sorry to be a broken record every month but christ menstruation is a stupid concept. oooooh excuse me for not getting pregnant, why the fuck is there goo falling out of me about it? grow the fuck up and reabsorb that shit for nutrients.
sam reich should get alton brown to cohost a gamechanger: cutthroat kitchen edition episode with him. this would solve nothing and make EVERYONE worse but it would be funny for ME personally
sexism in medicine kills people. racism in medicine kills people. fatphobia in medicine kills people. queerphobia in medicine kills people. classism in medicine kills people. ableism in medicine kills people.
do not downplay people’s fears about being mistreated because they are a part of a marginalised group. it is a matter of life and death and you should be angry about it.
- trinity let dennis drive to work once and never again ("you act like you're afraid of the other cars" "i am!" "oh my god.")
- they watch a lot of dumb reality tv -- dennis is partial to home renovation shows and trinity loves survivor. they are certified dating show haters, which is why they've seen every season of love is blind
- dennis isn't even making avocado toast. he steals them to put in salads. trinity thinks this should be a felony
- he trims her hair for her. she returns the favor by insisting he go to a real barbershop, because his mom shaved his head at home until he left, then he kept cutting it himself until she made him stop
- every time they get sunday off they make cinnamon rolls from scratch (once they wake up at noon)
- they are MASTERS of the "we'll talk later" stare. princess & perlah get in a fight in tagalog? robby makes a weird remark to mckay? patient comments about javadi checking out a new nurse? they have locked eyes. doesn't matter if they're three rooms away from each other. they are communicating telepathically
- their place has like. two tiny windows. it's a dark little cave and dennis tries to grow herbs on the windowsills anyway. trinity thinks it's stupid until he starts making homemade pasta sauce with his tiny basil harvests. she keeps telling him it's dumb but sometimes comes home with new planters. she likes how gently he handles the roots when he pulls them up to repot.
- trinity can't make it through a movie longer than 90 minutes without falling asleep on dennis's shoulder, but he lets her because she deserves the rest and the warmth. he'd never tell her that out loud because he doesn't want her to stop.
dead wife montage but it's a henchman reminiscing about da boss after he got put six feet under. picking flowers before hiding the bodies, wiping cocaine from your nose after a big night, that long drive down the beach to find the bookie who squealed. where did the days go
Strange racists and homophobes on the internet seem to have access to an alternate way cooler version of TV than me. "every white character on TV is in an interracial relationship" "every show has a gay couple in it" "main characters keep having to secretly be bisexual and nonbinary" "every show has gratuitous full frontal nudity" like damn promise?? What channel???
imo the term "walkable" in "walkable cities" should be understood to mean "wheelchair accessible" as well, not just literally "possible to walk in". the act of walking in a city doesn't automatically make it walkable
we all know adult humans dont get enough enrichment but the other day i was walkin home past an empty playground and impulsively ran over to spin myself on this zipline merry-go-round contraption for a few minutes and it really did feel like it unlocked some neglected part of my brain. like damn we really should all go outside and play more. fuck. they werent kidding with this play time thing. have you guys heard about play time. it could be huge.
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.
I actually do think we should discourage women from becoming housewives. Do not become financially dependent on a man. That's how a lot of women ended up dead over the years. A man gets violent suddenly and you have to choose between homelessness or potentially dying at his hand because you have an enormous gap in your resume and no degrees or certifications or anything that will help you pursue a career that will allow you to be financially independent. He owns your bank account. His name is probably the one on the car. Try and leave and he can report it stolen. Where will you go then?
And if you do become a housewife, take steps to protect yourself. Make sure you’re legally married, for starters; stay-at-home girlfriends have very little legal recourse to claim their partner’s assets in a breakup. Make sure your name is on the house deed/rental agreement, and have your car in your name, even if your spouse is paying for it. Have your spouse transfer money every month into an account solely in your name, so you can buy yourself things without needing permission, but also so you can save up to leave if needed.
If your spouse fights you on any of this, then don’t quit your job. The tradwife to poverty pipeline is real, and so is financial abuse.
also, many women/people experience controlling behaviour and domestic violence from their partner for the first time during pregnancy. don’t risk thinking “he’s just stressed, it’ll get better when the baby comes” because it won’t. neither you and your child will ever be safe with that man. get out as early and safely as you can
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