“Martin Luther King Jr. made the forbidden connections between Capitalism, Imperialism, Racism, and the Vietnam War. As a result, after he was assassinated even his memory became toxic, a threat to public order. Foundations and corporations worked hard to remodel his legacy to fit a market-friendly format. The Martin Luther King Jr. Center for Nonviolent Social Change, with an operational grant of $2 million, was set up by, among others, the Ford Motor Company, General Motors, Mobil, Western Electric, Proctor and Gamble, US Steel, and Monsanto. The center maintains the King Library and Archives of the Civil Rights Movement. Among the many programs the King Center runs have been projects that “work closely with the United States Department of Defense, the Armed Forces Chaplains Board and others.” It cosponsored the Martin Luther King Jr. Lecture Series called “The Free Enterprise System: An Agent for Nonviolent Social Change.”
— Capitalism: A Ghost Story by Arundhati Roy (via rikodeine)
“During the lifetime of great revolutionaries, the oppressing classes constantly hounded them, received their theories with the most savage malice, the most furious hatred and the most unscrupulous campaigns of lies and slander. After their death, attempts are made to convert them into harmless icons, to canonize them, so to say, and to hallow their names to a certain extent for the “consolation” of the oppressed classes and with the object of duping the latter, while at the same time robbing the revolutionary theory of its substance, blunting its revolutionary edge and vulgarizing it.”
— The State and Revolution by Vladimir Ilyich Lenin
Text of tweet under the cut because it is loooong.
But... Stochastic Parrots.
Timnit Gebru was fired from Google in December 2020 for refusing to retract a research paper, and every single warning that paper made about large language models has now happened at a scale the industry spent 4 years trying to make people forget about.
Her name is Timnit Gebru.
She co-led the Ethical AI team at Google. She co-wrote a paper called "On the Dangers of Stochastic Parrots" with Emily Bender at the University of Washington and two other researchers. The paper was 14 pages long. It was submitted to a top AI ethics conference. And it was the reason Google decided that one of the most senior Black women in AI research could no longer work there.
The story Google told publicly was that she resigned. The story she told, confirmed by 2,695 of her colleagues in an open letter, was that she was fired by email while on vacation because she refused to either retract the paper or remove her name from it.
The paper had not even been published yet.
Here is what she actually wrote, and why every prediction inside it has now come true.
The first warning was about scale itself. Bender and Gebru argued that training ever-larger models on ever-larger scrapes of the internet would produce systems that appeared fluent but had no actual understanding of language. They called these systems stochastic parrots because they would repeat patterns from training data with statistical confidence and zero comprehension. The paper predicted that this apparent intelligence would fool both users and developers into trusting outputs that were structurally incapable of being reliable.
This was 2020. GPT-3 had just come out. The paper predicted the hallucination problem before anyone had a word for it.
The second warning was about bias amplification. The paper documented in detail that internet-scale training data contains systematic overrepresentation of dominant viewpoints and underrepresentation of marginalized ones. The models would not just absorb this bias. They would amplify it, because the optimization process rewards confident outputs, and confidence in language patterns tracks frequency in the training set.
The prediction was that hiring tools built on these models would discriminate against women. That healthcare triage tools would underperform on Black patients. That loan approval systems would entrench inequality while presenting their decisions as neutral algorithmic judgment.
Every one of those things has now been documented in deployment.
Amazon's hiring algorithm penalized resumes that contained the word "women" in any context. Healthcare risk scoring algorithms used by major US hospitals were found to systematically underestimate the medical needs of Black patients. Apple Card's credit algorithm gave wives credit lines 10x lower than their husbands for the same financial profile.
The third warning was about environmental cost. The paper calculated that training a single large language model produced emissions equivalent to the lifetime output of 5 cars. The prediction was that the race to scale would create an environmental footprint that would eventually rival entire industries.
In 2024, Google's emissions were up 48% from 2019, and the company explicitly blamed AI infrastructure. Microsoft's were up 29%, same reason. Both companies have now quietly abandoned the climate commitments they were publicly celebrating the year Gebru was fired.
The fourth warning was about documentation. The paper argued that the training datasets being assembled were too large for anyone to actually audit. Nobody at Google, OpenAI, Meta, or any other lab could tell you with confidence what was in the data their models were trained on. This was not a temporary problem to be solved later. It was a permanent feature of the approach.
In 2023, researchers discovered that the LAION-5B dataset, used to train Stable Diffusion and other major image models, contained thousands of images of child sexual abuse material. The companies that had trained on the dataset had no way of knowing. The paper predicted that category of failure 3 years before it was found.
The fifth warning was the one Google cared about most.
Bender and Gebru argued that the deployment of these systems would centralize linguistic and cultural power in the hands of the small number of companies that could afford to train them. The internet would become a place where the dominant voice was a statistical average of dominant voices, presented as a neutral assistant. Languages underrepresented in the training data would degrade over time as more web content was generated by these systems and fed back into the next training run.
This is now happening in real time. A 2024 study found that 57% of new web content in English is AI-generated or AI-assisted. Researchers studying low-resource languages have documented active degradation in translation quality, because the synthetic content fed back into training is itself worse in those languages.
The paper Google fired her for predicted the model collapse problem before model collapse had a name.
The mechanism behind why this all happened is the part of her work that nobody quotes.
Gebru's argument was not that AI is dangerous in some abstract sci-fi sense. Her argument was that AI is dangerous in a very specific structural sense. The technology was being built by a small group of researchers who shared similar backgrounds, worked at similar companies, and were rewarded for shipping products faster than competitors. The incentive structure made it impossible for safety, ethics, and bias concerns to slow anything down. Anyone inside the system who raised those concerns was either ignored, sidelined, or removed.
She was making that argument from inside Google.
Then Google proved her right by removing her.
The team Google had built to make sure their AI was safe was dismantled in 90 days because they did the job they had been hired to do. Margaret Mitchell, the other co-lead of the Ethical AI team, was fired two months after Gebru for searching through her own emails for evidence of how Gebru had been treated.
Gebru did not stop. She founded DAIR, the Distributed AI Research Institute, in 2021. The mission is to do AI research outside the control of the companies that have a financial interest in not hearing the answers.
Every prediction in the Stochastic Parrots paper has now been validated by deployment. Hallucinations are an industry-wide problem the largest labs cannot solve. Bias amplification has been documented in hiring, healthcare, lending, and criminal justice. Environmental costs are larger than entire small countries. Training data audits remain impossible. Model collapse is an active research crisis at every major lab.
The question worth sitting with is the one almost no one in the industry will say out loud.
Every researcher with the technical credibility to call out these problems watched what happened to her in December 2020 and made a calculation about their own career. The number of people willing to speak publicly about safety and ethics issues inside the major AI labs collapsed after that firing and has not recovered.
The researcher Google fired for warning about exactly what is now happening was right.
The company that fired her is now the second-largest deployer of the technology she warned about.
And the people inside that company who agree with her are not allowed to say so.
Jonathan Joss was an Indigenous, gay man who was murdered on the first day of Pride month as well as Indigenous History Month. He died protecting his trans husband. Homophobia and racism aren’t marks of the past, and this is a heart breaking reminder of that.
Praying for a safe journey back to the spirit world, Uncle ❤️🩹🦅
Today is the anniversary of the death of Jonathan Joss (King of the Hill, Parks and Rec). Jonathan Joss was an Indigenous, gay man who died protecting his transgender husband, on the first day of Pride month. Today we remember him and how he protected his family.
Please, I just want to know what your migratory flight path is, I promise I’ll release you after I give you this bracelet that will insanely up your game with the ladies
saw your tags @did-sm1-say-catfish and yes, that link is broken! I looked into it, and it's because there are now multiple maps, including a map of India—
Under Virginia law, a month had to elapse before the death sentence could be carried out. Governor Wise resisted pressures to move up the execution date because, he said, he wanted everyone to see that Brown's rights had been thoroughly respected.
Brown made it clear repeatedly in his letters and conversations that these were the happiest days of his life. He would be publicly murdered, as he put it, but he was an old man and, he said, near death anyway. Brown was politically shrewd and realized his execution would strike a massive blow against Slave Power, a greater blow than he had made so far or had prospects of making otherwise. His death now had a purpose. In the meantime, the death sentence allowed him to publicize his anti-slavery views through the reporters constantly present in Charles Town, and through his voluminous correspondence.
Before his conviction, reporters were not allowed access to Brown, as the judge and Andrew Hunter feared that his statements, if quickly published, would exacerbate tensions, especially among the enslaved. This was much to Brown's frustration, as he stated that he wanted to make a full statement of his motives and intentions through the press.[54]: 212 Once he had been convicted, the restriction was lifted, and, glad for the publicity, he talked with reporters and anyone else who wanted to see him, except pro-slavery clergy.[46]
Brown received more letters than he ever had in his life. He wrote replies constantly, hundreds of eloquent letters, often published in newspapers,[133]: 43 and expressed regret that he could not answer every one of the hundreds more he received. His words exuded spirituality and conviction. Letters picked up by the Northern press won him more supporters in the North while infuriating many white people in the South.
Just a couple of the quotes about him that I like:
“His zeal in the cause of freedom was infinitely superior to mine. Mine was as the taper light, his was as the burning sun. Mine was bounded by time. His stretched away to the silent shores of eternity. I could speak for the slave. John Brown could fight for the slave. I could live for the slave. John Brown could die for the slave.”
-Frederick Douglass
"That new saint, than whom nothing purer or more brave was ever led by into conflict and death, — the new saint awaiting his martyrdom, and who, if he shall suffer, will make the gallows glorious like the cross."
[Image Description: initial tweet by Haymarket Books, at HaymarketBooks. It is dated May 9, Twenty twenty-three. It says "Abolitionist John Brown was born May 9, Eighteen hundred." Beneath the tweet is a grayscale portrait of John Brown, an elderly white man with a long, bushy beard. In reply, Edward Ongweso Jr, @ BigBlackJacobin, tweets "Happy birthday to this crazy ass white boy. One day we are gonna go back in time and give him power armor." End I.D.]
It is really important to me that all of you learn about Al Bean, astronaut on Apollo 12 and the fourth man to walk on the moon, who after 20 years in the US Navy and 18 years with NASA during which he spent 69 days in space and more than 10 hours doing EVAs on the moon , retired to become a painter.
He is my favorite astronaut for any number of reasons, but he’s also one of my favorite visual artists.
Like, look at this stuff????
It’s all so expressive and textured and colorful! He literally painted his own experience on the moon! And that's just really fucking cool to me!
Just look at this! This is one of my absolute favorite emotions of all time. Is Anyone Out There? is like the ultimate reaction image. Any time I have an existential crisis, this is how I picture myself.
And then there's this one:
The Fantasy
For all of the six Apollo missions to land on the moon, there was no spare time. Every second of their time on the surface was budgeted to perfection: sleeping, eating, putting on the suits, entering and exiting the LEM, rock collection, setting up longterm experiments to transmit data back to Earth, everything. These timetables usually got screwed over by something, but for the most part the astronauts stuck to them.
The crew of Apollo 12 (Pete Conrad, Al Bean, and Dick Gordon) had other plans. Conrad and Bean had snuck a small camera with a timer into the LEM to take a couple pictures together on the moon throughout the mission. They had hidden the key for the timer in one of the rock collection bags, with the idea being to grab the key soon after landing, take some fun photos here and there, and then sneak the camera back to Earth to develop them. They had practiced where they would hide the key and how to get it out from under the collected rocks back on Earth dozens of times.
But when they got to the moon, the key was nowhere to be found. Al Bean spent precious time digging through the collection bags before he called it off. The camera had been pushing their luck anyways, he couldn't afford to spend anymore time not on the mission objectives. Conrad and Bean continued the mission as per the NASA plan while Dick Gordon orbited overhead.
Fast forward to the very end of the mission. Bean and Conrad are doing last checks of the LEM before they enter for the last time and depart from the moon. As Bean is stowing one of the collection bags, the camera key falls out. The unofficially planned photo time has come and gone, and he tosses the key over his shoulder to rest forever on the surface of the moon.
This painting, The Fantasy, is that moment. There have never been three people on the moon at the same time, there was never an unofficial photo shoot on the moon, this picture could never have happened.
"The most experienced astronaut was designated commander, in charge of all aspects of the mission, including flying the lunar module. Prudent thinking suggested that the next-most-experienced crew member be assigned to take care of the command module, since it was our only way back home. Pete had flown two Gemini flights, the second with Dick as his crewmate. This left the least experienced - me - to accompany the commander on the lunar surface.
"I was the rookie. I had not flown at all; yet I got the prize assignment. But not once during the three years of training which preceded our mission did Dick say that it wasn't fair and that he wished he could walk on the moon, too. I do not have his unwavering discipline or strength of character.
"We often fantasized about Dick's joining us on the moon but we never found a way. In my paintings, though, I can have it my way. Now, at last, our best friend has come the last sixty miles." - Al Bean, about The Fantasy.
im just so happy i live in a time period where actual meaningful biological transition is possible. even if we lose rights or the ability to exist in public, nothing can turn back the clock on that, and just by having any sort of access to that our lives are made immensely better. millions of our sisters throughout history would never have dreamed of a day where they could have what HRT does for us.
please don't lose the plot of this. if you're a trans person on HRT you're a living miracle, the dream of hundreds of millions of your ancestors. your lives are all deeply meaningful no matter what anyone says.
Cursed be the one who announced to my father:
“It’s a boy!"...
...How could he twist the course of the stars so much?
How could he have erred so in his astrology?
A lying tongue, a fool’s mouth it had given him
For he foolishly transformed justice to poison
He altered the law and transposed the lines
Oh, but had the artisan who made me created me instead – a worthy woman...
...I would say "how lucky am I"
Father in heaven
who did miracles for our ancestors with fire and water...
...Who would then transform me from a man to woman?
Were I only to have merited this being so graced by goodness...
What shall I say?
why cry or be bitter?
If my father in heaven has decreed upon me
and has maimed me with an immutable deformity
then I do not wish to remove it.
the sorrow of the impossible is a human pain that nothing will cure
and for which no comfort can be found.
So, I will bear and suffer until I die and wither in the ground.
Since I have learned from our tradition
that we bless both, the good and the bitter
I will bless in a voice hushed and weak:
blessed are you [HaShem] who has not made me a woman.
what a beautiful time of year everyone is growing veegtables for me spacifically, one problem though you need to make fences shorter im sure its a mistake but i cant reach some of them
