i just know there was a weird little girl in the middle ages out there stealing snake's eggs and putting them in her family's chicken coop in the hope of hatching a basilisk
god i love the internet because if i said shit like this to people irl they'd probably just stare at me blankly but when i post it online everyone in the notes reacts like this
My woke take, as someone who has worked in both a public library and a school library, is that we desperately need both more books that are at a higher reading level but a less mature subject matter, and more books that are at a lower reading level but a more mature subject matter, because 8 year olds who are advanced readers are still 8 year olds and don't want to read about graphic violence and torture, and teens and adults who have learning difficulties or who are just later readers for whatever reason are still teens and adults and don't want to read about Billy the Bunny going to school or whatever the hell.
Shoutout to people in the notes also mentioning people learning the language, I should've mentioned that really, given that I've been stuck reading German picture books myself while learning German.
the horrors persist but so do books, art, hot chocolate, winter nights, the moon, the sea, the stars, sunsets, literature, libraries, cats, flowers, stories, love and the wistful feeling you get when you finally return home
It has a huge variety of historical recipes from different regions, taken from manuscripts, transcribed and translated, and a whole section of notes about the context for the recipe. It's really fun and I AM going to try a couple of these recipes.
Look at how this lamb recipe is presented:
This is just such a fun way to learn more about historical foodways and discover traditional cuisine.
Look at all the filters you can use:
Maybe if I can forage some good blackberries this year, I can make a 300 year old recipe for blackberry wine!
it also includes short films, animated movies, documentaries of every genre, full recordings of live performances. all spanning different decades from different countries. YOU DONT EVEN FUCKING KNOW
there are also websites like worldscinema, solidaritycinema, and rarefilmm hosting incredible obscure world cinema for free! and if you're more inclined towards the esoteric, there's also evilbjork's avant-garde canon playlist on youtube! also important to mention Maya S. Cade's incredible black film archive and the otherness archive, an obscure queer cinema archive! You could always be watching more films !
few updates you guys need to know about what's happening as an aftermath of 20th july & still the continued protest-
• they've started detaining students liberally. if you're going to the protest or coming from it they're very likely to detain you (the police has spread it check points all across central delhi). you'll be denied entry by auto or even walk, they'll either try to scare you away or detain you. if you're coming from other state especially by railway you'll be asked what are you here for & be asked to prove it.
• the government has blocked 17 metro stations surrounding jantar mantar. for some reason they're also covering up janpath & other nearby metro stations. all entrances to jantar mantar have been closed off & a complete internet shutdown near jantar mantar.
• they are denying lawyers contact with their clients. they've also been denied entry in police station to speak to their clients, that inspector has apologized qa of now & an internal investigation for his behaviour is said to have started.
• they're also making sure that the protesters have no access to food, water or electricity. last night electricity supply to janpath was cut off ++ the police are now stopping delivery men at check points & seizing food ordered by supporters from all across the country (don't worry they have enough food).
• cafes & shops in connaught place have been given a legal notice to shut down by 6 (since many of them were providing free water & washroom services to protesters). even nearby hotels have denied room booking to doctors.
• many creators have been offered money to speak against the protest & start a hate campaign.
• we are under complete state surveillance. the police is using meta ai glasses to record the protesters, and is later running a facial recognition check on them.
anyways if you're still planning to go this weekend because no more office & let's be honest none of us will stop showing our support no matter how much they try to scare us, here are few things you should remember.
please read this even if you're not indian. especially if you're not indian.
you've seen the jokes. india is "dirty", indians are "everywhere", why don't they fix their own country. ok. let me tell you why, and what's happening right now while nobody's watching.
first, the history you skipped: britain ruled india for two centuries and drained it. economist utsa patnaik's research estimates around $45 trillion in today's money was taken. the india that got independence in 1947 was one of the poorest countries on earth. every "why is india like this" question starts there. you don't get to profit off a robbery and then mock the crime scene.
now, what's happening RIGHT NOW:
in may the question paper for NEET leaked. that's the national medical entrance exam. over 2.2 million students took it. cancelled. years of studying, families' savings poured into coaching, gone overnight because someone sold the paper. students died by suicide after. these were kids who wanted to be doctors.
and out of that came a protest movement. a gen z group called the cockroach janta party, started by a 30 year old named abhijeet dipke, got 22 million instagram followers within DAYS. they've been doing a sit-in at jantar mantar in delhi demanding education minister dharmendra pradhan resign.
and then there's sonam wangchuk. if you've watched 3 idiots, he's the real engineer the character was based on. built solar schools in ladakh. invented ice stupas so himalayan villages have water. spent his whole life on education. he's 59 and he's been on hunger strike for 17+ days now. reporters went to see him this week and he was too weak to talk. and the troll armies are calling him "anti national" and "foreign funded". a man starving himself for other people's children. that's the thing here, anyone who asks a question is suddenly a traitor.
it's not one incident, it's everywhere you look:
• infrastructure worth thousands of crores failing within months of the ribbon cutting. tunnels collapsing in regions where heavy rain is a guarantee, not a surprise.
• youth unemployment near 10% for ages 15 to 29, 13.6% in cities. in a country of 1.42 billion where more than half the population is young.
• only about the top 3% of indians earn above 10 lakh a year. meanwhile billionaire wealth keeps ballooning and the headlines celebrate it.
• manipur burned for over two years. an ethnic conflict, tens of thousands displaced, and the prime minister barely said the word manipur while it happened.
• journalists raided. critics' houses bulldozed. activists sitting in jail for years without trial under laws like UAPA. our press freedom ranking has cratered.
• even the petrol is a fight now, ethanol blending pushed through while drivers complain about their engines and get no straight answers.
and through all of it, the PM, who came to power on religious polarisation (americans, sound familiar?), travels abroad for photo ops and has not held one single open press conference in over a decade. not one.
what i'm asking:
if you're not indian: share this. our media mostly won't cover any of it because the big outlets are owned by the same billionaires the government serves. the only reason wangchuk's fast is getting any coverage is people refusing to look away.
if you ARE indian: speak up even if you're comfortable. especially if you're comfortable. join the protests. add to this, correct me, translate it. staying quiet is a choice when nothing in this post touches your life.
india is not "dirty". india was robbed, and it's being robbed again, from the inside this time. but it's also the country where a 59 year old will starve for strangers' kids and 22 million young people will rally behind a party literally named after cockroaches, because cockroaches survive everything.
Bear religion probably fucking rocks. You're a fucking bear, you're the deadliest thing on earth, once a year an endless supply of salmon just flings itself up the river to gorge on and then you nap for 3 months.
The most delicious food in the world is protected by tiny demons who can defend it from everyone except you. Your natural armor is thick enough that you can just eat the damn hive while they buzz around you. God's chosen animals right there
Regular bears tell stories of angel bears sent by the Bear God, pure white and twice as strong as any normal bear could be, who rule the summit of the Earth and kill all who stand in their path.
And they are right, those bears exist and totally do that. Humans just have fake angels as a cope.
love the idea of bears being the chosen species actually. having a near death experience and glimpsing heaven and realising it's just full of bears, no humans at all, humans not ensouled actually, humans an accidental byproduct of God's plan for bears
thing I am proud of: when the doctor started going on a weird rant about long covid not being real I paused and listened to his nonsense for a bit and then very calmly said, in a polite and curious tone, "you don't believe in post-viral illness?" and he like. stammered a bunch and was like OH WELL I'M NOT SAYING -- I DON'T...I just think ..! and backpedaled awkwardly while I just sat there like :3c interesting :3c thank you so much for clarifying your stance on this :3c
an important skill for chronically ill people to develop is the ability to treat the doctor as though they are simply a person you are interviewing to find out how much they know about your condition.
Holy shit op this is LITERALLY in the book 'Never Split The Difference: Negotiating as if Your Life Depends On It'. Written by a guy who did hostage negotiation and then tried doing business negotiation, and mopped the floor with industry experts.
I'm fortunate enough to have a primary care doctor who knows about hEDS, but it's occurring to me that the skills in this book could be medically life changing for chronically ill folks of all kinds. Like. Literally a matter of life and death, especially for BIPOC and/or fat and/or young people who are having their issues dismissed.
Got into a conversation yesterday about how I'm not engaging with Harry Potter and the person I was talking with was like "What about published Harry Potter fanfiction with the serial numbers filed off?" And I was like "I'm not a fan of published fanfiction with the serial numbers filed off of anything. There are plenty of original stories and nonfiction I'd read before I read that. One Piece has over 110 volumes and Berserk has 383 chapters." And then they were like "what about Marauders era stuff?" And i blinked because I'm starting to realize HP fans think Marauders era is like, a degree of separation from Harry Potter just because it's largely offscreen backstory speculation and it's like, "No asshole, you're still engaging with this shit and giving JKR your time, energy, as well as continued cultural relevance. It's the same shit whether you're engaging with Harry or his dad."
I grew up with Harry Potter in a time when my family weren't always there for me. I had severe anxiety and reading the dementors and how Lupin dealt with them was so healing. I was basically the same age as the trio when the last book dropped. I lived in this world and I helped me enormously to have this vast world to escape into.
I loved the Marauders particularly, a group full of pain who loved each other so much and as I grew up and got into fandom there's so much to read, headcanon, enjoy.
And I do believe you can still love things you loved as a kid. It being childish is not the issue.
It's growing up and seeing all the horrible things in these books now, the racism and anti-Semitism, the sexism, the ableism, that my favourites were bullies. And, worse, the person who had written the place I'd hidden myself as a child, was full of hate.
And I put it down. And I moved on.
And that world is still special to little me because that's a time that I can't change, and would I change it? Probably not.
But grown up me will not tolerate any of the things Joanne believes in. She doesn't speak for me and I won't fund her hatred.
Imagine a bee rn in a hive muttering "the beekeeper is not real because he is not intervening or helping me at all with this disastrous relationship I have with another bee". now imagine that's you talking about the good lord. now imagine a dog with a propeller hat on
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.