yeah u freaks up north look and sound exactly like this when u pretend that us southern queers are perfectly complicit in our own eradication - for the heinous crime of not living in a liberal population center.
I love that four different people on my feed scheduled this joyous person to reblog by 8am on June 1. I look forward to seeing this a dozen more times today.
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 forces of darkness vanquished, the rightful king upon his throne, and all that. And, even more importantly, Tuppy Glossop disengaged from that horsy female and returned to the bosom of my cousin Angela."
"Indeed, sir."
"Rather a shock running into the Reverend Aubry Upjohn riding that fell beast, what?"
"I though you displayed great alacrity in relocating to that ditch in the nick of time, sir."
Far below us, the molten lava did a rather spirited impersonation of boiling soup. I mopped the p. off the b. with a handkerchief I'd improvised from an orc loincloth. I had been to some deuced uncomfortable country estates in my time, don't you know, but at least there one had been able to toddle downstairs and pour oneself a quick W. and S. as needed to stiffen the sinews. Galadriel's Buck-U-Uppo was excellent at vitalizing the limbs to forge on the last dreadful mile and all that, but it lacked the comfort that speaks to the soul.
I contemplated the glowing river. "Redirecting the army of Aunts to that Isengard place was a stroke of brilliance, I thought."
"You are too kind, sir."
"Still, all things must end, as they say. Travel is broadening to the mind and all, but it is past time to attend the call of heart and home. Among other considerations, I think something took residence inside this mithril shirt somewhere around the Morgul Vale and has been wandering about biting hither and thither ever since, and I am filled with the desire to strip it off and do battle with the blighted thing."
"Understandable, sir."
"I heard rather a good one the other day: Sing hey! for the bath at close of day that washes the weary mud away! -and by Jove if I don't think they were on to something, Jeeves."
"It is undeniably felicitous to be surrounded by the comforts of home," he assented, and yet I couldn't escape a certain sense of firmness about his gaze.
I sighed, for I knew what he wanted. Well, I mean, I'm all for taking a firm stance and not being trodden on in one's own home and all, but as far as rallying around to save the young master goes, none could have rallied more greatly than Jeeves. If a little firmness was the price I had to pay, well, so be it.
Slowly I undid the old school tie from around my neck. It was harder work than one would have thought; as if it could hear what was rattling around in the old brain, the ring that was threaded on it put in a last surge of effort in the gleaming and enticement department, filling my mind with heady visions: Freddie Widgeon gnashing his teeth as I sank yet another dart into the bullseye, Aunt Agatha wreathed in tears and begging my forgiveness for ever having misjudged me, Jeeves gazing admiringly as I displayed my newest waistcoat for his edification…
It was the last that broke the spell. Cursed objects of all-consuming power were all well and good in their sphere, but there were limits, don't you know? And yet I hesitated. "You don't think I could slip it on and just have a quick total domination of the world before I toddle around to the Drones for a stiff one?"
Jeeves gave a gentle cough of reproof. "I think you will find it for the best, sir."
It was a wrench, but one could not deny the man had earned it. With a heavy hand, I held the ring out to him. "Take it, then. You will know what do with it, I'm sure."
He took it from me with the sort of shimmer that showed he was exceptionally gratified. "Thank you, sir."
I watched as the ring fell from his hand into the depths below. It hit the lava and rested there for a moment before slowly sinking beneath the glowing surface, and as they caught fire I almost felt that the Old Etonian colors glowed brighter in approval. That Wooster, they seemed to say: not much in the brains department, but he gets the job done.
Outside, there came a hideous wailing as of something ages old abruptly losing the power which bound it to this mortal plain and all that, which I took as our signal to leg it down the nearest drainpipe before things got sticky. The road goes ever on and on, what? Yet I paused there, at the end of all things, because some things have to be said.
I've recently learned that escaping enshitification is actually really easy. When I was younger I would use FOSS (free and open source software) because I usually couldn't afford anything else. Back then the paid options were usually significantly better than the unpaid options so when I finally got money I started using the paid stuff and completely forgot that Foss existed.
If you don't know why Foss is awesome its not just that its free. Open source software has a huge set of advantages. Most software is proprietary meaning that its code cannot be viewed by other people. Open source softwares code can be viewed by everyone and people can contribute their own code to make it better. Open source is often more secure than proprietary because more people have more eyes on it and more people have contributed to it's security. Its also easy to know how much privacy you have with every software because you can read the code. No more "trust me bro I'm not harvesting and selling your data" you know if they are collecting and selling because the code is publicly available.
In the last two months I have been switching almost completely to Foss. I was worried at first because when I stopped using Foss over 10 years ago the average Foss software was genuinely worse than the paid proprietary alternative. Thankfully things have really come full circle. 90℅ of the software I have tried in the last 2 months works better than the proprietary alternative and is 100℅ less obnoxious.
So here is a list of every Foss software I have tried and recommend. There is way more than this available. This list is just what I have used and like personally. Anyone can feel free to add and we can turn it into a master list. Please just take these as a place to start and do your own research to see if these softwares will work for your use case before you fully ditch your proprietary software.
Operating systems
Graphene os: android alt. Security and privacy focused. The most secure and private smartphone currently available.
Linux mint: easy to use linux, 100℅ better than windows.
Pop!: The Linux distro you should use if you have nividia hardware and want to play games using said hardware. Very intuitive and easy to use.
Kubuntu: Ubuntu Linux with KDE desktop. This is the linux distro one I am currently using and I don't have any plans to jump ship again. Better than windows and better than Mac. The companion app for your phone makes life soooo easy. Its pretty and easy to customize to a ridiculously granular level. No fucking notes.
Kindle jailbreak- ko reader: use jailbreak to free your kindle from the tyranny of the bezos. It will download ko reader which is a Foss OS that has every fucking feature you always wished kindle had and let's you read whatever the fuck you want, and have whatever the screensaver you want (no more ads!). Soooo fuck amazon and use this. I genuinely cannot recommend it enough.
Linux FOSS: (some available on windows and android as well)
Calibre: Foss desktop eBook library. Packed with features. You will want to use this with koreader to make managing your kindle easy.
Manuscript: skrivner alt. Does absolutely everything I need.
Bitwarden: password manager (use a keepass fork if you want self hosted)
Next cloud: private google drive and cloud alternative that you can self host if you want but it's not required. App available
Proton VPN: to the best of my knowledge it is the only Foss no log VPN you can get. You can pay for higher speeds. App available
Quad9dns: free encrypted DNS provider. App available.
News software:
Use any Foss RSS reader and for the love of god stop getting news from social media. Take control of your feed!
Apps (I only know for android)
Fdroid: great app store to find Foss android apps and download them.
Antennapod: you can get all of your podcasts fetched to one feature rich app via RSS feed. No need to rely on spotify or music steaming services.
Openreads: it's good reads but private and 100℅ stored locally. No amazon, no social media aspect, it just tracks your reading, you can import your good reads but if you want to import from storygraph you have to make a good reads burner account, import to good reads, then import to openreads. The menus Navigation on this one is a bit cumbersome but honestly good reads app is worse.
Newpipe: YouTube frontend that let's you have YouTube subscriptions, watch YouTube in the background, and blocks all ads, without logging in to YouTube. You will want to use this one with a VPN set to Canada (or any other country) so YouTube doesn't keep blocking it in order to force you to sign in. But even with that extra step its worth it for the privacy and the lack of ads.
Proton mail: one of 2 more private gmail alts. But you should note that email cannot be 100℅ anonymous or private.
I think that's it. There are still a lot software varieties I am slowly finding.
I know people get mad at the name, and I understand why, but straight-up I've been using GIMP for 15 years and it's a good solid art program made under the GNU program. It's worth a look.
Blender is an amazing FOSS suite for 3D modeling and animation, as well as digital sculpting and motion tracking. Pros use it. It’s a staple in game development. It’s what the Academy Award winning film “Flow” was made on. It’s not the bland name alternative to an industry standard; it is an industry standard.
Krita is a fantastic FOSS application for digital painting. Everyone I’ve ever talked to who uses it has loved it to death.
OBS is the absolute go-to choice for screen recording and live streaming. You can use it to record your entire desktop or a specific window, capture audio from multiple sources, and even add overlays, webcam feeds, or transitions to your videos.
VLC Media Player is the best media player, hands down. It’s lightweight, it’s reliable, it supports virtually every audio and video format known to man, and it has built in media conversion and even basic editing. I truly can’t imagine why anyone would use a media player that isn’t this one. It’s just the best there is, easily, no contest.
Audacity is a fantastic multi-track audio editor and recorder. It’s free and it’s good, and podcasters love it for a reason.
And believe it or not, Thunderbird is a really good email client now. I’m not even joking. If you used it back in the day and hated it, please give it another chance, because the glow up is unreal.
Just tacking on that while FOSS is usually free as in costless the term "free" in open-source spaces typically means "non-proprietary". It isn't a bad idea to look into which of these projects accept donations and to donate if you can. Blender is an amazing program. Genuinely I like it better than Maya or 3DSMax and it is struggling to maintain its project because it has gotten so large in its pursuit of giving artists things that are actually needed but very few of those artists are donating on download.
Other projects (LibreWolf browser comes to mind) reject donations specifically because they don't want to be in Blender's position (often these have an ideological pursuit, like LibreWolf and privacy).
If you see a Donate option when you go to download an open-source project please consider giving them something. Anything you can afford. The non-proprietary (i.e. "free") nature of these projects is so important but I'd hate to see the best of them tank because "free" isn't actually "free".
important that you never forgive ice agents, ever. even years after all this is over (and I do believe we will make it out on the other side, alive and for the better,) they live in shame and disgrace forever. no excuses, no forgiveness. they ruined their own lives when they decided that human freedom and liberty was an acceptable sacrifice for a paycheck
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