ohh my god naan bread means bread bread? people are adopting a foreign word next to a general noun of their own language to specify they mean a distinct type that hails from that particular foreign country? no way man. do you have strong feelings on the word moist by any chance
The Burger still gets made, even if you go Vegan. If you don’t buy it, it just winds up in the trash. If you want to do something meaningful about waste, you need legislation: It must become a crime to waste food in those ways.
If you care about Animal Cruelty in Factory Farms, you need to get legislation passed. It must become a crime to mistreat animals in those ways, and when malfeasances occurs, the onus of responsibility for those crimes must fall upon wealthy shoulders. That, also, requires legislation. It requires regulations, and regulators.
The largest source of Microplastics is wear and tear on automobile tires. It doesn’t matter what brand of shampoo you buy. It doesn’t matter which company you support with your dollar. The issue of Public Transit is too large-scale to be handled at anything less than the municipal level.
It’s not enough to just not participate in society
If you want the world to Change, you must leverage the mechanisms of political power.
What always gets me about learning about settler colonialism is how once you learn about it you cannot unsee the violence to the land itself. My home state was previously nearly 100% wetlands, apart of the wider Ohio river valley whose biodiversity supported such large populations of hundreds of different species that many contemporary source from settlers describe it as like the garden of Eden.
The Indigenous people who farmed and hunted here (and still farm and hunt in what land they have been able to keep and reclaim) were able to grow miles of upon miles of crops with multiple harvests a year, encouraging this biodiversity by creating forest gardens with incredible amounts of food from staples like corn and squash to local fruits like pawpaws to European imports like apples alongside controlled burns which allowed fields and buffalo ranges to expand.
Nowadays my state is known almost exclusively for its fields of nothing but corn and soy beans. Driving through in between the comparatively small cities you'll see nothing but fields where the plethora of different trees and plants were chopped down mile by mile, the remaining wetlands drained and flattened, and the rich black soils robbed of their nutrients through decades upon decades of monocrop agriculture now preserved through the life blood of petrochemical fertilizers which destroy the surrounding environment.
This process was done mile by mile as the tens of thousands of Indigenous people were killed and displaced by settlers and the US army, the land measured and sold acre by acre to white settlers who raped the land as described, filling the pockets of wealthy land speculators (like George Washington and Thomas Jefferson) who bought the land directly from the government in schemes so corrupt historians have dedicated entire careers to mapping out their dramas.
It's like learning about commodity fetishism and suddenly seeing hundreds of strangers in the products that surround you. Once you learn how the land was destroyed for profit you'll never look at the miles of fields or the cracks in the concrete of buildings built on wetlands or the stench of now obsolete canals built solely for a once boat-dependent economy with no care for the environment the same.
Over twenty years ago my big brother got me a job at a Taco Bell in the St. Louis suburbs-West County. He warned me that it was the "gay Taco Bell", but since I was coming from the "gay Howard Johnson's" I wasn't shocked. It turns out it was the black trans women Taco Bell complete with black trans women in management. And they'd worked out an arrangement with the local teen Narcotics Anonymous group so that twice a week we would shut down the drive thru and the dining room and exclusively serve 60+ teens in various stages of recovery. And many of the women I worked with were in various stages of being out or transitioning and they were from all generations from teens to over 50. One woman I worked with had a regular corporate job presenting as a man 9-5 Mon-Fri and then came to Taco Bell and worked 6pm -2am Friday and Saturday night so she could be herself surrounded by other black transwomen in those stolen weekends. And we had customers come from all over the metro area because they knew they could be themselves in the dining room. I only worked there from 1999-2001 but for young me, this was a vital, formative experience. Some of the girls came from north city all the way out to the "gay Taco Bell" on Manchester in west county because they heard it was safe to work there. Like- I know times have changed but they haven't changed much in 20 years. I'm still convinced that for lgbt youth, finding a job at your city's version of the "gay Taco Bell" is key to survival.
titanic Wreckage perfec t size for put trillionaire in to n\ap! inside very Cool and Meme trillionaire look so sick put trillionaore in Titanic Wreckage. Put Trillionaore In Titanic Wreckage. no problems ever in titanicc wreckage because good Shape and Support for trillionaire ti visit in little snubmarine. Thetitanic Wreckage yes a place for a trillionaire put trillionaire in titanic wreckage can trust Mad Catz xbox controller for giveing good submarine control to trillionaire. friend titanic wreckage
was talking to an ex friend once about being disabled and was like “yeah, the government wants me dead” to which she responded “noooo dont say thatttt that’s not true :( “ and i just need people to fucking think critically before saying something they think will be comforting because what the fuck do you mean the government doesn’t want disabled people dead have you never fucking heard of EUGENICS
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.
maybe y'all didn't notice but fat people who don't hate ourselves sure did notice that people were obsessed with shitting on fat people in the late 90s and early 2000s (conservative political time) and now are again (fascist political time), coincidentally while the market for weight loss has become a 90 billion dollar industry due to glp1s.
you are not immune to propaganda. it makes some people a whole hell of a lot of money for you to hate fat people and fear becoming (or staying, I think like 70% or something of the US is fat) one of us.
a lot of the fearmongering over fatness comes from studies directly funded by the weight loss industry...i think people don't really realize or think about the fact that research can absolutely be influenced and skewed by its funding. there is also research that shows that an amount of the negative health outcomes for fat people come from anti-fat bias. if you go to the doctor with concerns and the doctor simply tells you to lose weight, your problem is neglected and you may not even bother going to the doctor with the next problem.
every fat person you know for the most part probably has a story like this, of medical neglect. many of the stories i've heard personally are when the complaint or the doctor wasn't related at all, like being told to lose weight at the ear nose and throat doctor or at the dentist. it's straight up just bias. it's such a thing that in the show Shrill it's portrayed, when Aidy Bryant goes to the gynecologist and her doctor suggests she get gastric bypass.
the studies on health and fatness are simply not that black and white and there is basically no research that shows that more than an incredibly tiny minority of people can lose weight and keep it off for more than like 2 years. bodies have set points that they gravitate towards, it's not a personal failure. this also is how the weight loss industry succeeds so well - repeat customers.
some of the harm associated with fatness is also due to weight cycling, which is very hard on your body and is even worse if you get off a GLP1, which according to a recent study causes weight to be regained at a rate that is 4x faster than without taking a GLP1.
you don't have to hate yourself. you don't have to hate other people for their body type either. it makes me so sad to see the thinspo tag going around again in 2026 a lot like it was back in the day.
A study spanning almost four decades and involving more than 100,000 adults in Denmark found that those with an 'overweight' body mass index
there's so much crazy shit once you go down the rabbit hole. for example, BMI was not invented by anyone with a medical background. it was never meant to measure individual health.
It was a huge milestone of scientific and technological advancement. (Plus, at the time, politically significant). Humanity went to space! We set foot on a celestial body that was not earth for the first time in human history! That’s a big deal! I’ve never thought about it before but now that I have, it’s ridiculous to me that that’s not part of our everyday lives and the public consciousness anymore. Why don’t we have a public holiday and a family barbecue about it. Why have I never seen the original broadcast of the moon landing? It should be all over the news every year!
It’s July 20th. That’s the day of the moon landing. Next year is going to be the 54th anniversary. I’m ordering astronaut shaped cookie cutters on Etsy and I’m going to have a goddamn potluck. You’re all invited.
PITCH: We call it Moon Day, and then every 7 years when it falls on a Monday, that's an even BIGGER deal and we call that Moon Day Monday and go absolutely apeshit about it (the next Moon Day Monday is in 2026 so we have a couple trial runs first)
ahhh so you're shown to be capable of recognising that people's trauma can make them act irrationally and unpleasantly! you recognised it in the white man! can you also recognise it in the brown woman? no? she's mean and bitchy and uncaring? i see
By the way, you can improve your executive function. You can literally build it like a muscle.
Yes, even if you're neurodivergent. I don't have ADHD, but it is allegedly a thing with ADHD as well. And I am autistic, and after a bunch of nerve damage (severe enough that I was basically housebound for 6 months), I had to completely rebuild my ability to get my brain to Do Things from what felt like nearly scratch.
This is specifically from ADDitude magazine, so written specifically for ADHD (and while focused in large part on kids, also definitely includes adults and adult activities):
Executive functioning skills range from working memory to cognitive flexibility to inhibitory control, and beyond. They power our daily func
Here's a link on this for autism (though as an editor wow did that title need an editor lol):
Practical Strategies for Enhancing Executive Functioning Difficulties in Adults With Autism - Living with Autism Spectrum Disorder (ASD) as
Resources on this aren't great because they're mainly aimed at neurotypical therapists or parents of neurdivergent children. There's worksheets you can do that help a lot too or thought work you can do to sort of build the neuro-infrastructure for tasks.
But a lot of the stuff is just like. fun. Pulling from both the first article and my own experience:
Play games or video games where you have to make a lot of decisions. Literally go make a ton of picrews or do online dress-up dolls if you like. It helped me.
Art, especially forms of art that require patience, planning ahead, or in contrast improvisation
Listening to longform storytelling without visuals, e.g. just listening regularly to audiobooks or narrative podcasts, etc.
Meditation
Martial arts
Sports in general
Board games like chess or Catan (I actually found a big list of what board games are good for building what executive functioning skills here)
Woodworking
Cooking
If you're bad at time management play games or video games with a bunch of timers
Things can be easier. You might always have a disability around this (I certainly always will), but it can be easier. You do not have to be this stuck forever.
areudirty
pixelskylines
discoholicmusic
baratheonpilled
