El. Pronouns are whatever. Art blog @breadedspider // adult // bi // tired // INTP // still kickin // trans women are women, trans men are men Fandoms: MCU; Star Wars; Skulduggery Pleasant and whatever floats my coconut. If you see me astarionposting keep me in your thoughts I'm fighting for dear life
What impresses me most is the attention to design. There's formatting and layout involved.
Did this bouncer like, bring this person home, put them to bed, start the laundry, and then sit down to make a little Drunk Guest zine? Does he do this regularly so he had a template ready? Is that cool or a little weird? Was he attracted to his guest and hoping to make a great first impression? Was he just super anxious that they weren't waking up before he'd have to leave for presumably his day job, so he poured it all into this little gem the following morning? Is his day job in typesetting?
It manages to inspire even more questions than it answers, which is quite the feat.
good for him. this man had a vision and he made it happen. homie hiked into the desert, changed into his sluttiest armor and positioned himself just so in front of a blade of grass to hide his shlong.
I yearn to be able to live with this kind of whimsy.
Here's some of the notes, starting with the things multiple people brought up:
SHRIMP COCKTAIL:
banahbanah: #flashback to that one fic where Peter Parker frets about drinking shrimp cocktail because of the alcohol
generaldeliciousness: adding: what a prawn/shrimp cocktail is
#why is your character turning it down because they're under 21 #do you think prawn cocktail is a cocktail #this lives in my brain rent-free constantly #the rest of the fic was so normal #and good enough that i'll still re-read it #but bro
And then many, MANY, people wondering if this was actually authour mistake, since Peter really would do this!
POMEGRANATES:
zhajhassa: #haha where's that post that was like someone describing someone eating a pomegranate but they ate it like an apple
thornhands: #once someone wrote persephone biting into a whole Pomegranate #had to stop and stare at a wall for a minute
sungsingsanguine: I once saw someone very confidently write about a character eating slices of pomegranate.
FRUIT TREES:
zagreuses-toast: #given a very endearing glimpse into a writers blindspots by seeing them describe someone sitting under a ''pineapple tree''
salatrash: I remember something about picking watermelons... OF A FUCKING TREE
baander: #cranberry trees
DOUGH/BATTER:
maycelium: #I'm a chef so I'm really used to people not accurately describing how to cook food #But I was surprisingly flabbergasted when someone was writing making a cake and was kneading it. Which uh #Not necessary for cake. It was interesting for sure but just bizarre
livebloggingmydescentintomadness: #the one that drove me nuts was when a character set aside a batch of PASTA DOUGH 'to rise' #pasta doesn't have yeast!! #it does need to REST but it will never RISE #you do not want an airy crumb on your noodles
lovesodeepandwideandwell: #THE ONE WHERE THEY MADE COOKIES BY LADLING BATTER INTO A TRAY
Some other topics:
ANIMALS:
catenarwhal: #mandatory 'how cows produce milk' mention#i'll never recover from that one I fear
piromantic: #one time i saw someone fake their way through describing how spiders behave
pluto-lichen: horses
misskittypotter: #stardew valley faking its way through what fresh fish smell like
pa-pa-plasma: #saw someone faking their way through knowing what a seal is once #i still am fucked up over that one to this day. they just straight up did not know #& they were NOT good at guessing it either like it was clear they had never googled that animal ever #& was only just now realizing via answering questions from anons that seals are not!! what they assumed. initially
SEX:
dykevandyke: #what a prostate is #and where it is located #as in. external.
dreamyeyedrose: #I remember back in the ff.net days reading an Ichigo/Renji fic where the writer assumed the penises go inside each other #and I was like “I mean I don't know how it works for sure I don't have one but idk if that's how it works”
SOME OTHER FOOD STUFF:
thetrekkiehasthephonebox: #add another one to the list bloggers#this character is cooking a salad
shosta: #still baffled about the published work that didn't know food could freeze
sun-dari: #once i read a fic where the author didn't understand cinnamon
alto-tenure: #read something recently where the author was just. blatantly wrong about spices
dramatic-dolphin: #i saw someone try to fake their way through what ramen is once. like 14 years ago.#but i remember.#i was very confused about ramen for a few months. they were writing it so authoritatively.
the-celery-stalks-at-midnight: #i will never ever forget someone putting leftover fries in the microwave to reheat them and setting the timer for five minutes
typeghost: #this sparked a memory of a hannibal fic where the author had to fake their way through writing about gravy
draculin: #the one fanfic where the author knows about coffee only as a concept wrote a character as a coffee drinker#was very interesting#I don't remember the fandom or the plot but I was mesmerized by the coffee actions and choices
11235811235811: #there's a lot of faking their way thru congee in the svsss fandom i'll also note
fishali3n: #read one where the person clearly didnt know what tofu is
emmy-everafter: #in the aftermath of shadow and bone s2 i saw a lot of people pretending to know what stroopwafels are #babes they are more like cookies than breakfast waffles #like yes there is a waffle pattern but you're not gonna cut into a stack of them with syrup and sugar#🤣🤣🤣
NON-FOOD STUFF:
red-umbrella-811: Shoutout to Dame Agatha Christie for faking her way through what a wrench is in a very popular published work.
bluebeetle: #once saw someone have a character put an entire phone book in their pocket
nonametis: #- sex talk in languages other than english #<- or just the petnames in a different language other than English
sadisticpony: #the fanfiction i saw this week where op DIDNT KNOW HOW AUTOMATIC DOORS WORKED #and that they arent in peoples homes!!! of course. also opening the automatic door for someone is unironically very funny but its not #its not like. grabbing the door handle to let someone in. helpppp
danmeichael: #reminds me of the fic with the figure drawing class where the character started with the feet. #i love you feet first figure drawing author
meowmix1100blr: #me watching this one fic absolutely obliterate what the board of directors does
vexedhexes: #one time i read an architect character making a doorway bigger by building a bigger door #what a beautiful world. #OH. also gravity falls fic where they go 'oh piedmont is in california so its warm all year round'
leveragehunters: #characters going to a beer garden #And it's literally a garden outside the pub#It was a very cute mistake
fitofpique: #yes! #grown men do not get blind drunk off two beers #but i am possibly guilty of the hypothermia one #assuming it does not make you very horny?
dadvans-likes: #always thinking abt the soup kitchen fic #the entire setting of the fic was 'soup kitchen' #and i very quickly realized #the author did not know what a soup kitchen was #and they thought that soup kitchens only served soup #fic
msmargaretmurry: #i love fanfiction #once read a fic where the characters played 20 questions #but the author seemed to not know how to play 20 questions and was just kind of winging it........ #immaculate
shakespeareaddict: #Look I know not all of us are hockey experts #But it takes about ten seconds of research or any attention paid to the show to realize #That the Stanley cup playoffs are not in fucking September
baejax-the-great: #the funniest one i saw #was someone faking what church is like #like 1. they really didn't have to write an entire church experience for their fic #and 2. they had clearly never even watched a show where people went to church #it was bonkers weird
twosunson: #things ive seen authors faking #knowing how to unclog a drain #knowing. literally any history #knowing what ketamine looks like (apparently- oregano) #(you know who you are)
waterhorseyblues-ao3: #beltane being celebrated in winter #wales being portrayed as a completely separated land from england (i wish) #characters getting up after weeks of bedrest like that dosnt completely fuck you up
violetfairydust: #i once read a fic where the flight time from london to seattle was 3 hours
purekesseltrash: One time, in a fic set specifically in Des Moines, IA, two of the characters casually drove 20 minutes to the ocean. The memory continues to delight me. I want to know where that author thought that Iowa was.
[Image description: the famous black and white photograph of the assassination of Spanish fascist politician Luis Carrero Blanco, in which his car is launched into the air several storeys by a big explosion. End ID]
really obsessed with that pig video. the pig just looks so perfect that i cannot believe its a real living animal. its not ai its just the worlds most lovely pig. i cannot stop looking at it its just such a nice pig
every day it just concerns me how little compassion people have. no compassion for those living in the global south. no compassion for immigrants. no compassion for disabled ppl. no compassion for addicts. no compassion for prisoners. no compassion for children. like holy shit ...
i made a separate post about this but actually there are plenty of people cough white people who care about animals more than they ever do human people . not what i'm talking about make your own post
discord letting you have custom emoji has really ruined my ability to communicate effectively on other apps. what do you mean i cant send jalute. what about givehand. cryingpat. torment. sittinghere. tvek. cant even send my wonderful beloved frogheart. whats the bloody point
She got the idea for the study while walking with her advisor at Stanford to discuss her thesis topic, and the paper she eventually published in the Journal of Experimental Psychology in 2014 is sharp enough that it should have ended the seated meeting on the day it came out.
She ran 4 experiments on 176 people. Same person tested twice. Once sitting, once walking. The creativity tasks were the standard ones psychologists have used for decades to measure how good a brain is at generating novel useful ideas.
81% of participants in the first experiment produced more creative ideas while walking than while sitting. In the second experiment, 88%. In the third, 100%. Every single person walked into a more creative version of themselves. On average, people generated 60% more novel useful ideas the moment their legs started moving.
The skeptical question is the obvious one. Maybe it was the fresh air. Maybe it was the scenery passing by. Maybe it was the change of environment doing the work, not the walking itself.
Oppezzo killed every one of those explanations with one experimental decision. She put people on a treadmill facing a blank wall. No scenery. No fresh air. No environmental change. Just legs moving in place while staring at white drywall. The 60% boost held.
Then she ran the experiment that closed the case completely. She took participants outside in two conditions. Half of them walked through a Stanford courtyard. The other half were pushed through the exact same courtyard in a wheelchair. Same outdoor stimulation. Same scenery passing at the same speed. The only difference was whether the legs were moving.
The walkers produced dramatically more novel high-quality ideas than the wheelchair group. The outdoors did almost nothing on its own. The walking did everything.
She also tested the opposite kind of thinking. Convergent thinking. The kind where there is one right answer and you have to narrow down to it. Word puzzles where 3 words share a hidden fourth word that connects them. The seated participants did slightly better on these. Walkers got slightly worse.
Walking is not a general intelligence enhancer. It does one specific thing. It opens up the divergent search inside your brain. The part that generates options. The part that produces unexpected connections. The part that takes a problem and finds five ways into it instead of one.
When you need to converge on the single right answer, sit down. When you need to find the answer in the first place, get up.
The mechanism is now well understood. Walking selectively activates what neuroscientists call the default mode network, the system inside your brain that runs when you are not consciously focused on anything. The DMN is where mind-wandering happens. Where memories cross-reference each other. Where ideas that have been sitting in separate folders inside your head finally bump into each other.
When you sit at a desk and force yourself to concentrate, you suppress the DMN. When you walk at a natural pace, the executive part of your brain gets just busy enough handling the walking that the DMN comes online and starts doing the work that focus was blocking.
The most useful finding in the entire paper is the one almost nobody quotes. The boost did not turn off the moment people stopped walking. Participants who walked first and then sat back down stayed elevated. Their next round of seated creativity work was still significantly better than people who had been sitting the whole time. The rest lingered for at least several minutes after the legs stopped moving.
You do not need to do creative work while walking. You need to walk before the creative work. The brain holds the state.
I feel like . A lot of Being Autistic is giving people way too much benefit of the doubt cause you're trying not to have a social anxiety paranoia doom spiral but sometimes they really and truly just are treating you like that & you have to be the crazy one & be like I know you're fucking lying to me
Like oh yeah no it's not that I didn't notice. I've just been ignoring it. Yknow. Which somehow feels worse and stupider than if I really didn't know any better
I'm always being *just* aware enough of social cues to be like hey I think you guys all secretly hate me? But that's crazy, right. Meanwhile the whole groupchat is like this
[ID: a simple drawing of two cat figures; one wearing a propeller hat says "do you like my silly hat?" & the other replies, "you are an enemy of christ." /end ID]
OK so i looked up the show, and whoaaaa. fascinating. gr8 article.
The state worries about obscenity, about moral corruption, about the “male body economy” sliding toward something unrespectable. But the demand these women are expressing is not primarily for bodies.
What many of these women are hungry for is not just to look at beautiful men. It is to be in a room where their presence, their enjoyment, their feeling is the entire point of the evening. In ordinary life, this is rarer than it should be. (source)
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 normally tag these posts “specific ass machines” after a minor meme that blew through Tumblr, but I was tempted to tag this one “specific boob machines”.
