A strange solar storm caused electrical problems aboard the Hail Mary. A worried Grace finds Rocky amid the chaos. Rocky’s dazed and confused after waking up human. Completely overwhelmed by painful blinding lights, colors, smells. All strange things he’s never experienced before.
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“coming from a place of respect” there is nothing respectful about a comment like this. this is exactly why I say witch hunt, speculations and accusations harm the writing community as much as ai does, if not more.
I am not saying “you’re an asshole if you think a fic is ai”. I have come across fics that I believe were ai-generated. but instead of asking (accusing) the authors, I make my own decisions whether I’ll continue reading for the benefit of the doubt or quietly exit the fics and look for something else to read.
because with every accusation like this, there’s always a chance of a genuine, innocent writer getting wrongly accused.
last but not least, fanfic writers do NOT owe you anything. they write for themselves and their own enjoyment. their ao3 accounts are their houses and they were kind enough to let you in their houses. for free. (you get to read things for free.) you don’t go into other people’s houses and tell them “actually I think the way you decorate your room is sus. did you actually do it yourself or did you ask a robot to do it for you?”. THEY 👏🏻 DON’T 👏🏻 OWE 👏🏻 YOU 👏🏻 ANYTHING. and I say this as someone who is not a fan of ai fics. if you don’t like what you’re seeing, quietly leave.
*the following is not about the fic in this specific post. in general, I still strongly believe people who let ai write for them should tag their works as ai accordingly. but if we want more people to be honest about it, we’ll have to stop shaming and harassing people who actually tag their ai-generated fics accordingly. harassment is never justified. not to mention, it will only make “ai writers” refrain from tagging their ai-generated works as such. and then there’s no way for anyone to know for absolute certainty if it’s ai. therefore the raise of witch hunt.
to be honest—and I'm usually honest—I've been adding EVEN MORE emdashes into my writing thanks to bullshit like this
I love using them—who wouldn't? I used to pare them down because, left to my own whims, it can end up being a little over the top. but I am now—right at this moment—fully taking up residence in my over the top era.
all original writing. no LLMs in any way shape or form.
SO MANY FUCKING EMDASHES
fuck the haters—reclaim what's ours and what they're trying to steal from us.
be the ungovernable force you want to see in the world
My hope is that anyone who sees me and my family out celebrating this weekend knows that we are celebrating Americas birthday, the invention of hot dogs, and explosives and NOT the horrible current management we find ourselves under
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At the gate for my flight home from visiting friends and there's a woman here with a service Shiba Inu. No pics because he has a Do Not Disturb vest and taking pics of strangers is illegal but I need to stress how ON DUTY this animal is. Ears up. Eyes doing Lazer scans of everything. Examining everyone who passes within 10ft like a security guard. Ass planted on her feet. I have never seen a dog with such intense chivalric guardian energy before. He has tiny eyebrows and they are FURROWED with concentration.
Man behind me having unhinged phone conversation. There is an internationally famous dairy in the area I was visiting and he was commissioned by the lady on the other end of the phone to collect specific cheeses from there. The lady is very high strung about the type and condition of the cheese.
The man does not know from cheese. The man "ain't never seen no cheese but orange before" and "I showed ya list to the cheese lady so if it's wrong it's her fault ok?"
I am 80% sure she sent him there for a really specific bleu cheese, 40% sure he does not have the very specific bleu cheese, and 100% sure he's done with her shit.
Our flight is delayed.
He does not have the cheeses in a cooler, just a regular backpack.
I need to emphasize that there is no cooler bag in the backpack. He has Jansport backpack that is jam-packed with cheeses. There is apparently $405 dollars worth of cheeses in that backpack, which I know because he has been trying to get the lady to venmo him the expense, which she has failed to do. It is unclear whether his relation to the lady is romantic, familial or what, but I'm leaning towards "what".
Two more people have joined us. One is a very elegant man with a perfect manicure in a tailored business suit, the other is a neon-haired person of indeterminate gender wearing a fox kirigumi. The Shiba Inu has been staring at the latter for three minutes now.
Cheese man has been demanding payment because apparently he went like six hours out of his way and paid with his own money and between the cheese and price of gas, he is pretty sure he does not have enough money in his account for an Uber home.
The lady is FLABBERGASTED that he is demanding payment at all, as she was under the impression he was doing this for her out of the goodness of his heart.
He's not having it. He's insisting she told him she would pay him back- he would have gotten her maybe one cheese somewhere closer to his business in the area out of love, but he went out of his way because she agreed to pay him costs+ extra to cover it.
"YOU ALWAYS DO THIS! YOU ALWAYS DO THIS AND I FALL FOR IT EVERY TIME! NO! NO! FUCK YOU! IF YOU'RE NOT GONNA PAY ME, YOU DON'T GET FANCY CHEESE."
"OR ELSE WHAT?"
"I'm gonna-? THE BABY SHOWER? MONICA CAN'T EVEN HAVE THIS CHEESE SHE'S PREGNANT!"
"The cheese lady asked if it was for someone because the mushrooms or whatever in the cheese are dangerous for the baby or something?? You wanna poison Monica?"
"WHY WOULD I LIE ABOUT THAT?"
"YEAH OF COURSE I GOT THE CHEESE, THATS WHY I DON'T GOT MONEY FOR UBER!"
"YEAH, GO TELL! GO TELL MOMMA I STOPPED YOUR STUPID ASS FROM KILLING MONICA OR THE BABY! FUCK!"
*hangs up phone*
*head in hands, borderline hyperventilating*
The man in the three piece suit is in the chair next to him. He waits a moment, then reaches into his carryon and pulls out an entire bottle of wine with the TSA pre check sticker on it, and taps cheese guy on the shoulder.
"If your friend doesn't want it, would you be amenable to having it right now?"
1. This is some fucking great Camembert. I have compensated cheese guy accordingly. So have like six other people. He's recouped like half his losses.
2. Cheese guy is crying a little about the cash and opening up about his problems. The cheese lady is his younger sister. Suit guy is being very generous with his Pinot Blanc. We are having a picnic/improv family therapy session.
3. This is apparently the latest in a long string of his sister asking for something and then flaking when he asks to be paid back. Started with paying him back only some of what he was owed, then claiming something she paid for him was of equal value when it was not, then recently telling him his memory is wrong and he said it was a gift or that he'd do it for free.
"Yeah, the specific thing of trying to convince you your memory is unreliable is called gaslighting and it's really fucked up." I say
"yeeeeah. The other stuff I forgave because she's never really had a good job so she can't pay me back all the time but at least she was making an effort y'know? But that was. That was over the line."
"If you haven't already, check on the rest of your family's finances. My brother started trying to gaslight everyone when he started stealing from our parents." Says Pinot Blanc.
4. Shiba Inu Lady has purchased a cheddar. Apparently, the dog's name is Donut, and he's her service dog because she's severely visually impaired.
"Oh, he's a guide dog?" Asks cheese guy.
"oh, no." She laughs. "He's too short, and the way my eyes are, it's easier for me to navigate with a cane. No, the problem I have is that some morally impaired people see the cane and think they can get away with stealing my bag or assaulting me because I wouldn't be able to give a description- which is wrong, but rather than deal with that I got Donut, and he helps me by howling at anyone who gets in my personal space and biting anyone who grabs me!"
"Uh." Says Kirigumi. "He's been staring at me do I need to back up or..?"
"Ohdear! No, no- He wasn't looking at you! He loves cheese but he knows he's not supposed to beg so he decided the way to deal with something he wants but can't have is to stare in the other direction."
"OKAY!" Says Kirigumi. "I'm wearing fox pajamas and thought like. He thought I was another dog or something."
"No, no- he doesn't care about dogs, and you get a warning before he goes for the calves. Very helpful, when I was living in Italy!"
"Oh what part? I have family in Tuscany." Says Pinot.
"Does he want a cheese? There is still so much cheese." Says cheese guy.
1. Cheese guy has sold all but two or three cheeses that he an Pinot are going to eat on the flight.
2. I know they're planning to continue because Pinot talked to the gate agent so he and cheese guy can sit together and talk about family drama and cheese.
3. Pinot has been teaching him about different types of cheese and how to enjoy them.
4. Cheese guy apparently repairs computers and other technology devices for a living and is currently doing the software version of scraping barnacles and other crap off Pinot'macbook.
5. Pinot is now convinced that cheese guy is the smartest and most interesting man in the world.
Ok so the Wifi wasn't working on the plane (also like, nonstop turbulence) and also they got seated in a different row from me, but:
Now that I've heard the word aloud, and they are an astrophysicist. Who correctly believes in being comfy as fuck on planes. They are also familar with the concept of a meet-cute and is rooting for them too.
Got to walk the nice lady and her Tactical Assault Shiba to her next gate because it was on the way out and talk for a bit. Donut is called that not because he is the color of a Donut (which he is) but because he likes to sleep curled up in a perfect circle. He has a sister who does the same thing named Bagel.
Lost track of Pinot and Cheeseguy for a bit but when I saw them again at Baggage claim, Cheeseguy was holding both their jackets, and Pinot was on the phone to his hotel about "Well do you have any rooms with TWO beds?". The rest of the call indicated that yes, there were rooms with two beds, but Readers, I Had A Moment.
:)
Anyway, it's 2AM, I need to sleep, if you feel like supporting this kind of hard-hitting reporting, I have a Tip Jar!
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all i want for 2026 is that gigantic rancid AI bubble to finally burst in such a catastrophic way that the consequences will be so good and i'll never have to see another AI generated image ever again
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’m going to level with you. I have listened to The Devil Went Down to Georgia for most of my life. We were a country music household, this was a staple of my childhood along with Johnny Cash, Garth Brooks, and that one Chipmunks country album.
I have no idea what “Fire on the mountain run boys run/The Devil's in the house of the rising sun/Chicken in the bread pan picking out dough/Granny does your dog bite no child no” means and at this point I’m too scared to ask.
this is the key part of the song, that a lot of people miss. people have this misconception that the contest between Johnny and The Devil is about who is the better fiddle player. but it isn't. its about who is the better fiddler.
in a time before things like radios and record players, every time you heard music was because there was somebody in the room with you playing an instrument. and many, many, many social events involved dancing, which requires music. so, if you're planning any kind of gathering in the american south or appalachia, you need to find a fiddler. and the fiddler's job is to play music that everybody knows and likes and can dance to.
the mistake The Devil makes in his bet with Johnny is that he misinterprets the contest as being about technical ability, so he has this big flashy song. he plays fast and impressively with a band of demons playing unfamiliar instruments in unfamiliar rhythms. he's definitely more skilled at playing than Johnny, and thinks he has it in the bag.
but Johnny wins because the contest is about being the best fiddler. the song uses these lines mentioned above as a shorthand for saying that Johnny is playing these songs. Johnny launches into a set of the most popular songs, played well, and that's what gives him his big win. A good fiddler knows all the hits, and can read the room to know what to play next. The Devil loses because he completely fails to read the room, and doesn't know the right songs.
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They're squeans I'm pretty sure! If they pop like that anyway. But the term for this kind of "symbol to refer to the general vibe of something in art" is called "Emanata" because it emanates from a person or object.
"the education system traumatizes students it deems stupid" and "the education system traumatizes students it deems gifted" are two concepts that can and should coexist.