make it so these ballots aren’t in fucking legal speak.
I LOATHE how they word these and i know damn well they do it on fucking purpose.
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Today, @AndrewKolvet decided to insult me rather than consider the immense evidence I have access to.
Sadly, this has routinely been my experience with conservative influencers - they are almost always interested far more in pushing a narrative than they are in the truth.
So Andrew, you know why I’m so insufferable?
Because I’ve put myself in danger to undercover with Antifa more than anyone you know.
Because I have personally watched over 6,000 hours of far left content, including their in person and online meetings, to study them.
Because I have a massive archive of their meetings that I have recorded and made available to the public.
Because I have a huge catalog of their propaganda that I and others have collected all over the country to analyze and study them.
Because I do subject matter expert content analysis, and never rely on AI slop like the people you are promoting.
Because I have built a community of dedicated volunteers all over the country who go undercover with the left to monitor what they are doing in real time, which is information the @FrontlinesTPUSA team recently took advantage of when I handed them the story about Antifa at the Arizona border wall.
Because my work is days, weeks, months, and sometimes even years ahead of conservative media.
Because there is no one more educated than me about the far left in America, and I’m happy to publicly debate anyone to prove it.
For all those reasons, and so many more, I get to be fucking insufferable. And until people like you start engaging with the real evidence, we are not on the same team.
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👪 No government employee can care about or love your child like you do. The vast majority of parents support their children and should not be treated with suspicion just because of the tragic actions of an abusive few. Parents are the best deciders for their children's well-being, and it is time we end the practice of secret keeping in our schools.
Voting YES on IL26-001 strengthens communication between parents and schools by re-enacting the Parents' Bill of Rights.
Here are the facts on what I-001 guarantees for Washington families:
✅Requires schools to provide requested records within 10 business days instead of up to 45 days.
✅Protects parents' rights to view academic, medical, mental health, and disciplinary records.
✅Ensures immediate notification when medical services are offered or provided to your child.
✅Guarantees your ability to opt your child out of invasive surveys on sex, gender, or political opinions.
✅Implements specific safeguards for children who are in abusive homes or situations.
When parents and teachers work together, children thrive.
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Jayapal is one of many Dems from WA State that do nothing but Steal funds!
No appeal for this Criminal. Jayapal must be Removed from office! Need Gov Bob Ferguson, His AG Nick Brown and Senator Patty Murray under investigation now! You will find much corruption. Imprison! @doj
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A chance to significantly change the direction of our State Supreme Court and perhaps our last chance before we drive off the cliff of insanity. Vote like your state depends on it Washington, because it does.
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They already developed the target list. They have a plan. It’s the same CIA plan used in over 100 countries.
WHAT LAW DID ‘MAGA’ THUGS COMMIT ?
“Pennsylvania socialist Democrat says he opposes imprisonment except for 'lawless MAGA thugs'
"It’s also bad policy, but I will make an exception for all of those f---ers who are lawless MAGA thugs, who have destroyed lives and communities. Lock all of those f---ers up. I know that seems a little hypocritical of me being on the left and being anti-incarceration, but lock those f---ers up."
“…..Jared Kushner should be experiencing some jail time. So, if that makes me a conservative, gosh, but we need to send a message."
Rabb's comments resembled those made by Florida Democratic Senate candidate Angie Nixon, who, despite being a DSA member, has insisted that she is not a socialist.
In an interview with CNN, Nixon told host Kasie Hunt she would like to see her opponent, Sen. Ashley Moody, R-Fla., locked up.
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MapQuest just added an update to their service called “surveillance” and it’s horrifying
In the map when navigating you can toggle on “surveillance” and it shows all the Flock camera and all the other cameras that are also being used to mass surveillance American
This is literally horrifying (I show an example of an area in the video)
You won’t believe how many cameras are everywhere already in America, it looks worse than China
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Boom! I told you all in my reporting for the last eight months that this is what Ferguson and Newsom were doing from thru the ports.
Do you believe me now?
