Happy Pride Month everyone! Remember 4 months ago when the CEO of this platform harassed and chased a trans woman off this website just for posting her transition timeline, then chased her to other social media platforms to continue harassing her, and threatened to call the FBI if she continued disputing the multiple dubious terminations of her blogs that did not violate tumblr's terms of service in any way? And despite tumblr staff insisting that the CEO was acting against their interests, the broad transmisogyny evident in the site's culture and moderation policy has still not been adequately addressed?
Remember that staff is continuing to nuke the blogs of trans women even after all of this. Remember this post when they call this site the queerest place on the internet again this month
Every day I handle more money than I will ever make. Every day.
At the start of my employment, my boss showed me videos of people stealing, and we both had a chuckle about it. How silly they were! There was a camera overhead, and itās not to watch the shoppers. See, we canāt actually stop shoplifters. They get away with it maybe nine out of ten times. But we, who are watched and tallied and witnessed? We are always caught.
At first it was hard to hold one hundred dollars bills. An amount I had never seen before. An amount that didnāt exist in my household. Itās normal now. Here is something that is not for me.
āWhat the hell, Iāll take another,ā says the man, pondering our 200 dollar watches. What the hell. Total comes to 580 and not even a flinch in his face. I have been working for 11 hours today and made only 110 dollars. It will go to my rent. Today I work for free, it feels. When I get my check, I will have 35 dollars left for food and saving.
The six hundreds he hands me go into the cash register. For a moment, I imagine having money. Then I put it away, counting out his change.
I know for a fact we sell our products for double what they are worth. That I could be making commission. That they could hand me those 580 dollars and change my life and not even mark the difference in their checkbooks. Heās not the only sale they make today, but I am the reason they made it. Heās not the only one spending 600 dollars, but if I hadnāt spent two hours with him telling me about his life, he wouldnāt have spent any. I go home. I donāt own a watch.
I have watched and rewatched a video on how to make salmon four ways. My shopping list is always the same. Pasta. Rice. Tuna. If I can afford butter it was a good week. I dream of the world I will never walk in, where I can throw the best fish fillet in the cart with a shrug. I hold hundreds in my hand and look up at the camera. I put them under the cash drawer.
I go to work. I scrap together my savings. I eat my bowl of rice slowly. My manager takes a paid week off from work just for his birthday. He owns a yacht.Ā
i wrote this while i was working at orlandoās walt disney world parks.
i was part of their college program. i moved to the state for it. they legally owned the building i was living in and still charged me rent. i ostensibly was being charged to work for them. it was a 2 bedroom apartment and they placed 6 adult women in it in forced triples.
as many as one in ten disney employees have experienced homelessness while working for the company. despite huge efforts to unionize, strike, or otherwise demand fair treatment; disney has refused to increase employee quality of life.
disney admits publicly that a good portion of their success is because the employees (ācast membersā) are dedicated, passionate, and selfless. this is never reflected in pay. even āfaceā characters (ie those that are princesses etc) make barely above a minimum wage.
at the time that i worked there, i made $8.50 an hour. at one point i was asked to create a human shield around a bag because a bomb dog had alerted to it. for eight fucking dollars an hour.
i now work a very cushy office job. i have bought the salmon and cooked it all four ways.
i go to the store. i am nice to the person behind the counter. she looks up at the camera while she counts out my change. there is nothing fundamentally different about her and i.
[REALLY NORMAL AND WELL-ADJUSTED VOICE] well you never know maybe it COULD have saved me. if i ever actually achieved perfection. it could have happened then. if i was actually ever enough. Which i was not
You have to understand. I watched the movies maybe once as a kid when they came out twenty years ago. I've somehow avoided learning like anything about these books my entire life. Literally everything about these books was a complete unknown and surprise to me. Totally blank slate going on. I barely even knew how it ended.
Frodo didn't complete his task. Sam literally carried him up Mount Doom. And when he got to the end, he couldn't throw the Ring away.
But for Gollum biting it off with his finger, it wouldn't have been destroyed.
So Frodo's journey saved the world nonetheless.
And it broke him.
It was too much for him to bear. He could no longer live in the Shire or live in Middle-Earth. He wasn't of the world anymore. He had to go to the Undying Lands.
He took on the task that no one else would. He saved the world. Everyone got a happy ending. Aragorn became King, Sam rebuilt the Shire, Merry and Pippin became heroes. They all lived in renown.
But Frodo had the hardest task of all. No one else would do it. A simple hobbit who came by the Ring by chance. Not a King, not an immortal. Not a wizard. No power save his will and his friends. And he did it and saved everyone.
And he never got to rest. He never got to remain in peace. The task destroyed him. It was too much.
But there was no other way. Nobody but a simple hobbit could bear the ring all the way to Mount Doom and resist its power so long. Not a man, not an elf, not a wizard; they would have succumbed. Gandalf knew this, which was why he chose the hobbits in all his designs.
It's amazing that one of the precedent setting works in the fantasy genre holds up so well because it subverts what ultimately became the genre's core tropes. The hero was not the King, or a chosen one. In fact, the hero not being the King was a key point that allowed Aragorn to distract Sauron and allow the task in the first place. The hero was someone unassuming but courageous, who did the thing because no one else would, even though it was just by chance he came upon it.
But Frodo couldn't resist the Ring completely. He wasn't superior to anyone else in that way. And in the end it left him broken. The burden crushed him. No one else could do it, and in the end, he couldn't either. He wasn't so special that he was invulnerable.
It's been a week and I'm still not over this, I'll never get over this.
Something that I've been thinking about, as I struggle with depression and anxiety and *another vague gesture at everything* is that LOTR does not criticize Frodo for being broken. It does not shame him or deny him what he needs.
The task was too much and it broke him and that's okay. His friends nonetheless take care of him and let him go with understanding. The book doesn't treat it as a bad thing.
This seems to be a theme throughout the books. The characters rest and heal. They spend time recovering in Rivendell, Fangorn, Lorien, Ithilien. It's treated as good and necessary. They don't heroically endure endless torment from the second they set out until they're done.
And in Gondor's march from Minas Tirith to Mordor, Aragorn recognizes that some of the very few men he's taking with him don't have the heart to go to battle against the Enemy. And he says that's okay. He gives them other tasks the they can do. They hold other strategic points. They aren't shamed for not going all the way, or kicked out, or told that they aren't manly or whatever. Their limitations are recognized and respected. The task was too big and it was okay that they couldn't do it.
I don't know man. I've held on through some absolutely crazy shit. White knuckled through mental health crises when my doctors were begging me to take a break, to go to the hospital before I hurt myself. My therapist has tried to slow me down and tell me that I've been going through it and it's understandable that I am feeling some kind of way. Even one of my colleagues remarked that I've had an absolutely fucking wild career and that I've seen more as a lawyer of seven years than she has as a lawyer of forty. But I've gotten it into my head that I have to be strong, I have to be independent.
Fuck me, man, I'm currently white knuckling through life and hanging on by a fucking thread. A few weeks ago I was about an hour away from checking myself in to a mental health facility until my best friends swooped in to help me. And then I went right back to work.
And then I read this book. This fucking brilliant and beautiful book written by a man who had seen the horrors of war and spilled it all over the page. And I read it for the first time as an adult with full understanding and experience of what it all means. And it hits me like a fucking truck.
And it says that you can't endure everything. That at some point you need to rest and heal. That if you take on too much you will break. And that all of that is okay.
How am I supposed to move on with my life after reading this?
Certainly there are many messages within Lord of the Rings, but you have to think that Tolkien would have been happy that this message in particular was still being conveyed all these years later.
Btw if people keep telling you to stretch but never told you how to actually do it right you're supposed to go slower than you think & just hold it until you feel the muscle relax. Like how anal works
Also the muscle that goes up to your temples and gives you headaches is the same as the one that clenches your jaw & it goes down the sides of your neck so stretching your neck helps with headaches and jaw tension. You can also massage it with a vibrator
Stretching as far as possible immediately is not the goal you just bend until it feels tight. It's not supposed to Hurt You Worse. It won't hurt if you're doing it right. Much like another activity
btw it's so fucking stupid you can be anxious physically in your body even after you've decided mentally you don't care. I'm supposed to be in charge here
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.
The cops very clearly planted evidence on him because they had to make an arrest because all eyes were on them and whoever actually did the deed was making them look stupid.
Why would the real killer hero have kept the weapon on his person and traveled two states over while carrying it and a manifesto in his bag, conveniently turning the crime into a federal matter? The same guy whose bag they found in a park, filled with monopoly money? Why did the police turn off their bodycams, take Luigi's stuff, drive a block away, turn their bodycams back on, go back into the restaurant, and then arrest him?
From the moment of his arrest, even left-of-center media has been presuming his guilt without examining anything (e.g. calling him "the killer" instead of "alleged" or "accused") and then when I say he didn't do it, the nearest person chimes in with some quip that tells me they think he did do it but should go free anyway. Don't get me wrong, I would have the same attitude if he had done it. But he didn't. It makes me feel like the only sane person in the world, even among my staunchly leftist friends.
This is how the system of white supremacy Ā operates. The media is used 2 create stereotypes like blk on blk crime.They need black men to fill jail cells for the Prison Indstrial complex
You know what? Iām tired of this.
I do not know what exactly they are waiting for. I mean our government comes up with āreasonsā to invade other countries, such as Syria, like their government is allegedly violating human rights or something like that. butā¦ I mean for other countries, they do not even have to go deep to bomb the fuck out of this place, they can just look at our media. And this has been happening to people of color since the media has existed.
Did a research project on this in undergrad and the results are extremely alarming because itās not just in imagery, itās in language used even in the law making process and within our own communities in a completely different way than expected.
Iām gonna propose āI guess you havenāt read the silmarillion then :/ā as a default response to anyone not understanding a reference to something obscure. even if itās not remotely Tolkien related. I want to build up a perception that perhaps the sum total of human knowledge is contained in the silmarillion
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