hyperfixating on d&d

cas/clay/zenith, he/they/xe, an actual idiot and exhausted nerd | i ramble about fandoms and sometimes nothing at all | art and fic may make appearances | thunder_and_stars on ao3 | polyfrag did system

[krismasdreemurr00]

[witheringsapphic-deactivated202]

please reblog this until i find my true love. i am so alone

[tables-but-with-a-very-long-name]

Made it poly friendly

[witheringsapphic-deactivated202]

oh hell yeah even better

[courtjester69420]

Made one for aromantic trans people 👍

[queen-mihai]

Reblogging for poly people, mono people, and people who need their keys

[sassyphantomkoala]

Thank you for reminding me of my privilege, by helping me remember that as an allo person I never lost my keys.

[nudesornaw]

if you’re having a bad day, here’s a cute little marching band

this actually made me cry with joy also one of them is eating noodles

[readsquirrel]

It just keeps going and getting better. *^^*

[involuntaryorange]

Me two minutes ago: “cry with joy? an animation of cats playing instruments made someone cry with joy?”

Me now: (sobs into a tissue) “OH MY GOD THAT ONE IS PLAYING TWO RECORDERS AT THE SAME TIME” (blows nose)

[son-of-a-tenth-place]

CAT PARADE IS BACK

[cricketcat9]

ALWAYS reblog Cat Parade! 💕💕💕

And one of them has a little duck on its head 🤣

[grogusmum]

I’ve been blessed with the kitty marching band! I love them 💚🥰

[oonajaeadira]

GIVE YOURSELF A 2 MINUTE PRESENT.

YOU DESERVE TO STOP AND EXPERIENCE A SIMPLE JOY.

[tawnyontumblr]

Never not reblogging the cat parade!

[darklordreasonable]

Mildly annoyed that this isn’t actually the full video, so here it is:

[darklordreasonable]

#i vaguely that there was a sequel to this that was HD

Apparently you correctly!

[the-haiku-bot]

#i vaguely

that there was a sequel to

this that was HD

Beep boop! I look for accidental haiku posts. Sometimes I mess up.

[charaznablescanontoyota]

words of wisdom from wikipedia this evening

[stahsm]

Overlock Stitch by @clothes_reetzy

[going2hell4everythingbutbeingbi]

top five ways to conclude your thesis

so yeah

and I stand by that

thanks for reading

you get it now right

call me with questions I really want to talk about this more please please please

[aroace-ryland-grace]

the sewing machine is like if a horse and an inkjet printer had a child

[alanaisalive]

The other night husband and I were watching a documentary about the yeti where they were doing DNA analysis of samples of supposed yeti fur, and every one of them came back as bears.

Anyway, the next night we watched a thing about some pig man who is supposed to live in Vermont. People said it had claws and a pig nose but walked upright like a man. Now, I happen to know that sideshows used to shave bears and present them as pig men. So every piece of evidence they gave of this monster sounds to me like a bear with mange.

So now the running joke in our house is that everything is bears. Aliens? Bears. Loch Ness monster? Bear. Every cryptozoological mystery is just a very crafty bear.

Bears. They’re everywhere. Be wary. Anyone or anything could be a bear.

[iguanamouth]

oh shit

[throughshadow-to-the-edgeofnight]

[alanaisalive]

As the OP of this post, I’m going to threaten that if this gets to one million notes by the 10 year anniversary on 1 June 2026, one year from today, I will get a lower back tattoo of the loch ness bear monster.

[nattousan]

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' >:)

[nattousan]

and now, the birds

Birds 1 and 2/14: Red Winged Blackbird, Male and female, Agelaius phoeniceus

[nattousan]

Bird 3/14, American Robin, Turdus migratorius

[nattousan]

hoo boy, ok *out of breath*

GIVE IT UP FOR BIRD NUMBUH 5, THE CANADIAN GOOSE, Branta canadensis!!!!

this guy took me about 4 days to completely finish, all of those freakingk coverts were a bear to render

[nattousan]

speaking of obnoxious coverts:

bird 5/14, Bluejay, Cyanocitta cristata

the friggin stripes almost got me chat, i may not make it

[nattousan]

Madam....

[nattousan]

birds 6 and 7: American Goldfinch, Spinus tristis, male and female

pleasantly simple to paint! next is the flickerrrrr

[nattousan]

*melts into goo*

BIRD NUMBER 8, (yellow shafted) NORTHERN FLICKERRRRR, Colaptes auratus

genuinely made me start questioning my sanity around day 3, it's half the size the of the goose, WHY did it take me 4 days to finish??

nothing but pain and suffering, i'm sure hope the next bird will be much easier and with FAR less barring :)

[nattousan]

in other news, I am losing my mind hairline

[nattousan]

SHE'S DONE!!

Bird number 9: Red-tailed hawk, Buteo jamaicensis

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 🙏

[nattousan]

*does a little jig*

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 🥹

[nattousan]

aaaand another one bites the duck,

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

[nattousan]

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

[nattousan]

thanks for the reminder, kid

[nattousan]

at long last, we've reached the end...

Bird number 14 out of 14,

The Great blue heron, Ardea herodius

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.

i'll see y'all soon :')

[justalurkr]

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.

[irispurpurea]

This is the paper. It's excellent, highly recommend reading it.

I remember reading about Gebru's firing but I had no idea this was the paper she was fired over.

[steampunkforever]

I would still use my turn signals in the Mad Max Wasteland. They'd call me "Signal" because I'd hit my blinker before ramming the enemy hot rods into the side of a desert ravine. I'd use my turn signal every time. They would respect me for this.

[kraken17]

"That is Signal, the Last Follower of the Old Law."

[teaboot]

“Why are you scared of dating” I’m not scared of dating, I just haven’t found anyone’s company to be more enjoyable than my own. And also I don’t care

[justlightmeonfire]

I just don't want anyone to steal my very cursed amulet

[teaboot]

Also the amulet

[whimsicalmayhem]

Is that you talking? Or the amulet? Are you SURE a new hand doesn't want to touch the beacon?

[teaboot]

The amulet and I are not currently looking for a third

[madeofklay]

I saw this perfectly in my head and had to recreate it

[teaboot]

Holy Shit

[pitchburgh]

saw someone trying to roast this guy on reddit but all the comments were just like "fuck off, that's based"

nature is healing

[augustdementhe]

FUCK YEAH.

[this-machine-k1lls-fascists-dea]

Really happy to see this at my local library

[oracleanne]

OOOOH. *happy YA librarian dance*

[thessalian]

I want this in every library, everywhere. After all, some kids won’t even google this stuff because they don’t want parents/siblings checking their browser history.

[adventurer-c]

This is really awesome. And if you’re not familiar with how the Dewey Decimal system works - the numbers subject-based, which means these numbers are applicable in EVERY library. So if you see something you want to research on this list - look for those same numbers in any of your local libraries.

[jkfngkjwnfgkfnkslf-deactivated2]

This is wonderful.

[the-woman-of-belgravia]

Reblogging to possibly save a life

[blue0909]

Please stop being nonbinary too. God only created one gender. You must conform to that.

THERES ONLY ONE NOW?????

[miketon]

[homoquartz]

i’ve warmed up significantly towards the concept of small talk ever since i learned that its sole purpose is to make friendly noises.

as long as you smile and nod, people are satisfied. it’s just to show that you are nice and there with good intentions. we’re small in a big world and have to rely on other people to be decent to us. so we do our little human dance to each other to say, “i’m not here to hurt you. here’s something we have in common, like the weather or sports or itchy sweaters, so we both know we’re on the same team. we both agree on a basic fact, like that it is rainy or that being itchy is uncomfortable, and this proves we can get along. i’m being light-hearted and non-threatening right now.”

small talk isn’t to get to know a person. it’s just a greeting to affirm you’re buddies in the universe.

i am motivated by wanting the other person to know i am friendly, so i have gotten pretty decent at small talk when i used to hate it.

[piratedgender]

[draconym]

I'm at a Gender Determination Party where we're competing to determine a baby's future gender.

what team would you join

human

homestuck

boy

sulphur

furry

cool S

crabgender

photorealistic horse

Voting ended onApr 4

[degenerate-perturbation]

Guests were invited to gender the party snacks

[degenerate-perturbation]

We have a winner!

[draconym]

[draconym]

The horse is in the hospital!!!!

[angelnumber27]

[honeysider]

[esynk]