Hey random passer-by-ers. My name is Julie (she/her), I'll be your cruise director for this trip. Let me know if you need anything or have any questions! Avatar picrew by makówka
Not to go "if you have ADHD just go for a run" or anything, but I am so serious if you have ADHD you should regularly go outside, no headphones no phone no nothing and just stand and observe for a while until you've had enough. Not until you get bored, until you've had enough. Drink your coffee without watching tiktok. Have a bath without music. Turn down the volume in your headphones. I cannot overstate how much learning to be bored is cruicial with ADHD. Life is not just about pleasure, no matter what your dysregulated dopamine system thinks, and when you teach your brain to be okay with being bored, then boring tasks stop feeling like torture. By letting yourself be bored you are yoinking your system out of the high/low binary and allow for the highs to feel like actual highs and not just anything that isn't low. I am so serious go literally touch grass. Listen to the sounds in your flat. Stimulate your body the way it was designed. It lowers anxiety and makes you feel like you're real and best of all it's completely free
Here is a (non-exhaustive) list of free resources for different sign languages:
American Sign Language (ASL)
Australian Sign Language (Auslan)
Black American Sign Language (BASL)
British Sign Language (BSL)
Chinese Sign Language (CSL)
Emirati Sign Language (ESL)
French Sign Language (LSF)
Indian Sign Language (ISL)
International Sign Language (IS)
Irish Sign Language (ISL)
Japanese Sign Language (JSL)
Mexican Sign Language (LSM)
Plains Indian Sign Language (PISL)
Ukrainian Sign Language (USL)
Please feel free to add on if you know of others, be it more resource for one of the sign languages above, or resources for learning any of the other 300 plus sign languages.
one of the biggest tragedies of early 2010s tumblr is that the devil (bbc sherlock) took root as the face of johnlock when the guy ritchie films were RIGHT there
we gotta get back to torrent distribution, i just watched someone eat eight grand in bandwidth charges because they ran a direct-download piracy site with local file hosting through cloudflare. torrents were invented literally for this exact reason
i have a file or folder on my pc that i want to share with other people. let's call it gayshit.mp3
unfortunately gayshit.mp3 is 750mb and im not paying for discord nitro so i need another way to send it
i put it into qbittorrent and it makes a torrent file. this is essentially a very small file that points to gayshit.mp3 so other computers can find it. kinda like a treasure map
i send this tiny file to my friend, who loads it into qbittorrent. their computer takes a moment to find mine over the vast expanse of cyberspace and then (as long as my pc is running and the file is still where it should be), it gets copied from my hard drive to theirs
this is the cool part: if somebody else loads that tiny file, they can download it from both of us. if i'm offline but my friend is on, the third person can still get it. this also means that if two people have separate halves of the file, they can download the other half from each other. as long as some combination of people have the pieces between them, they can all have the whole thing.
crucially this does not require a server!!! you can just upload the file to a few people and as long as they keep it, it's still accessible. as long as somebody, somewhere is still connected, it's available forever. the only way it goes away is if everybody disconnects from it.
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.
a moment of silence for my roommate who has to endure me doing linguistics homework. out loud. making sounds with parts of my mouth and throat I didn’t even realise I could use to make sounds. repeatedly and with passion
that man has been trying to climb this tower since he was 16. he has asked multiple times, and every time they said no, but now he’s famous enough & variety was able to convince them to do a shoot on the tower. it all led here. it was all for this.
Scientists have developed a breakthrough “superfood” for honeybees by engineering yeast to produce the essential nutrients normally found in
TLDR- Modern agriculture pollen is low in nutrients, and there aren’t enough wildflowers. Science has to develop vitamins to supplement the diets of agricultural bees. So plant some wildflowers for the wild bees near you.
Aro and ace activism is housing reform, is well-funded public housing, is an expansion of affordable housing, is allowing single people to get affordable and public housing, is rent controls to make it possible for single people to be able to afford to live alone on a single salary.
Aro and ace activism is healthcare reform, so that no one needs to rely on a spouse for health insurance, so that healthcare is available to everybody regardless of income, so that no one’s lived experiences or basic dignity are dismissed or overridden by doctors
Aro and ace activism is well-funded and expansive public transit, so that you don’t need to have someone on hand to drive you places if you are incapacitated, so that you don’t have to pay for an ambulance if you need to get to the hospital quickly
Aro and ace activism is disability and elder care services, so that no one needs a spouse to care for them, so that no one needs children to care for them, so that marriage is not a bind for disabled people, so that people on disability who want to and can live alone can
Aro and ace activism is community-building, it’s public events, it’s free social activities, it’s mutual aid, it’s activities that bring community members together without socializing relying on just a romantic partner
Aro and ace activism is developing a culture of believing when people tell you who they are and what they want rather than assuming you know them better than they know themselves
Aro and ace activism means a better world for people without “normative” desires or “normative” social support, which means a better world for everybody
#isn't this just aro activism? like op is right but this is like. about relationships
Quick question do you think ace people don’t have a complicated relationship to relationships. Do you think ace people don’t have a significant incentive to not tie basic quality of life things to having a partner and children. Do you think ace people are respected by doctors or society.
'Bruce had his chandeliers reinforced so Dick could swing on them when he was first taken in' i see you and i raise you: they're not reinforced, they just happen to be quite strong.
issue is Dick fully thinks they're reinforced, which is why he was never afraid of breaking them while swinging as a kid, and as such he doesn't realise that it will be any different trying to swing on them as a fully grown, ripped to shit adult man. he decides to show the younger siblings how to have fun in the manor years later and Damian, Duke and Tim get front row seats to the sight of Dick launching himself off the banister, grabbing a chandelier with both hands, instantly snapping it out of the ceiling, and fracturing his spine in the fall.
Jason rocks up to the cave and spots the three standing silently in front of the medical bed Dick has been sedated on after the accident.
Talking to allo people who haven’t really interrogated how society has told them to view sex feels like that bit in SpongeBob where Patrick keeps failing to put his hand on the lid
Sex is just a thing. No it’s just an activity. It doesn’t have to be… no listen it’s just an activity. An activity. It’s just a thing. A thing. No it’s not the same for everyone it’s just an activity. No it’s a value neutral activity. An activity. An activity.
I’ve been experiencing this lately with people trying to argue with me about my views on sex work.
“You can’t compare sex work to other types of work because having sex you’re not enthusiastic about is really traumatizing”
I’m sure for a lot of people that’s true but for me sex and masturbation occupy a similar emotional space to brushing my teeth or doing the dishes and I certainly don’t feel traumatized about it and I know for a fact that I’m not the only person who feels this way.
Also I think that someone physically and violently forcing me to brush my teeth might end up being traumatizing.
Sex is so taboo and mythologized that people have forgotten the mechanics of it.
Yeah sex might be sacred and important to you. To me it’s a chore I’ve gotta do sometimes. Like cooking. I love cooking and put great importance on it and who I do it with. A lot of people just cook to live though.
Yeah if to you sex has a lot of emotions caught up in it I’m not gonna tell you that you’re wrong for feeling that way. That’s normal. It’s not a universal experience though. And if you can’t accept that, then too bad. Other people’s personal realities don’t exist to confirm your personal worldview.
MindGames0145 @mindgames0145 - Tumblr Blog | Tumgag
