Happy pride month specifically to folks on the asexual and aromantic spectrum who oftentimes feel isolated and left out of the conversation. You belong here as much as the rest of us and I hope that you are all loved in a way that is comforting to you.
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Quick PSA cause I keep seeing it in fics and it trips my brain every time: Prosthetic is an adjective. The noun for what Jack Abbot has attached to his leg instead of his foot is a prosthesis.
Saying ‘he removed his prosthetic and laid down’ is the same as saying ‘he removed his red and laid down’. See how it’s missing a word? You either say prosthetic leg or you say prosthesis on its own 👍🏻
Your Deaf character does not have to lose their hearing in a horrificly traumatic way, like a car accident, explosion, etc.
Most Deaf people have lost their hearing due to genetic factors, infections, ear infections, medications, medication overdoses, head injuries, and birth complications. A lot of this happened early on in life.
Having your Deaf character be fluent in ASL for the sake of being fluent yet having no exposure to the Deaf community and no one to sign with or who taught them doesn't make sense.
Keep in mind that a Deaf person who lost their hearing later vs lost their hearing young will have differerent life experiences; Deaf experience varies greatly.
Finally, just because your Deaf character is Deaf, it doesn't mean their life is miserable, pointless, unfullfilling, depressing, and only traumatic.
Deaf people have a rich history, culture, language. Many Deaf people don't consider themselves disabled and often consider it a language barrier (though this varies from person to person).
When you write a Deaf character, please do research and not just make their life what you think the Deaf experience is. Don't make a Deaf character's life just miserable because you like writing traumatized characters.
MINOR EDIT: ASL is also NOT a universal language. Sign language is different around the world and it defuses differently than English (since sign isn't visual English). For my post, I said ASL since I'm not knowledgeable about Deaf culture or sign language in other countries!
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What if the children go to schools unafraid of tear gas and bullets?
What if the birds come back, and the bees are healed, and every species moves from endangered, to threatened, to thriving?
What if the rainforest ADVANCES?
What if every parking lot had solar panels? What if every structure had solar panels? What if we built climbing gyms and terraced gardens in the skeletons of old coal power plants?
What if you baked your neighbor bread, and they shared their home-grown blackberries?
What if every person who needed a home, had one? What if every person who needed healing was healed?
What if every body was treasured for what it was, not what it should be?
What if every trans child's parents attended their graduation, their wedding, their new-name-day?
What if every warehouse became a closed-circle repair station? Goods flowing out, and back, and out again? What if landfills started to SHRINK?
What if the water and air were clean? What if there was enough public transit that the cars dwindled, leaving the streets safe for kids on bikes, evening deer, midnight cats and foxes?
The condors are back. The whales are saved. The sea turtles are no longer endangered. The cranes are back. The bees are recovering. The air in LA and Tokyo and London is clean again. The aquifers in the LA Basin are refilling.
Children are kinder than previous generations. Parents are stopping the abuse cycle. Being trans and queer is more acceptable than ever on a ground level.
It's hard to see if you're young, if you don't know how to step back from social media and the news. But remember--bad news sells, and the algorithm knows despair keeps you scrolling. It's a skewed lens.
We are fighting and we are winning against this adminstration's bullying. We are coming together against the bullies and they are running away scared because they don't understand that we will do that.
People are working hard every day to find ways to make sure fewer animals get hit by cars and planes and rockets.
Maker spaces are more common than ever. Solar and wind are more common than ever. Coal plants are shutting down every day.
Unprecedented numbers of acres are being bought back or given back to their rightful stewards, and the world heals because of it. People are working hard every day to learn how to help a forest recover faster.
We are not at zero. We are at decades of effort to heal the world. We've come SO far.
In 1982 there were only 22 California Condors left in the world. In 1992, when the U.S. Fish and Wildlife Service (USFWS), with its public and private partners, began reintroducing captive-bred condors to the wild. In 2001 the first wild nesting occurred in Grand Canyon National Park since re-introduction. In 2002 there were only 8 pairs of wild nesting birds population-wide. In 2008, for the first time since the program began, more California condors were flying free in the wild than in captivity. Today there are nearly 500 – more than half of them flying free in Arizona, Utah, California, and Baja Mexico.
When I was born, there were no condors in the wild. I'm 37 now, and there are over 250 condors flying free.
When my mom was born in 1955, there were days when she wasn't allowed to go outside to play, because of the air pollution. When I was born, that never happened anymore.
When I was born, humpback whales were critically endangered, and people thought they were going to go extinct. Today, they've recovered to exceed their recorded numbers. Other whales too!
We fixed it.
We CAN fix it and we ARE fixing it and we DID fix it.
Since 1990 extreme poverty has decreased worldwide by over HALF.
This is not the narrative media sells us. We have access to more information about suffering now than we used to, but things are getting BETTER overall. Yeah some people are trying to undo this, but we have made SO MUCH PROGRESS. Don't give up.
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 just went looking for the post on X and got a message that it didn't exist
I searched for Guri Singh and got search results showing his account existed, but when I clicked on it I got a message his account did not exist
Does anyone know if he made his account private or if he got nuked by Elon? Or do I just suck at X (because I never go there)?
med people are so annoying "This family's 8 year old child who was about to go through a major surgery and kept crying that she was hungry so they pitied her and gave her food, she then had a heart attack in the surgery. They're so stupid 😒" girl they didn't know that could happen or why it happens. it takes so little time to explain to them that will happen instead of telling them "no food" with no explanation 10 times
"Before surgery, your body’s reflexes that protect your airway are relaxed by anesthesia. If there’s food or liquid in your stomach, it will near certainly come back up and go into your lungs, which can cause choking, a severe lung / heart infection or even a heart attack. That’s called aspiration, and it is life-threatening. It's hard, but it's only a single day to prevent near certain death. Not eating or drinking beforehand massively lowers the risk and helps prevent these life threatening situations under anesthesia." <- TIP: patients have brains which allows them to receive information just like you
I have four kids. I’ve had one or another of them need some kind of surgical procedure that requires anesthesia four or five times over the past 15 years.
This Tumblr post is the first time someone has explained to me *why* I couldn’t feed them before those instances.
I’m not stupid. I understood that just fine. Hell, my kids would have understood that just fine. But no one bothered to tell us.
i did know this before having kids (i have six). we have a kid that's needed multiple procedures requiring anesthesia. and every single time, i am asked multiple times if i'm sure he was not given any food or water after a certain point.
every single time i have had to say, "i understand that if he had food or water, he could aspirate it into his lungs under anesthesia. i am not lying to you." THEN someone would make a little note and i would stop being repeatedly asked.
not a single time was that risk explained to me. the only reason it came up was because i already knew. i still don't understand why it isn't standard pre-op counseling or pre-op check information, when me as a parent acknowledging the actual risk also put THE MEDICAL STAFF at ease because i conveyed that i had informed understanding as reason to not lie about giving my kid food.
"maybe some people will get nervous and refuse surgery" okay so they need more counseling about risks and anxiety, not less information in a way that actually does endanger their child or themselves!
I saw this when running newpipe. But wait, it gets deeper. I clicked on the details buttons and it said as of today, we have 83 days left until Google rolls out this new requirement for apps inside and outside of the google play store. If any developer disagrees with their new terms and fees, they will be blocked!
I'll share some of the info below:
Looks like they're trying to nuke the remaining privacy and freedoms we have left on the internet.
What to do?
-Get your developer friends to not comply to their new guides
- Sign the open letter on the site and take action by checking out the full resources list on their website as well!
To summarize, this is all daunting especially when you feel all alone with unfair and inhumane regulations comming out faster than improvements but we got this working together!
Share the link with your friends, family and anyone who will listen!
Your phone is about to stop being yours. In September 2026, Google will block every Android app whose developer hasn't registered with them.
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Tumblr Staff, after making a half hearted apology for mass banning trans women, has just today mass banned trans women a second time
I don't have exact numbers yet, but at least twenty users were terminated at the same exact time, recieving an "internally generated report" refusing to declare reason for the ban. I quote, "Upon review of your account we have determined that it does not align with our terms of service". No reason given, this was clearly a deliberate action by staff as they themselves claim
Tumblr staff is currently mass banning trans women again. Make them know this is unnaceptable
Male socialization is such an evil rhetoric. Yeah I guess not transitioning at the age of 5 is my fault and I'm evil for it. Yeah I guess not having the childhood I wish I did means I'm a danger and I should perpetually apologize for it
"The fact that socialization is a specious argument became obvious to me during an exchange I had with a trans-woman-exclusionist who insisted that my being raised male was the sole reason in her mind for me to be disqualified from entering women-only spaces. So I asked her if she was open to allowing trans women who are anatomically male but who have been socialized female — something that’s not all that uncommon for MTF children these days. She admitted to having concerns about their attending. Then, I asked how she would feel about a person who was born female yet raised male against her will, and who, after a lifetime of pretending to be male in order to survive, finally reclaimed her female identity upon reaching adulthood. After being confronted with this scenario, the woman conceded that she would be inclined to let this person enter women-only space, thus demonstrating that her argument about male socialization was really an argument about biology after all. In fact, after being pressed a bit further, she admitted that the scenario of a young girl who was forced against her will into boyhood made her realize how traumatic and dehumanizing male socialization could be for someone who was female-identified. This, of course, is exactly how many trans women experience their
own childhoods."
Several AI services (chatbots ) are purposely addictive, the same way people can become addicted to gambling or shopping. We’ve literally seen in real time how ChatGPT has caused psychosis and delusions in people; it can have a huge affect on someones’s mental stability. Just because it isn’t substance-based doesn’t mean that doesn’t count as an addiction, and shaming people who are trying to move on and improve themselves is counterproductive. Im proud of that dude and his 4 month mark!
Then I'll mention the predatory chatbots who do it on purpose! Character.ai is one of many AI chatbot websites that're designed to be addictive.
None of the signup methods require a password. It only takes email and birthday. Minimizing time on the signin or signup screen makes it harder for people quitting to avoid relapse.
"Characters" on the website will send messages "on their own" (prompted by the site) to try to invite inactive users back after as soon as 1 day of inactivity. This is likely to force FOMO, or make users feel more like they owe the bots a response. Unhealthy attachment stuff.
Account deletion is an essential part of every service that should go smoothly, right? Right? Wrong. It takes 1-2 weeks for a Character AI account deletion to be finalized, and account deletion requests have a high chance to not go through if you're not using the app.
Rephrasing: People leaving Character.AI are pushed to download the app in order to delete their accounts, if they haven't already. This makes it harder for people to quit and stay gone. Failing to quit an addiction makes it harder to quit successfully in the future, so this feels like a feature, not a bug.
On top of that, the delete account menu reads like this:
Tell me THAT doesn't sound like a bad ex. It's a carefully crafted yet hostile environment to those who are already addicted to the technology. I am so so SO happy, downright delighted that they've managed to quit, and I wish the best for others in recovery spaces or considering quitting as well!! While AI addiction is an emerging condition, there are already therapists and other mental health professionals trained to help people plan to quit and do so a bit easier.
(If anyone seeing this is in need of them, there are several tumblr Communities here devoted to quitting, too. They provide a mix of advice, venting spaces, and proof that you aren't alone.)
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Hoever in this version I'm a lot less scared of Vergil than I am of Lady because holy hell this version of her is even more trigger happy that the original and that is saying something
Also at least now Deku has a healing factor to keep him in one piece
using violence to liberate people from sweatshops, unsafe mines, and grinding poverty isn't the same as using violence to impose those things on people. the idea that violence is morally repugnant regardless of context is a belief that every oppressor throughout history would love for the oppressed to hold