Streaming soon. I missed drawing Alastor & Creon when they’re alive. Reworking demon designs. Click here to go to Twitch (Firefox doesn’t like Twitch embeds)
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'll be taking a break from Blue Fire, while I work on other projects
So this is the LAST chapter to be drawn fully as a comic.
That doesn't mean the story is being discontinued.
Instead, I'm going to be continuing it in comic-prose hybrid. Think of it as mostly light novel style, but with some sprinkling of manhwa frames and some illustrations. So a mix of both mediums. This was the only compromise I could think of if I wanted to finish this story without crashing out hard.
Blue Fire was never my main stories, and I have other stories I want to tell. Plus I'm getting old and tired easily. Reality just hits hard, especially now. This was the only realistic way I could think of going forward for most of my stories.
For now, I'll be working on some video projects and other cringe fanart. And then I'll be writing up a storm. See you then, but you can also find me on YouTube and Twitch. Thank you everyone for your patience.
The rule could have heavy impacts towards trans people across society.
Last week, the Trump administration quietly released a sweeping new federal rule that would use funding threats to force institutions across the country to reject transgender people. The 400-page proposed regulation would codify the administration's anti-trans executive orders into binding federal policy, imposing a blanket prohibition on federal funds going toward "gender ideology"
The proposed rule, formally titled "Regulation for Federal Financial Assistance," rewrites the government-wide framework governing all federal grants across every agency. Among its most consequential provisions, it requires that before a federal grant recipient can receive money, the award must pass a "pre-issuance review" conducted by a political appointee—not a career expert or peer reviewer—to ensure it is "consistent with applicable law, Federal agency priorities, and the national interest." The regulation explicitly instructs these appointees to screen for "denial by the recipient of the sex binary in humans or the notion that sex is a chosen or mutable characteristic." [...] An institution that acknowledges transgender people exist—through its policies, its training, its healthcare, its bathroom access, its HR procedures, its name-change processes—could be deemed to "deny the sex binary" or to “support the notion that sex is mutable” and have its federal funding blocked.
Importantly, the gender ideology prohibition has no age limitation—hospitals could be targeted not just for providing care to minors but for providing gender-affirming care to adults, because prescribing hormone therapy to a transgender patient of any age could be deemed promoting the belief that "sex is a chosen or mutable characteristic."
This is all very bad and horrible, but I want to be clear that it’s worse and more sweeping than just eliminating trans research.
This torches everything. And I do mean everything.
A very abbreviated list of its ramifications include (but are not limited to):
ending funding for ALL DEI related initiatives
allowing the government to terminate grants at any point for any reason
preventing researchers from publishing, going to conferences, and being part of academic societies
requiring that topics must support the president’s agenda.
What this means, and if anything I’m under selling it, is the death of science and research in America. It allows the government to restrict any topic they please at a whims notice, putting officials who have no background in the topic in charge of deciding funding continuity. It controls what gets researched and if/how researchers are allowed to share their discoveries. There are no books to burn if the government never allows them to be written. This is fascism plain and simple.
Please, if you only ever write one public comment, this is the one to do.
Bringing back this guide to writing an effective public comment. This gives you the basics you need to know, what you need to include, a basic outline you can follow, etc.
Public comments are not a vote, it is a chance for you to say "here is an issue with this law I think you need to address" and provide justification for legal challenges if it goes forward:
"Comments raise the bar that agencies have to meet when making a rule; “if an agency fails to adequately respond to significant, relevant comments in a final rule, members of the public may seek to challenge the rule in court on that basis and claim it could be struck down.ˮ"
But also, if possible, don't stop at writing a comment. Don't stop at calling your representatives. You should ideally be talking to people in your community about this and organizing resistance on-the-ground; there is a good chance people are already doing that even if you aren't hearing about it.
Always remember that the EU did a study in 2013 about the effects of piracy on media publishers and found that there is no correlation between piracy and sales! (And then they tried to hide that study bc that's not the result they wanted)
So piracy is at worst not even a problem, and at best it's free advertisement.
Source: (the link to the actual study is in the article)
In 2013, the European Commission ordered a €360,000 ($430,000) study on how piracy affects sales of music, books, movies and games in the EU
hi! carey means needs help still - he's the voice actor for frylock in aqua teen hunger force! adult swim screwed him badly and pays no residuals and barely paid him during the show's run. he has heart failure and survives on con earnings, plushie sales, and donations while waiting for disability to get back to him. posts used to make the rounds for him, but haven't in a while, so i wanted to make a new post!
if you'd rather buy a plushie - here's the shop he and his wife run!
While I've never really watched this show or been invested, I can't stand for how shitty this situation is. How the feck does Adult Swim get away with not paying these talented peiple?! I really hope these people get the help and funds needed
A tribute piece of crossover fanart for Knights of the Light Table's work on what's now two of my favorite music videos of all time: Starlight Brigade and Neon Odyssey. I was so moved and inspired by their latest animation, and the pure artistry and passion that went into it, that I had to draw something to celebrate both with a shared theme of space.
Thought it be cool to team up Strive and Pyke in one image. They're my big favs and I really wanted to do them justice while pushing myself on the background to hopefully capture that wonder and awe of space. :)
Starlight Brigade
Neon Odyssey
ok so, I approached my local library with a proposal to donate a mural as a way to A: build portfolio/gain practical experience and B: give back to a beloved public institution. The director was very enthusiastic about it and i've been working on it since the beginning of March. Come with me as I endeavor to paint what is in all honesty an excessive amount of birds
I wanted the birds to look like they were actually in the space so first thing after doing the draft was to do a lighting study
after that I covered the walls in letters in lieu of a projector/vr headset bc i have neither of those :) Then i take a picture of the section of wall and superimpose the lineart over top of it so I can pencil in the lines
et voila
and that was a whole week on it's own so next comes the paintin' >:)
my chains are broken i am FREE. although i did have a great deal of fun with this, the barring on the wings itself took me like four days and i am READY to move on
this was a week and a half of continuous work so please excuse me for getting a little emotional in the bg 🙏
BIRD NUMBER 10!!! The Male Mallard Duck, Anas platyrhynchos
the male and female ones are gonna be posted separately bc they're taking a lot longer lol but yea! super happy i was able to capture the iridescent green of the head, i found metallic green and blue paint at a craft store that really made his head POP. it looks better in person i promise
ALSO!! As this is the 10th one, BIG announcement. The end is in sight!!!!! I plan to finish within the next 3 weeks and there will be a small dedication ceremony/ unveiling happening at the library to commemorate its completion on the 16th of May. If you live in the Western New York region and want to check it out for yourself shoot me a dm!
Also thank you everyone for your kind words and support throughout this whole process, it's been a genuine treat thinking there are potentially thousands of you out there cheering me on while I paint this 🥹
we're movin right along with bird numero 11!! The lady Mallard!! Anas platyrhyncos
the 16th is looming in the distance so i'm trying to get thru these as quickly as i can so i can have as much time for the GBH as possible. i still need to do the names next to all of them so i've got about a week and a half to finish everything which is GREAT because i have adhd and nothing gets my ass in gear like a fuckin deadline, let me tell you
power couple that they are, here's bird number 12 and 13,
the Northern Cardinals, Cardinalis cardinalis
and NOW that they are complete, ITS GO TIME, in the next five days (library's closed for mother's day 😭😭) i need to have the GBH fully rendered, the names of the birds vectored, weeded, masked, applied to the wall, and then painted, plus additional cattails throughout. I may be able to get away with just getting the GBH done in time for the unveiling and then just have the names and cattails added later, but i'm gonna really try to get it all done in time. BUT, i have a plan. Part of why i take so long on these is because i really am just figuring it out as I do it lmao. there have been many a time where i am sitting on top of the ladder googling "how to paint birds" but I think if i take the time tomorro to do all that figuring out how to approach it beforehand, this will go a lot faster. I may also recruit some of my artist friends to help with the placing of the names... hrmm we'll see.
Anyways, shout out to the librarian who tracked down exactly the thing i needed so i could figure out where to place the highlights in my birds eyes, ur the real mvp
thank you to everyone who reached out or got excited about this project, it genuinely gave me the fuel i needed to keep going. In total, the 480+ total hrs it took me to cover this wall pales in comparison to how long its expected to spend on there, hopefully imparting a sense of beauty and love for the natural world to the next generation and here's hoping i'm only getting started with these.
dailybridgerton
pixelskylines
theartofmadeline
vaporwave
origamiaround
areudirty
