complimented a cashier on her turtle pin this morning and she said "oh thanks, I am a little bit of a Turtle Person" with the carefully contained energy of Cookie Monster telling you he's mildly fond of chocolate chips
I hope she and the multiple tons of turtle merch she definitely has at home are having a wonderful day
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i'd make a joke about "let the HUSBAND giggle under the covers and tell HIS WIFE to put that camera away before dying before HIS WIFE'S story starts" but lets be real he'd still get more fanart
The best thing about tumblr is you can just make a criticism of a very specific person completely unprompted and then that person will appear as if summoned in your notes to prove your point for you.
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 would actually go as far as to say that MOST abuse is unintentional. I think most people will go through their lives without ever experiencing intentional abuse. People are abusive because they're selfish, because they're stressed, because they care more about what society thinks they should do than the impacts of their actions on their children and partners, because they think what they're doing is correct, because they've made it make sense in their own heads, because they think they can fix their victims, they think they can fix their relationships, they think they can stop you from leaving, they think they can make you a better partner to them, they think that means you need to do what they want. We've sort of constructed mental illness in a way that doing this shit to other people counts as a form of mental illness because it is anti social behavior in the literal sense— it is behavior that causes social harm.
I don't say any of this to excuse it. I think everyone needs to be more aware of this because if you think abuse has to be intentional you will never realize you are capable of abusive behavior. You will never realize you are being shitty to the people you love, because YOU know what you mean, YOU know you don't mean any harm. But you're doing harm. You need to pay attention to the impact you have on other people, and you need to do it all the time, Especially when you feel least capable of doing so. Sorry! You live in a society. Get your head out of your ass.
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Also, this graphic is an effective tool for helping keep kids safe online *without* resorting to installing a total surveillance state
Turns out, you can just. like. *talk* to kids about internet safety, teach them best practices, and foster your relationship as a safe adult they can come to if anything weird starts to go down for them online/if they have questions
Yes, but the type of people who want to do the surveillance state don't want to talk to their kids. They actually, I think, don't like children very much. Certainly they don't think of them as people. It's more about "adults are doing things I don't approve of, and I want more ways to stop them".
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
The older I get and the worse my heat tolerance gets, the more I realize nothing is truly accessibly walkable in severe heat/cold/weather. Regular, fast public transit with sheltered seating and maybe even someday climate control, has to be a thing.
my dudes (gn). i hate to be this person but those were the same people who wrote for the previous games as well. especially for inquisition.
minus dgaider, ig. which is a good thing, actually.
i think it's time to pack it the fuck up with this stupidity...
I am about going to gripe about something that's been really annoying me lately.
First let me start with a disclaimer that I am speaking generally here. Of course both the U.S. and Europe are both massive and diverse places containing hundreds of millions of people, and a lot of regional differences. Neither the U.S. or Europe are a monolith (although a lot of people on the internet speak of both places as a monolith, which I wish people would stop doing, since neither are).
I could be wrong about this, since I don't live in the U.S., and haven't visited everywhere in Europe. But between where I have visited in the U.S., and where I have visited / lived in Europe, and from what I know from my friends in the U.S. and friends in other European countries, I get the feeling that overall the U.S. has stricter disability access laws than a lot of places in Europe do, especially in regard to building codes.
Of course there are exceptions, I know New York city is abhorrently hostile in its design towards anyone elderly and/or disabled. Although when I visited New York city it really just felt on par with a lot of major European cities with how abhorrently inaccessible it was.
One example of this is that recently I saw a Reddit discussion where a USAmerican vacationing in France was surprised at how many staircases didn't have handrails, because according to this man handrails are required by law in the U.S.
The comments were all Europeans having an absolute field day with this. Pretty much all of the comments were some variation of "I can't believe Americans are too stupid and lazy to use the stairs without a handrail 🤣🤣🤣 what's wrong with you fat lazy stupid Americans that you can't even use stairs without a handrail 🤣🤣🤣 thank GOD I was born in Europe where I was just taught how to walk up and down the stairs on my own and don't need a handrail like a lazy fat stupid American 🤣🤣🤣"
A few people tried to gently point out that this was about accessibility for elderly and disabled people, and it's not cool to laugh at building codes that are about accessibility, but those commenters were usually shut down with some variation of "yeah well in MY European country if someone is disabled or becomes elderly we either move to a more accessible building or we modify our home to be more accessible, we don't sit around whining like a bunch of Americans that our building isn't already accessible 🙄"
Which is, such a cruel way to talk about accessibility. Why wouldn't disabled and elderly people deserve the same access to a building as anyone else? Are elderly and disabled people not allowed to visit friends and family? Anyone could get hit by a car today, and after that struggle with going up and down stairs without the use of a handrail for the next several months, years, possibly the rest of your life. It's so easy to feel smug when you can easily trot up and down the stairs without a handrail, but so cruel to be unwilling to consider anyone who struggles with stairs should maybe be allowed access to the same places as you.
Honestly when I go on vacation abroad with my elderly + disabled mother, it's often easier to go to the U.S. with her than other places in Europe, because the U.S. does tend to be more accessible (in my experience, and except for New York city ofc) making going around to different public places with my mom generally a lot easier than somewhere like France or the Netherlands.
Out of all the things you could clown on the U.S. about, why you gotta go for accessibility of all things? It's disgustingly ableist and ageist, and I have to wonder if these people actually just hate disabled people / accessible design, and are using the U.S. as an excuse to hate on disabled people and accessible design.
I’m a Canadian. Our disability access is probably better than much of Europe (although I haven’t visited a lot of different European countries). But it’s definitely worse than the USA.
The USA has something called the Americans With Disabilites Act (ADA), and apparently it works fairly well. An American in my WhatsApp group went to a figure skating championship in Toronto a while back and was stunned that the arena didn’t have wheelchair access for spectators. Because an American arena would have.
Not everything about the USA is awful. Not everything about Canada and Europe is great.
Also, I live in Vancouver. We didn’t have a subway system until 1986, that’s when the Skytrain was finally built. Several of the Skytrain stations were originally built with no elevators. People with wheelchairs were expected to enter or exit the system at a different station that did have wheelchair access. In 1986.
The system wasn’t built in 1896 or 1926, when wheelchairs were a newfangled idea. It was built in 1986. British Columbian Rick Hansen’s Man In Motion world wheelchair tour started in 1985 (in Vancouver).
Or well, the Skytrain was opened in 1986. Let’s say the plans for it were finalized by 1983, since it would’ve taken a few years to build. In 1983, there was already a substantial disability rights movement in Canada, but several Skytrain stations didn’t have elevators anyway, presumably because it was cheaper.
Naturally, it eventually became politically unacceptable to make wheelchair users (and people with strollers, and people with canes or walkers, and people with suitcases) skip a station because they hadn’t bothered to put an elevator in that station.
So those stations had to be retrofitted at vast expense to make them wheelchair-accessible. It probably would’ve been cheaper to just build them accessible from the start, in retrospect. But we didn’t have a Made In Canada version of the ADA, so it didn’t happen.
Also, wheelchair accessibility does not only help wheelchair users. It also helps people with babies or toddlers in strollers, people using walkers, crutches, or canes, travellers with heavy suitcases, elderly people, etc, etc. I take the Skytrain several days a week, and I see all those people taking the elevator instead of the stairs or escalators.
Also, bluntly, clowning on the USA for having comparatively good disability rights is spitting in the face of all of the disabled activists who made that happen. The USA didn’t just wake up with the ADA one day, and we sure as fuck didn’t just up and decide to enact it become so many of our non-disabled citizens were lazy and fat.
The fight for the ADA was long, and bitter, and every single line of it is thanks to decades tireless activism work. Evangelical religious groups widely opposed the ADA because they believed that disability (and especially particularly disabling conditions, such as being HIV+) was God’s will, and wanted disabled people to be reliant on (religious) charity. Most large corporations and business interest groups opposed the ADA, because complying with accessibility requirements might hurt their bottom line. The US Chamber of Commerce came out swinging against it. The National Federation of Independent Business called it "a disaster for small business" and fear-mongered about it shutting down mom & pop shops and throwing hard-working American out of work. Greyhound Bus Lines literally testified before Congress that they were ~so concerned~ about the costs of requiring disability accommodations that they believed that passing the ADA would be tantamount to denying all rural people access to any buses, because apparently having to install a few fold-out ramps and fold-up seats would instantly bankrupt every extant bus company.
The bill was trapped in limbo for months. It looked hopeless. A lot of people thought it couldn’t happen – that the lobbies against disability rights and the disabled were simply too strong.
And in response, hundreds of disabled protesters showed up in Washington, DC and crawled up the steps of the Capitol.
Meet the protesters who crawled their way into history—and changed how all Americans live.
How dare anyone call the USA “lazy” for our disability rights laws. We had second graders with cerebral palsy drag themselves up 100 stone steps in order to win those rights. Get the word out “lazy” out of your fucking mouthes.
Most of the pictures I have seen of the Capitol Crawl Protest are in black and white, which is bizarre because it happened in 1990. Here's a couple pics in full colour.
And let's not forget the 504 Sit-in! Prior to the ADA, the most important piece of legislature for disability access was the Rehabilitation Act of 1973. Except Nixon had been crossing his fingers when he signed it--nobody in government actually wanted to enact it, especially section 504, which stated that no disabled person should be excluded from any program or service which receives federal funds. IOW, if you get any money from the federal government in any form--and a shitton of organizations and institutions do!--disabled people should be able to use your services.
But whether or not that is true depends on whether the federal government is willing to actually enforce it, and they weren't.
And so a group of disability advocates led by Judy Heumann and others occupied a government building in San Francisco for 26 days, and managed to put enough pressure on the Federal government to get Section 504 officially in place. (They were assisted by the Black Panther Party and others.)
If you want a great documentary on the disability movement in the US, go watch Crip Camp.
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I love how Zohran Mamdani is wearing a suit everywhere. And if he has anything else he puts it ON TOP of the suit. A basketball jersey. A high-vis vest. All worn over the suit. He’s like the mayor character in a cartoon who’s always dressed as The Mayor. If I didn’t know who he was and he biked past me in NYC I’d be like holy shit was that the mayor
Not to bring the serious to a very fun post, but this reaction is exactly what Mamdani is working for with his image, because in a very real way the most effective way for him to be The Mayor is if he looks like The Mayor.
This is a man who is VIOLENTLY aware that when it comes to conservatives, he is a Muslim first, a Brown Man second, an Immigrant third, a Socialist fourth, and a human a very distant fifth, if considered at all. He was also a young adult during the Obama Years and will have seen Republicans rip Obama to shreds for wearing a tan suit instead of a dark one and use literally ANY excuse they could to try and degrade his image.
Despite the fact that a mayor who wears a T-shirt and jeans might "seem more approachable" in the eyes of the average American, Zohran Mamdani knows that someone with his profile fundamentally cannot get away with that the way his White colleagues can. He has instead put in the effort to look professional and BE approachable, because not only does it make it easier for him to reach and represent his constituents, it forces everyone, including both his opponents and establishment Democrats, to engage with the work he is doing instead of judging his image. The fact that he is always seen in a suit and is recognisably The Mayor is, while also something he has fun with, a deliberate choice to ensure he is as inarguably A Professional Politician To Be Taken Seriously. The added humour of e.g. the hi-vis is a bonus, only achievable because he works so hard to Look Like The Mayor.
i’m sick and tired of people pretending that burger isn’t delicious just to clown on americans. america deserves the ridicule, but why’s burger catching strays? burger did nothing wrong
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like idk i think at this point im just gonna have to start blocking anyone who's into taylor swift. sorry but if you can't drop her even after she invites ICE agents to her fucking wedding i just don't really think i want you near me. why are you throwing all of your supposed values away for a mid at best pop singer?
Steven J. Demetriou, guest 92 of 93 as photographed by Backgrid
He is the executive chair of Amentum, a company that provides engineering and technology to the USA’s army and nuclear programs. They operate the most test and training ranges of any contractor if their site is to be believed.
It appears they run the East Montana concentration camp, the largest in the USA. While much of the abuse, including sexual and physical abuse, occurred under the camp’s previous contractor, Acquisition Logistics, the ACLU has confirmed Amentum was WORKING AS SUBCONTRACTORS at the East Montana camp during this time. Amentum's current role as sole contractor from March onwards proves no less deadly, with 2 overdoses with the intent to commit suicide from inhumane conditions. Representative Escobar confirmed nothing has changed since Amentum’s takeover. Lawyers representing prisoners report being unable to reach their clients.
The following conditions are BY DESIGN, as "Guards tell people detained at Camp East Montana who complain
about conditions that if they do not like the conditions, they should self-deport." Civil Detention Centers are not supposed to be punitive. This is only a civil detention center on paper. It is a concentration camp.
The ACLU lists: I already linked this but I'm doing it again bc if you read one source, it should be this one.
Medical neglect, including for people with pregnancies, diabetes, cancer, and HIV.
Severe beatings. One man was beaten to death for requesting his asthma medication.
solitary confinement
unclean water
Tuberculosis and Measles outbreaks
Limited to no sunlight
no or limited hygiene products
rotten food, not enough food, no special diets for medical conditions
SEXUAL ASSAULT
No ventilation in a DESERT leading to lung damage
Not enough toilets, overflow often, whole tent smells of urine and feces
No privacy to use said toilet
Threats and beatings for those that refuse to sign deportation papers, sometimes to places they are NOT FROM
No activities, punished for attempting to make art from recycled items like cracker boxes, can only practice own religion at guards' discretion
no dental care. This is likely universal across US concentration camps. Note Emmanuel Damas, the Haitian immigrant that died from a dental infection due to lack of care
Unable to receive legal representation if not already represented
LOCATED ON FORMER JAPANESE DETENTION CAMP BECAUSE TIME IS A FUCKING CIRCLE
Taylor Swift's guest is directly responsible for these. This is the LARGEST CONCENTRATION CAMP IN THE US, made to hold 5000 people. He's not just any ICE contractor he is the biggest and baddest. At least this will get people talking about just HOW bad this camp is.
Note this camp is in the Chihuahua Desert: This heat wave? Try it in a windowless fucking 108 by 36 ft tent with 72 other people with no soap.
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