Researchers proved AI has deleted every reason universities exist.
Harvard University ran a controlled experiment pitting a custom AI against their own top-tier classrooms.
And the results are going to collapse the higher education bubble.
They took 194 undergraduates and split them up.
One group learned physics in one of Harvard’s best hands-on, active-learning physical classrooms. Group work. Instructor support. The premium university experience.
The other group went home and learned the exact same material with an AI tutor.
The AI didn't just win. It embarrassed the institution.
Students using the AI learned more than twice as much as the students in the elite Harvard classroom.
They scored 30% higher on the final assessment.
And they did it in less time.
Let that sink in.
A piece of software sitting on a laptop outperformed a world-class faculty in one of the most elite learning environments on Earth.
Universities have always justified their exorbitant tuition with two things: access to elite knowledge and the physical classroom experience.
This study just proved both of those moats are gone.
When software can teach you complex physics twice as well as a $60,000-a-year institution, the math of higher education breaks permanently.
The AI didn't just give the students answers. It used strict pedagogical guardrails. It guided. It questioned. It forced the students to do the cognitive work.
It offered perfect, one-to-one tutoring, personalized to the exact moment a student misunderstood a concept.
That level of attention is mathematically impossible to scale in a physical lecture hall.
For a thousand years, the university was the only place to get a premium education.
Now, it’s the bottleneck.
If AI can double your learning speed for a fraction of the cost, what exactly are students taking on decades of debt to pay for?
Ok, @grok, do your thing...
Based on my posts, I am:
Which Dictator?
Which Philosopher?
Which Fictional Character?
Which Politician?
Which Religious Figure?
Which Historical Figure?
Which Artist?
Which Political Party?
Which Scientist?
Which Author?
I am not a politician. I am not an influencer. I am not here to manage your feelings or split the difference with people who mutilate children.
I am a physician-scientist, an infantry veteran, and an average guy. A man who follows Jesus Christ. That last fact is the axis everything else turns on.
I am not political. I am Biblical. The difference matters. I trained to heal. I walked into Brooklyn at the height of the COVID circus and the gender-affirming factory, and I watched my profession sell its soul in real time.
They wanted me to force shots I knew violated ethics, to affirm a delusion that requires pharmacological castration and surgical mutilation of minors, and to shill for a system that treats patients as revenue streams. I refused.
I filed the only physician-led New York Supreme Court lawsuit exposing what they were doing to children. I wrote legislation to criminalize the butchers. I published one of the first peer-reviewed papers calling the COVID injections what they are: products of gain-of-function research, a biological weapon dressed up as a miracle.
I paid for it in reputation, income, threats, slander, and isolation. I would do it again tomorrow.
That is not heroism. That is the minimum. That is the least expectation of a doctor.
The inversion you see currently, men calling themselves women, doctors cutting healthy children, governments treating dissent as disease, is not random cultural drift. It is judgment.
The world needs a reality check: JESUS CHRIST IS COMING BACK.
Look around you at the madness. I have a clear view, because most of it is concentrated in medicine. Carried out by well paid mercenaries that fancy themselves doctors.
Biological sex is binary, immutable, and obvious. “Gender affirming care” is psychological torture, chemical castration, and surgical mutilation of children for profit and ideology. It is not healthcare. It is butchery. The doctors and nurses who participate in it should be charged, tried, and held to the full weight of justice. There will be no whitewashing this era. History will not be kind, and neither will I.
Abortion is murder. Dumping a newborn in the trash is murder. There is no “complexity” that turns a human being into medical waste. The people who perform it, fund it, and celebrate it have forfeited any claim to moral seriousness.
Vaccines are not sacred, they are posion. The COVID shots were calculated products of a captured apparatus; they caused myocarditis, clots, neurological injury, sterilization, and death while the profession looked the other way because liability had been stripped and careers depended on compliance. We were taught nothing about vaccines in medical school, then ordered to defend them to the death. That is a cult, not science.
The explosion of pediatric disease did not appear from nowhere. They came from the vaccine schedule.
Medicine as an institution has attracted some of the most narcissistic, incurious, greedy, and power-hungry people in the country. I have watched them take delight in control, deny what is in front of their eyes, and then demand you trust the experts. I am one of the experts they told you to trust. I left. Most of them stayed and cashed the checks. There are no excuses coming that will wash this off. Greed, pride, willful ignorance, and cowardice are not mitigating factors. They are the indictment.
The political system is a scam. Voting for the slightly less evil option while the machine continues to sterilize children, flood the country, and medicalize every human problem is not courage. It is participation. Bad leaders are judgment.
This does not end until we turn back to God. America will be a Christian nation in substance or it will burn. I will not vote for anyone whose life and fruit do not show they fear the Lord.
Compromise with baby-killing, child-transing, and forced medicalization is finished. Compromise with fraud is over. Compromise with evil is done
The combination MMR injection will become three separate mRNA shots in the near future. That has been the plan all along.
And yes, I think that executive order on vaccines was written expressly to encourage that.
And yes, I think Sec. Kennedy's HHS will make it happen.
And yes, I think Sec. Kennedy is in on it.
Clearly, there a quid pro quo between Kennedy and Trump.
Kennedy lets the mRNA platform platform to move forward, and he gets to stay and to work on autism/vaccine safety - from the sidelines.
MAHA and all those established "anti-vax" organizations are playing along.
It is not only sickening, it is pissing me off.
On the topic of splitting up the MMR vaccine into 3 separate vaccines, everyone should know that in 2012, two Merck virologists came forward and explained that around 2005 when Merck sought to change the label on its MMR vaccine and approval for ProQuad (a combination MMR and varicella vaccine), it “falsely certified as having an efficacy rate that is significantly higher than it actually is.” (Complaint ¶ 1.)
As detailed in the whistleblower lawsuit, Merck obtained a license for its mumps vaccine in 1967. (Comp. ¶ 16.) In the late 1990s, to obtain approval for ProQuad and change the label on its MMR vaccine, Merck needed to reconfirm its claims of efficacy for its mumps vaccine made thirty years prior. (Comp.. ¶ 22.) Merck’s virologists working on testing the efficacy of the mumps vaccine revealed that after Merck could not demonstrate a 95% efficacy for its mumps vaccine, the results were simply fraudulently falsified to achieve this result. (Comp. ¶¶ 15-131.)
As explained by Merck’s virologists, Merck took blood samples pre-vaccinated with the mumps vaccine and then exposed them to the mumps virus. (Comp. ¶¶ 25-28.) When a test against a live strain of mumps would not yield a 95% efficacy, Merck tried to improperly obtain this rate using an attenuated strain of the mumps virus. (Comp. ¶¶ 29-30.) When this still would not achieve 95% efficacy, Merck tried different virus dilutions, different straining procedure, and even more liberal antibody counting techniques. (Comp. ¶¶ 31-32.) The Merck lab even improperly added animal antibodies to the blood samples and still could not achieve a 95% efficacy rate. (Comp. ¶¶ 33-39.)
When it was clear that even improper testing techniques could not produce the desired result, the test reports were simply falsified. (Comp. ¶¶ 40-51.) According to the Merck virologists, to document the desired efficacy rate, Merck destroyed result sheets and falsified various documents. (Id.) The Merck virologists claim this fraud was done with the direct authority and approval of Merck’s senior management. (Comp. ¶¶ 52-58.)
Now you know.
This may explain why outbreaks of mumps still regularly occur in highly vaccinated populations. See, e.g.:
https://t.co/YgTukQi0eg(317 cases; 89% had received at least 2 MMR doses); https://t.co/i7vsAVGixp(281 cases; high two-dose coverage among university-affiliated cases, with community spread); https://t.co/dKYuleKBM2(301 student cases; all patients with complications had received at least 2 doses); https://t.co/b4YB8ePKPG(42 cases; all patients had ≥2 documented MMR doses; campus two-dose coverage exceeded 99%); https://t.co/PtJBYPwsKt(29 cases; 76% had received the recommended 2 dose); https://t.co/W0IqwV4pZd(CDC: “experts aren’t sure why vaccinated people still get mumps…).
Complaint: https://t.co/hbnjc7YNfa
A nuclear plant that politicians "shut down for good" just reopened.
Anti-nuclear Activists call it a "nightmare.”
But this time, they're losing. Good.
Watch below for more on nuclear:
As early as November 2020, FDA knew from rat studies that the lipid nanoparticles from Pfizer's Covid-19 vaccine were spreading into the ovaries.*
As early as December 2020, FDA knew that a rat fertility study report on Pfizer's Covid-19 vaccine showed that the number of fertilized eggs that fail to successfully attach to the uterine wall was 9.77% in the vaccine group and 4.09% in the control group.** The vaccinated group also had a higher rate of fetal malformations, anomalies, and variations.***
Yet, in January 2021, Fauci writes the Surgeon General and CDC Director that “Animal tox studies did not raise any red flags.”****
Sources:
* https://t.co/BbZv9zdCNb (p.21)
** https://t.co/YUFwfhQS82 (pp.33, 89)
*** Id. (p.91, Table 17)
**** https://t.co/1qUkqV6w1A (p.4)
The real issue on data centers, transmission lines, flock cameras, FISA, beef imports, Islam, immigration, “safety” regulations, healthcare, & pretty much everything…
AMERICANS WANT TO STOP BEING TOLD WHAT TO DO BY GOVERNMENT & CORPORATE A$$HATS WHO SAY JUST “TRUST US.” They don’t. And shouldn’t.
They cannot afford healthcare, they can’t afford a house, they can’t live in a safe & secure community of trust and shared values - while they see yet another strip mall or concrete box data center funded by private equity bros… who are working with the real estate bros who are in bed with local government to hike their local bonds for another mega school filled with teachers telling their kids that they are racist and should be gay or another sex…
All while they bulldoze 100 year old oak trees and suck up water and electricity - forcing prices up while we watch power come in on transmission lines from some ugly solar panel or wind farm covering up farmland… that only exist because corporate subsidies to cronies getting rich from those government subsidies….
To be told that we HAVE to do AI… because China and prosperity… to have our kids look at screens dotted with pornography, sports betting, and eye-crushing addiction… when no one can tell them that we can control AI to maintain a moral society and a Republican form of government, which as sh*tty as it is… is the worst form except for all the others… or that AI is not going to take their job… but just “trust us,” there the tech oligarchs will definitely “provide” for them as benevolent despots with universal wealth… because… you know, yeah - history is dotted with such experiences.
This rant is on behalf of all the Texans and Americans I know who are NOT idiots… who are fine with technology… fine with profits… and aren’t conspiracy theorists… but who are tired of all the society crushing, soul-crushing bullsh*t built in the back of corporate whores who don’t give a crap about them and while they want modern advancement…
…They simply want to recognize America again. Whether they can articulate it or not… they want joy, time, family, conversation, a safe Christian-based western community without Islamic prayer calls… and they would like predictability for more than 5 seconds - with the dignity of a job they can maintain and count on to go along with it…
So – the elites and the government officials can please stop lecturing the people on how “stupid” they are and instead… stop destroying America with debt, unlimited immigration, and empowerment of corporate board rooms over people… and then telling them you’re not doing just that…
Something big is about to happen with deportations in America. You should be ready for this…
I just spoke with a senior DHS official. They shared deportation numbers with me that frankly stunned me.
+27,000 deportations. Last week.
+3,600 a day average.
Tracking for 1.4 million deportations across the calendar year.
+69,000 illegals are in DHS jails waiting to be deported at this moment.
And you haven’t heard a blip about it in the corporate press. Why? My DHS source says “stealth tactics.”
“We’re everywhere in every major city. We tell no one. Plain clothes. Beat up old cars. Quick work. Tactical strikes. No one sees anything. No drama. No tears. No media circus. You’re just going back home where you belong.”
And here’s where it gets insane…
DHS tells me blue states are quietly and very secretly working with the Trump administration to assist in the mass deportation of criminals. The criminal alien issue has become so “politically toxic” and “costly” that Democrat Governors have given the green light to Sheriffs and Police Chiefs in major blue cities to drop their illegals off with undercover ICE for removal.
It’s happening. You just don’t see it.
We can track if these numbers hold, but as for now this is a historic white pill and exactly what MAGA voted for.
There is therefore now no condemnation to those who are in Christ Jesus, who do not walk according to the flesh, but according to the Spirit. For the law of the Spirit of life in Christ Jesus has made me free from the law of sin and death. (Rom 8:1-2, NKJV)
Rap is dead basically because USAID stopped funding it.
For the first time since 1990 no rap songs in the Billboard top 40.
Average rap songs in the top 10 with USAID 4 per week.
Without USAID zero.
USAID was openly funding rap in Bangladesh and Cuba to create street protests and political dissent.
Why would they do it overseas but not here?
Google has quietly applied for an EPA permit to release 64 MILLION bacteria-infected mosquitoes into Florida and California over the next two years, and almost nobody is talking about it. This would be one of the largest open-air biological experiments in American history, run by a tech company, not a public health agency. The EPA can’t allow this to happen. Terrifying.
This is honestly one of the best things Hegseth has done. For Native Americans, this will be a really big deal.
This will have a similar effect on morale that bringing back the wearing of the kilt for Scottish soldiers had.
My committee combed through millions of COVID documents, and what did we find?
Anthony Fauci destroyed records. He told others to delete emails. And then he told them to delete them from deleted files.
He and his allies privately doubted the "implausible" line on a lab leak while publicly attacking anyone who raised it.
And he never took responsibility for funding dangerous research in China.
Next week, Dr. Fauci goes under oath in front of my committee, and he’s going to answer for everything we’ve found.
Eight people sealed themselves in a glass dome to prove humanity could feed itself on plants, and spent two years starving in front of the world's press.
Biosphere 2 cost a hundred and fifty million dollars. Three acres of Arizona desert under sealed glass, eight crew, door shut on 26 September 1991, nothing in or out for two years. The farm inside was worked intensively and by any agronomic measure it was superb, out-producing the most efficient smallholder farming on earth by a wide margin.
It produced 83 per cent of what they needed.
Which left Roy Walford, the crew doctor, in a sealed box with seven hungry colleagues and his own life's work. Walford was a UCLA pathologist who had spent thirty years arguing that severe calorie restriction extends lifespan. He had doubled it in mice. And here was reality handing him his own hypothesis with the door welded shut.
So he called it a health programme.
The menu became vegetables, half a glass of goat's milk a day, and meat or fish about once a week. The men lost close to a fifth of their body weight, the women about a tenth. And the markers Walford cared about behaved impeccably: blood pressure, glucose, cholesterol and triglycerides all down at least twenty per cent, into ranges any doctor would frame. He published it in PNAS in 1992.
The bloodwork was magnificent. The people were falling apart.
Jane Poynter wrote the book afterwards. Fatigue, depression, mental fog, and a preoccupation with food that ate the entire interior life of the crew. They stole from each other. They split into two factions that stopped speaking. The ecological research the building had been constructed for was largely abandoned by people who no longer had the headroom for anything past the next meal. The ants and cockroaches, by contrast, were thriving.
The air was leaving too. Oxygen started at 20.9 per cent and kept dropping and nobody knew where it was going. Columbia eventually worked it out: the concrete was quietly eating it. So oxygen had to be pumped in from outside, which is an interesting result for a sealed world.
Walford's verdict on the mutiny is the whole thing in one sentence. He said afterwards that any other physician aboard would have panicked and declared they were starving, but that he knew they were on a programme of health enhancement.
He knew. Seven other people, visibly wasting, were simply mistaken.
He came out in 1993, developed ALS, blamed the conditions inside, and died in 2004 aged 79 after years on 1,600 calories a day in pursuit of a longer life. The mice got double. He did not make it to average for an American professor.
Every argument you have heard this decade was already in that building. Grow it locally. Take the animals out. Eat less. Watch the numbers improve.
Eight of the most motivated humans alive, handed three acres of the best-managed farmland on the planet and no meat, could not feed themselves.
The press reported the fighting as a personality clash.
Richard Feynman stood at a Cornell blackboard in 1964 and explained the problem every AI lab is fighting in 2026. The BBC filmed it. Almost nobody watches it.
The lecture is about why nature only answers in mathematics. Every team forcing language models to reason is hitting the wall he mapped 62 years ago.
He was 46. The Nobel Prize came 11 months later. The footage survived on film reels and now sits free on YouTube with fewer views than a keyboard unboxing.
Watch the blackboard section near the middle. He takes 1 of Kepler's laws and rebuilds it from nothing, with notation a 12-year-old can follow.
No slides. No jargon. 1 piece of chalk.
An ML engineer I know paused it 4 times and made his whole team watch it before standup.
You're 62 years late. The lecture is still free.
New York school district to become one of the first in the United States to introduce a humanoid robot in the classroom.
'Sally' will have a Western New York accent and will teach 11th and 12th-grade students at Salamanca High School.
Sally costs less than the average teacher's salary in New York, with a price tag of $57,000.
The robot has brown hair, and can move its arms and legs, but will not be able to walk around the classroom.
Students will be able to log in so the humanoid can recognize students and their previous interactions.
The humanoid will be helping teach coding, robotics, and AI classes.
The school district promises that robots will "never" replace human teachers.
‘Sally’ is made by Realbotix, which also produces "companion" robots.
What are we doing here?