They/he/it/star/clown/bugs/clutter/fae
I will accept donation asks to further spread fundraisers but I cannot donate.
MINOR!!! Will not interact with : bigots, creeps who like kids, pro shipper, NSFW blogs, nazis, transphobes, ableists, zoophiles, thinspo.
Please, we urgently need €850 for emergency surgery for my nephew. His health has deteriorated significantly; he is now in a coma and unconscious, suffering greatly. Time is running out, and every moment is crucial for him.
My nephew is his parents' only child. He lost his father in this genocide in the Gaza Strip and suffered multiple traumas during this war. He has already had one operation and now needs another. Please don't leave him alone. Donate towards his operation. I don't want to lose him like I lost my mother and brother. Please donate, donate!
Guys, my main account has been blocked to silence me. We still need 600 euros now. Please, please, we haven't been able to get my nephew's surgery because we still need 600 euros. Please, please, my nephew is very tired and in a lot of pain. The surgery was supposed to happen yesterday, but it was postponed until today. Please, please donate, donate! 😭😭💔
Please help my friend Abdulrahman, this is the third blog he's had in a month, and for the "crime" of being Palestinian and asking for help for his family. Please, donate so his nephew can have a chance at life!
There are almost 8 hours left and we still need 570 euros. Please save us! Don't let us down! Don't let my nephew miss his appointment! Donate! Donate! Prove to me that the world is with me and by my side! Please, I don't want to lose my nephew! Donate! Donate! 😭💔
Oh my God, oh my God, only 6 hours and I can't sleep, I can't because I'm so worried. We still need 550 euros. Please save us so we can get my nephew the operation. Please save us, donate, donate! 😭💔
It's easy to ignore an online post, but it's impossible for a family to ignore their child's cries of pain. We hope our post finds someone with a kind heart; my nephew urgently needs surgery, and we still need 500 euros 💔
im sure someone already made a post about it but i came across a ublock origin add-on that blacklists around 950 AI websites and disables AI overview ☝️ so u can be free from seeing AI in your search
Your irregular reminder that you should have ublock origin installed for a significantly better internet experience. advertisers have tried to make it as shitty as possible; fight back! Give yourself an online experience worth enjoying!
Why is it that every time I google something like "Are olives poisonous to cats" the top results are always like "Fun fact: Cats are carnivores! This means that they eat meat. There is no reason to include olives in a cat's diet. You should feed your cat cat food, which is dry or wet food especially designed for cats. You can purchase this at a store." like is there a single person alive on the planet who's googled "Are blueberry muffins safe for cats" because they're planning on switching their cat to a muffin-only diet??? No, I'm asking because the little bastard somehow popped open the packet while I was putting away the groceries and dragged one under the couch before I could react and now I need to know if I should call the after-hours vet. "Cats should not eat spaghetti." NO SHIT, SHERLOCK!!!! "Try to keep human food away from cats." i live in a studio apartment with a completely silent and permanently hungry apex predator who has the intelligence of a toddler and the desperate Machiavellian cunning of a creature who spent his formative months on the streets. He can already open doors and he is this 👌 close to learning how to open the microwave. He is stronger than me and covered in knives. So im gonna do my best but for the moment i just need you to tell me whether this yoghurt is going to kill my son y/n
I've been using the pet poison hotline's poison list cause it has a search function. It also tells you whether something is mildly, moderately, or severely toxic which can be very handy! It doesn't contain like everything but it might be a good place to start, it also includes plants for fellow houseplant lovers <3
Explore Pet Poison Helpline®s vast knowledge on poisons by reviewing our pet poison list. Explore our top 10 poison and holiday poison lists
For plants specifically, there’s also a wildly detailed set of posts and listings about toxicity on the old, wonderful, Plants Are the Strangest People blog
For two years, war interrupted my education and future plans.
Despite everything, I completed my Bachelor's degree in Computer Systems Engineering and continued supporting students through educational initiatives in Gaza.
Today, I am taking the first step toward my Master's degree.
🎯 Goal: $300
⏳ Deadline: 6 Days
This amount will help cover university application fees and the first steps toward graduate studies.
Missing these deadlines could mean postponing my dream for another year.
Fundraiser || PayPal || Vetting 1 || Vetting 2
If you cannot donate, please share this post.
Every dollar brings me closer to continuing my education and helping others through it.
Hello everyone. I have been recently getting groomed, s*xually abused, cyberstalked, and faced constant harassment by a particular person who is known to be a multifandom editor aka RAYRAY (crowleys.shades). Me and two of my friends have cut contact from her but have received messages either from her alt accounts or her enablers that are trying to get back in contact. They have also sent threatening messages through strawpage that contained evidence of harassment, doxxing, and bullying. We have written a document composed of all the things that Ray has done to us while we knew her and the stalking that she pursued for the past 4 months. Please read and share the link of the document below and help spread it around for everyone to be aware and cautious.
Remember, do not harass or attack anyone that has been mentioned in the document below. Especially for legal purposes, we want everyone to be safe and protected. Big reminder that the document contains a lot of sensitive topics that might be difficult to read so please read with caution. Thank you.
DOCUMENT HERE:
[Screenshot taken on May 16 , 2026 at 6:42 PM(EST)] THIS DOCUMENT IS A CALLOUT ON : RAYRAY cw: this document will contain mentions of ped
im sure someone already made a post about it but i came across a ublock origin add-on that blacklists around 950 AI websites and disables AI overview ☝️ so u can be free from seeing AI in your search
Your irregular reminder that you should have ublock origin installed for a significantly better internet experience. advertisers have tried to make it as shitty as possible; fight back! Give yourself an online experience worth enjoying!
A mother’s worst nightmare is watching her children wither away from severe malnutrition and extreme hunger. Inside our fragile tent, my children, Qamar and Omar—including my 3-month-old baby—struggle with agonizing skin rashes and harsh hunger every single day. Since my husband suffered a head injury, I have become the sole provider, but my hands are completely tied. We have no backup plan and no other escape; this campaign is our last hope for survival. Any dollar can secure milk, bread, vegetables, and the vital medical treatment for my little ones' skin.
My name is Samar. I write from a fragile tent in Gaza, a mother who loves her two little children with all her heart. My husband is severely
Hey all— my sweet friend Iris (who you may know as @punishedyke) recently lost her home. Things are just really precarious for her right now, and it would be good for her to have an emergency fund and money to afford a few small comforts. If you have anything to spare please send it her way.
UPDATE: her Venmo got flagged (🙃) but her ko-fi works!!!
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 was chatting with a coworker about this whole saga today and someone nearby popped into the convo to be like “you know, you can use chatgpt to write a demand letter!” and i sort of blinked and went, “okay. i did it myself, though.” and she was like, “yeah but it can tell you what laws and stuff are relevant” and i was like, “i also did research myself.” and she was very well-meaning but she said “chatgpt” like six more times before she left and it was genuinely baffling to me, this insistence on it.
and in the one hand, did i enjoy spending hours researching housing regulations in my state? not especially. drafting this email was stressful. but on the other hand, did i learn a lot by doing that research? yeah, i did. i’m more prepared for my current and future leases. i used some of that info to make decisions about a new renter’s insurance policy. i already told three different people about things i learned that are relevant to their leases that they didn’t know yet. (pro tip: see if you’re supposed to be getting annual interest payments on your security deposit! also look up what specific appliances your landlords must legally provide as of 2026.) i also got to reconnect with my cousin for a bit because her job gave her specific insight on part of the situation, and i’d much rather do that than have a chatbot make shit up for me.
also, i drafted that email with the power of friendship (friends angry on our behalf) and spite (from landlords telling me not to do my research). chatgpt could never.
Please never use generative AI tools for any kind of legal dispute. It does not know what laws or court cases are. It will make up something that sounds favorable to you, and you will get crushed. There are free resources out there to learn this stuff. And sometimes attorneys will offer free consultations or volunteer at a free legal clinic. OP didn't just do it themselves to do extra work or some shit. This is really the only viable way to do things short of hiring a professional to do it for you.
ChatGPT is not easier or faster in matters like this. It is a shot to the foot.
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