When I was in grade school I used to send emails to biologists and zoologists asking them questions to get answers to include in school projects I was working on, and would cry when they did not respond because I thought I was stupid for thinking that some random kid would ever be deserving of a response from someone who does something as smart and cool and important as *checks notes* studies frog fungus.
Now, at 29, I’m lowkey having a panic attack because my academic email is filled with middle schoolers wanting me to answer their questions about pygmy raccoons and I keep putting off answering them because I’m so overwhelmed with all the other raccoon stuff I have to do.
Anyway, greatest apologies to any scientist I ever emailed as a child and also an adult.
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Reddit post: Hey I'm thinking about pursuing this career does anyone have any advice for my path?
Comments: This job is hell my life is hell don't do it. I wake up every morning for work and hold a gun to my head while doing deep breathing exercises. Find a time machine and go back to 1979 if you even want a chance of getting a position. Prepare to move 5000 miles away. You will be paid one penny per hour for the first 15 years and your days will be 12 hours long at minimum. Being dead is better than doing this profession
we need to invent a way to explain how deep running and pervasive and subliminal racism and antiblackness is without immediately sounding like an insane conspiracy theorist
female characters are always lighter than male characters. strong characters are almost always dark. aggressive characters are almost always dark. peaceful and intelligent characters are almost always light. even amongst darker characters the lightest one is usually either the leader or the girls. dark is evil and light is good.
briefly pursuing a career in animation radicalized me on this. So many stories from the industry about how you have to start with your character design as dark as possible, because INEVITABLY you'll get "notes" from higher-ups asking you to make them lighter.
In a class about making a pitch bible my teacher once role-played as a shitty executive with a classmate, pressing them in intentionally abrasive ways about why they made their characters diverse. He emphasized that we had to learn to defend these things, because the racism in the industry is extremely deliberate.
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Possibly my spiciest take is that it's actually good to have people you respect and like that have some dogshit takes.
I think part of what is making young people lonelier, in discussing why they're increasingly isolated, is that they're so afraid of meeting someone who doesn't hold their same beliefs, and instead of being just core beliefs it is kinda ancillary shit.
It's actually okay to disagree even on social topics! Even on some political ones! But I mean, online you can start with "i love this mutual but they have a really bad/uninformed opinion about x media"
I know this is IMMEDIATELY going to be taken in bad faith, and yes babygirl, you are so right, I DO want you to go make best friends with both the KKK grand wizard AND your nearest nazi leader.
But seriously, as someone who has spent two decades doing community organization: finding ways to connect with different people is so so so important. There are people i follow here who ate 80% smart and their brain falls out of their head 20% of the time and that is GOOD FOR MY MENTAL ECOSYSTEM AND GOOD FOR LEARNING HOW TO BE A PERSON
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.
“Authors should not be ALLOWED to write about–” you are an anti-intellectual and functionally a conservative
“This book should be taken off of shelves for featuring–” you are an anti-intellectual and functionally a conservative
“Schools shouldn’t teach this book in class because–” you are an anti-intellectual and functionally a conservative
“Nobody actually likes or wants to read classics because they’re–” you are an anti-intellectual and an idiot
“I only read YA fantasy books because every classic novel or work of literary fiction is problematic and features–” you are an anti-intellectual and you are robbing yourself of the full richness of the human experience.
"you are functionally a conservative" is such a good and clarifying insult
Literally right after I saw this post, I saw another post in a discord chat for BOOK EDITORS in which an outspokenly liberal editor talked about how Nabokov should have never been published because he wrote about p*dophiles and described women's bodies in ways that made her uncomfortable. She described his writing as "objectively terrible" and said she wanted to burn his books. And other editors were bringing up classics they didn't like and talking about how they wanted to throw them in the trash. This wasn't like a light "unpopular opinion!" conversation. This was actual book editors talking about how books should be destroyed and censored.
There is something so scary and toxic in global culture right now. The revival of fascism is influencing everyone's mindset and approach to art, regardless of where they fall on the political spectrum.
I see far more books being censored today than when I was a kid. Librarians handed me The Catcher in the Rye, The Sexual Politics of Meat, and Animal Farm when I was literally 8-11. My mom would never have taken a book away from me. I read everything from the Tao Te Ching to the Qur'an to atheist texts under my desk at school. Teachers thought nothing of it or encouraged it. Books seemed universally acknowledged as sacrosanct to me.
Now I can't find any adults who don't hesitate or want to make exceptions when it comes to censorship. Even the most liberal social activist librarians I know go, "well except for book X..."
Functionally conservative. It's so important to have the language to express that.
Actually, I did reports on book banning three separate times with three separate teachers, with three separate sets of parameters so I was able to write about the same topic in different ways, but this is specifically about the report I did in university. The actual specs for the report included that we were supposed to complete some kind of study or poll (this was not a science class). I put the questions out on a couple of forums I belonged to at the time and asked a few IRL friends as well. A lot of the questions were standard for this sort of thing, I think - were you ever assigned to read a banned book, did you ever read banned books on your own, did you read/were you assigned them BECAUSE they were banned or did you find out about them being banned later, what's your opinion on banning books, etc.
But there was one question I asked that ended up reshaping the entire thrust of my presentation: "Are there any books that you think SHOULD be banned, and if so, why?"
Here's the thing. Most of the forums I was posting on were fan spaces for a book series that, at the time, was one of the most banned/challenged books out there. It's a fandom that I have since entirely distanced myself from, that I one hundred percent do not recommend to anyone, that I will actively attempt to dissuade people from reading or talking about, and that I would like to not be popular anymore. I'm sure most of you reading this can guess which one I'm talking about (I won't name it or go into specifics because I don't want to trip any filters unnecessarily). But it was KNOWN that these books were banned in a lot of places. A lot of people wore the "I read banned books" badge with pride. I fully expected that the answer to that question would be a resounding "no" from the forums, and that I'd maybe get a few affirmative answers from one of the other spaces.
I was shocked. Not only did a lot of people come back with either "not exactly but I think we should keep [author] or [book] out of the hands of children" or "yes, [book]/anything by [author] should be banned because XYZPDQ", but not a single person who responded gave me the same answer. The only one I remember - keep in mind it's been almost twenty years - was that one person specifically said The Bone Collector, and for the "why do you think it should be banned" question, they only said, "No. I'm not explaining it. It's too horrible to even think about. Just believe me when I say nobody should ever be allowed to read this book."
I highlighted that last comment in my presentation, along with several other of my "favorite" official reasons for banning books - the Alabama school board that banned The Diary of Anne Frank in 1984 because it was "a real downer", the district that removed A Raisin in the Sun because it was "pornographic", the library that took Charlie and the Chocolate Factory out of circulation because it "might be hurtful to children without parents", and things of that nature - and pointed out that all of these were the same thing. This was somebody saying "I don't like this, therefore nobody should read it, and I shouldn't have to explain why." I also pointed out that if you can't give a good reason, the whole thing falls apart, and then I quoted "Smut" by Tom Lehrer:
All books can be indecent books,
Though recent books are bolder,
For filth, I'm glad to say,
Is in the mind of the beholder.
When correctly viewed,
Everything is lewd.
I can tell you things about Peter Pan
And the Wizard of Oz - THERE'S a dirty old man...
Go back to that paragraph I mentioned earlier, about those books that I no longer recommend to anyone. Notice how I phrased that. I don't recommend them. I will tell you all the reasons why I don't think you should buy them. I will tell you all the problems with the author, with the franchise, with the writing. I wish they were out of print, I wish they were deeply unpopular, I wish nobody would ever read them again.
But I still won't advocate for banning them.
It's so easy to twist a justification. Look at what I quoted up there! A Raisin in the Sun was banned for being "pornographic". One of the websites I used as a source responded to that accusation with "Did they read the same play I did?" At the time, I thought the comment was funny. Now, twenty years later, I realize: It was a buzzword. It was a convenient label. At the time of the challenge, just saying "it's pornographic" was enough. Obviously you're not some kind of sicko who wants to hear about all the pornographic details, are you? Freak! That's pornography! And they're teaching it in schools! We should get rid of it!
A Raisin in the Sun, for anyone who didn't study it at any point or read it (or watch the movie, which was very good), is a play/movie about a black family in Chicago in the 1960s. The family matriarch has been in domestic service for years, but she's just received a very large insurance payment from her husband's death and is retiring. Wanting to give her family, especially her young grandson, a better life, she goes out and buys a house...in an otherwise exclusively white neighborhood. The head of the homeowner's association (essentially) comes to visit them and offers to pay them a substantial amount of money to not move into the neighborhood, because segregation isn't officially a thing and they can't legally stop them from moving in, but they don't want them there. There's a lot more that goes on in the play, and I highly recommend you go and read it, but the point is that there is nothing sexual or titillating in the entire thing. The closest we get is a scene where the daughter (Beneatha, a college student) is gifted a traditional African dress from her boyfriend, who's Nigerian, and he shows her how to put it on over the clothes she's already wearing, and maybe the scene where the daughter-in-law (Ruth, a laundress) accidentally reveals that, having found out she's pregnant, she's planning to have an abortion rather than bring another child into the world/have another mouth to feed.
It's not pornographic. But someone didn't want it taught in schools, so they called it that to get it banned.
It's so easy to twist labels. If you, a liberal, agree that books with X trait are okay to ban, the people who don't want books to exist will find a way to say they have X trait, and then what are you going to do, admit that you like that sort of thing? Sicko! Freak! Pervert!
You don't have to like the book, or the author, or the topic. But if you're advocating for banning them entirely, you're functionally a conservative.
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It's so nice being on tumblr because you don't even have to make your own post but people would still follow you anyways if you're good at rebloging posts they like
"All drugs are drugs" = a surprisingly radical position that will upset people right across the political spectrum
This means:
If you draw a hard line between "drug" and "medicine" based on current legality where you live (or any other criteria) you've gone wrong somewhere,
If you think legality and/or prescription status tells you all you need about a substance's capacity to do massive harm to someone's body, mind or well-being you've gone wrong somewhere,
If you think legality and/or prescription status tells you all you need about a substance's capacity to contribute meaningfully to someone's healing, function or happiness you've gone wrong somewhere,
If you think certain substances should be excluded from informed consent (either withheld or forcibly administered) you've gone wrong somewhere.
Hey there, do you think you could expand on the "apologizing for your actions is not the same as apologizing for your feelings" post? I'm a bit confused by it, but I'd love to learn more! Thank you in advance if you do, it means a lot!
Hi anon!
Of course. What I mean is that feelings and actions are two different things.
For example, imagine your friend cancels plans because they got sick. You might feel disappointed, hurt, lonely, or even abandoned. Those feelings are real and valid. You don't need to apologize for having them.
However, if you lash out at your friend, guilt trip them, or send a series of angry messages, those behaviours may deserve an apology even though your feelings were genuine.
I'd also like to look at a different example because sometimes the other person actually did do something wrong.
Imagine your partner lies to you. Feeling hurt, angry, betrayed, or devastated makes sense. In this situation, there is a real problem that needs to be addressed.
But if you respond by screaming, calling them names, threatening them, or trying to hurt them back, those actions may still deserve an apology.
The important thing to remember is that apologizing for your reaction is not the same thing as apologizing for your feelings. Your feelings were still real, and especially in this case, they still deserve being addressed.
Sometimes both things can be true at once. Your partner may need to take accountability for lying. You may need to take accountability for how you reacted. One person's accountability does not erase the other's.
I think a lot of people accidentally turn accountability into an all-or-nothing situation where whoever behaved worse in the moment becomes "the problem." (And honestly, it's a matter of perspective. Both people may think the other behaved worse but the reality is both behaviours should be addressed.) Relationships are much more complicated than that.
You can have a valid reason for being hurt and still owe someone an apology for how you handled that hurt. You can also apologize for your behaviour without dismissing your feelings.
Oof, I went off on a tangent because it triggered a lot of other ideas in my brain, but I hope overall this makes sense!
living in one of those free use public sex kinda hentai but no one wants to have sex with me so i mostly just stay home and post. i look outside and sigh wistfully at the sight of a woman getting eaten out so hard she somehow cums twice in one moment and then close my blinds so i can focus on cookie clicker
Reasons for hope: Lots of amazing people did a ton of work to make this fantastic, fully interactive resource available - because no matter how bleak things seem, there are millions, and millions of people doing everything they can to protect both the world and their own communities.
You can use this to view and subscribe to updates, project statuses, and for at least some of them even whole dossiers. This is an amazing resource, I highly recommend checking it out
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Game show called "What's Wrong With You" where a bunch of doctors compete to see who can diagnose a mystery illness (chronically ill patient whose lab results keep coming back normal despite obvious symptoms) first and most accurately.
Pros:
Doctors paying off their medical loans with prize money
Chronically ill people getting free testing (MRIs, CAT scans, X-Rays, bloodwork, etc) and possibly a diagnosis
You can ding points for 'anxiety' and 'you just need to lose some weight'
Doctors are incentivized to find an answer, not just find something billable
HIPAA can be bypassed via agreement to air/be on the show. There'd need to be lawyers heavily involved with setting up the specifics of how the paperwork works, but its absolutely doable.
I don't knkw how to handle the issue of wrong diagnosis bc folks were rushing tho
I do not agree with veganism as a moral standard. If it is your personal moral stance, that is fine. If you think humans eating meat is inherently immoral, I don’t want to deal with you, you’re hopeless. Vegan ideology behaves more like a sect of evangelical Christianity than a dietary choice.
Veganism is better for the environment, but claiming that it's a morally superior choice ignores cultural and economic factors that make people eat animal products.
It is not inherently better for the environment. That is the thing. When you begin trying to explain that local, sustainably sourced animal protein is better for the environment than imported plant proteins that are farmed 3,500 miles away using slave labor, they start tuning you out. Down is better for the environment than polyester stuffing, leather is better for the environment than pleather. We should work on making animal agricultural practices more sustainable instead of trying to shame everyone into eating plant products that are also farmed unethically and unsustainably.
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