Things Found and Recognized

[kolvar]

This is probably not an original thought, but ...

Is Elon Musk trans?

He over-performes masculinity.

Has gender affirming surgery -> dysphoria

Hates trans people which could be a hint to his suppressed wishes.

He worked in IT, as a lot of trans-persons do.

(possibly autistic, like 24% of all trans-persons)

Just a shower-thought

[elierlick]

Yet another new study debunked the basis for the anti-trans sports bans. It was never about sports but for creating legal avenues for exclusion and abjection. This is one of the largest analyses ever conducted, involving 52 studies and 6,485 trans people. Read the study here.

[lucieslucidity]

post so nice had to reblog it twice and force it down everyone's throats

[fleshengine]

At minimum about 4.5 thousand people liked this without reblogging it.

We gotta fix that.

[dancinbutterfly]

Progress.

Onwards!

[onthedriftinthetardis]

I can't access the full paper, but their conclusion is right there in the abstract:

While transgender women exhibited higher lean mass than cisgender women, their physical fitness was comparable. Current evidence is mostly low certainty and has heterogenous quality but does not support theories of inherent athletic advantages for transgender women over cisgender.

[patientno7]

the suffering never ends

[sinksanksockie2]

This is the real process

[thewritingbeast-blog]

Resources for you!

Character Ideas:

Character creation masterpost

Character Alignment Chart

More character alignment descriptions

Muslim Character questions

Characters with magical powers

Building a new character advice

How to create a character for an online or tabletop RPG (also a good guide on creating characters in general)

Royalty/nobility TV Tropes page

Basic character profile

OC masterpost

Random character generators - (1), (2), (3), (4)

D&D Character Building Tool

Character Design Ideas:

How clothing affects a character’s personality

Character Design Inspiration blog

Concept art, fan art, cool art to be inspired by

Character design references and inspiration

Sources for POC character design ideas and models

Create your own character model using HeroForge

For horned characters

Body and hair types guide

Random outfit generator

Naming Help:

Amazing site with an endless amount of naming resources

General advice on avoiding naming appropriation

Hispanic Surnames

Gothic Victorian names

Huge master list for character things in general

Masterlist of names of all types - including but not limited to ancient/old world names, Celtic, African, Northern European, Southern and Central American Native names, Japanese, Chinese, Mongolian, Polynesian, and more

Another name masterlist

How to pick a character name guide

Yet another names masterlist

Creating Background/backstory:

Character Sheet/Development Sheet

Another character development list

In-depth character personality, motivations and traits sheet

320 talents and passions for characters

On writing likes and dislikes that aren’t frivolous

Why you should write non-human characters non-conforming to the gender binary

Stereotypes, tropes, and archetypes

Random backstory generator

Assassin and thief character tropes to avoid

Character Interactions and putting your character into your world/story:

Comparing character height/height references

Characters who are scientists and writing about them doing science

Describing what different voices sound like

Describing skin tones

Writing friendship interactions that are platonic

Why having one character knock their friend unconscious to prevent them from doing something is a bad idea

Advice on shipping OCs with canon characters and what to avoid doing

Sweet Polly Oliver and Sweet on Polly Oliver situations (think of Disney’s Mulan for an example)

How to write multiple viewpoints/juggling a main cast of more than 4 to 6 characters

How to make readers care about your morally gray hero/anti-hero

On platonic OC and canon character relationships

How to avoid Godmodding in RPs

When it’s cheap to kill off a character

Writing dialogue

Things you shouldn’t do to canon characters

Avoiding purple prose in writing and RPs

Slang resources

Dialogue tips

Websites to chart your story/plot/character relationships

Bonus art masterlist!

[brucewayneright]

BLESS EVERYONE IN THIS POST.

[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.

[keresacheron]

Dinosaur cartoon.

[cryoverkiltmilk]

Important reminder

[geeky-fuckery]

This reminds me of the fact that "Ancient Egypt" goes back so many thousands of years, that the most recent "Ancient Egyptians" were already studying (even more) Ancient Egypt.

[charlesoberonn]

Not even the most recent ones. It was an Egyptian prince from the 13th century BCE studying and restoring artifacts from the 26th century BCE.

[charlesoberonn]

For context, the last Pharaoh, Cleopatra VII, lived in the 1st century BCE. Prince Khaemweset, known as "the first egyptologist", was as ancient to her as the pyramids and tombs he was studying were ancient to him.

[theaudientvoid]

I remember having me mind completely blown when I learned that the "New Kingdom" was pre-Bronze Age Collapse.

[oxeanic]

This has totally be mentioned in another fork of this post, but it reminds me quite a bit of Ennigaldi-Nanna's museum, a museum in Ur, c. 530 BC, which housed mesopotamian artifacts dating back in some cases to the 20th century BC

[margflower]

[priorwalterxxxii]

[dietspam16]

i’d never seen the follow up this is 1000x funnier

[felikatze]

URGH. Emmerich Holyblade and I just went to The Ceremony to receive our RPG Job Titles, and he OBVIOUSLY got Chosen Hero Sword Saint. So now he's gonna set out to kill the Demon Lord of Darkness.

Me? I just got Dark Mage. Honestly, it's pretty rare, but the job opportunities are also limited. You either get into covert assassination or dungeon raiding.

God, just because we're the only two kids in The Village, Emmerich Holyblade automatically assumes this makes us friends. He doesn't even realize I hate him and his stupid smug swordsman ass.

URGGHHHH he just asked me to join his Grand Hero's Party. fuck. I can't just say no if the Grand Holy King himself is gonna payroll us to do this shit. Whatever man. Let's rock till the Demon Lord of Darkness is dead, and then I can retire and never see Emmerich Holyblade again.

[felikatze]

Help me. I've been trying to quit the Grand Hero's Party but Emmerich keeps introducing me as his childhood friend to all the new fucking party members. I hate them all.

The tank Ferron Shieldson gives me bro fists hard enough to bruise. Sister Savantha Healier has tripped over her habit ten times in the past hour.

Elfdame Woodsworth the beautiful elf archer huntress keeps dragging deer carcasses to camp. I'm so tired of venison.

[felikatze]

I've been trying to have the Grand Hero's Party kick me out, but instead of undervaluing my Super Secret Invisible Debuff Technique (which looks like I'm just standing there) Emmerich Holyblade figured out it stacks with his Five Phoenix Absolution to hit the damage cap.

Outside of combat, I've done a lot of very invisible low-tier work nobody really needs, such as managing all of our finances and inventory, yet they keep fucking including me and praising my efforts when they're having a drink at the tavern.

Emmerich Holyblade spilled some beer on my shadowy cloak when he slung an arm around my shoulder. His breath stinks.

[felikatze]

I'm so tired of camping, honestly. Random Farmers and Shit keep inviting us to stay with them for the night, but their beds suck and I hate the food.

Our reputation really soared when we stopped one of the Four Demonic Kings of the East North South and West from destroying Capital City of the Holy Church Kingdom Nation.

Emmerich Holyblade insists my 70% Paralysis Debuff clutched the entire encounter despite dealing the Super Cool Omega Finisher, so everyone's asking me for autographs.

Shouldn't he know I hate social interaction if he claims to be my "childhood friend"?? LEAVE ME ALONE.

At least Princess Dowed Verily only has eyes for Emmerich Holyblade and his stupidly sculpted biceps. Weird he insists on ignoring her advances, though. Dude, you could be King. What the hell.

[felikatze]

Emmerich Holyblade truly is the worst. Princess Dowed Verily tried to have me exiled before the whole court, saying I'm just a leech on the Grand Hero's Party besmirching my "childhood friend"'s good name and status, but Emmerich Holyblade fucking defended me!!!

He said I'm invaluable to this party both as part of our battle plans, our day-to-day tasks, and as his "dearest companion". GROSS!!!

Doesn't he realize this was the PERFECT chance for me to disappear to another country???

Why did I think this Demon Lord of Darkness-slaying shit was a good idea in the first place?? Surely Emmerich Holyblade's boundless enthusiasm to be a do-gooder can't be an infectious disease??

[felikatze]

Another day, another trial. We journeyed to the Yggdrasil Holy Nature Origin Forest because it's said the Elves of the Yggrasil Holy Nature Origin Worldtree have the sacred sword Swordexcaliburn, the only weapon capable of permanently killing the Demon Lord of Darkness for good.

Except Elfsdame Woodsworth might be the Holy Nature Origin Princess, or something. I wasn't really paying attention to her dramatic backstory.

After we killed the Holy Nature Origin King (who was really one of the Four Demonic Kings of the East North South and West in disguise), Elfsdame Woodsworth the beautiful elf archer huntress just kinda gave us the sword.

It's sunset right now, and I climbed a tree to just overlook the forest in peace, ALONE, except Emmerich Holyblade "knew I'd do something like this", so now he's HERE. HE ALWAYS DOES THIS!!!!

Blergh. Now we're watching the sun set over the whole Holy Kingdom Church Nation. It's pretty, but that dumbass Emmerich Holyblade isn't even looking at it. Idiot.

At least he's being quiet.

[felikatze]

By the way, we beat up the other two Four Demonic Kings of the East North South and West, because we don't really have the time to show all this onscreen, you know? Nobody really cares about them anyways.

We've reached the Demon Lord of Darkness's Dark Demonic Castle Keep now, and we're striking tomorrow.

It's my last chance to quit if I don't want to beef it tomorrow (I do not trust Ferron Shieldson to shield me), but Emmerich Holyblade said he can't do it without me. HE, singular?? So everybody else can do it without me??

And to make matters worse, he said he'd tell me something after we beat the Demon Lord of Darkness. Why the hell tell me you're gonna tell me something??? Just tell me in the first place so I can ditch.

And besides, as if anyone could actually kill the goddamn Chosen Hero Sword Saint. At the very least, he's gonna survive tomorrow. Doesn't he realize how stupidly contrived his powerset is?? Dude, as IF.

I told him that, and he ran off. I'm never going to understand him.

One more day, and I'm leaving forever. Grand Holy King better pay up good, or I'm covert assassinating his ass.

[felikatze]

Inside the Dark Demon Castle Keep, we had to fight through so many waves of enemies, like Sister Savantha Healier's Evil Twin, who worships the Demon Lord of Darkness instead of the Goddess of Good Stuff.

But mainly I was just standing in the back. Debuffing is a crazy magic drain, so I did get super tired, but the most exciting thing I was involved with was when Sister Savantha Healier's Evil Twin threw her weapon at me in a last ditch attempt to take at least one of us down, but Emmerich Holyblade intercepted it. With his body.

Sister Savantha Healier just healed him after, though, so it's fine. I might've been mincemeat had that hit my squishy self. I'm a proud backliner, okay. But it was still pretty stupid and unnecessary, considering we have Phoenix Blessing Revival Potion Stones.

Demon Lord of Darkness up ahead... Just one more boss and we're doooooone.

[felikatze]

Anyways, the Demon Lord of Darkness wasn't even that cool. The orchestra was great though. I gotta see if the piano player survived the Dark Demon Castle Keep's collapse.

Everybody weakened the Demon Lord of Darkness with their own strikes, so Emmerich Holyblade could finish him off properly with the holy sword Swordexcaliburn.

Before he did, he looked at me with these fucking... star-filled eyes and bright smile, which made everybody else also look at me, which made the Demon Lord of Darkness laugh, so I just nodded at Emmerich Holyblade to go kill the fucking Demon Lord of Darkness already.

God, that took so long. I'm taking a vacation. I'm disappearing into a forest without any elves in it and never talking to another person ever again.

At least now I get to know whatever Emmerich Holyblade wants to tell me. It better be good, because it's the last thing he'll ever tell me.

[felikatze]

He, uh. He. Well he. Uh. Hm. Well. How do I put this. Well. Hm. Uhhhhhhhhhh.

E-Emmerich Holyblade, well, he.

Much to. To think about. yeah.

[felikatze]

I said yes.

[curejune]

[felikatze]

JUNE. JUNE WHEN I GET YOU!!!! aurgh i love these. thank you so much. how did you know i kept imagining emmerich as blonde. AND THE PIANO PLAYER IN THE BACK RHRGH

[blueboxbeagle]

By LabradoriteKing on Pinterest

[fuckyeahdwarffortress]

A handy guide for your Jewellers and Gem Cutters.

I accept payment in trillion-cut black diamonds.

Chop chop.

[writing-prompt-s]

Useful!

[midwinterhunt]

hot artists don't gatekeep

I've been resource gathering for YEARS so now I am going to share my dragons hoard

Floorplanner. Design and furnish a house for you to use for having a consistent background in your comic or anything! Free, you need an account, easy to use, and you can save multiple houses.

Comparing Heights. Input the heights of characters to see what the different is between them. Great for keeping consistency. Free.

Magma. Draw online with friends in real time. Great for practice or hanging out. Free, paid plan available, account preferred.

Smithsonian Open Access. Loads of free images. Free.

SketchDaily. Lots of pose references, massive library, is set on a timer so you can practice quick figure drawing. Free.

SculptGL. A sculpting tool which I am yet to master, but you should be able to make whatever 3d object you like with it. free.

Pexels. Free stock images. And the search engine is actually pretty good at pulling up what you want.

Figurosity. Great pose references, diverse body types, lots of "how to draw" videos directly on the site, the models are 3d and you can rotate the angle, but you can't make custom poses or edit body proportions. Free, account option, paid plans available.

Line of Action. More drawing references, this one also has a focus on expressions, hands/feet, animals, landscapes. Free.

Animal Photo. You pose a 3d skull model and select an animal species, and they give you a bunch of photo references for that animal at that angle. Super handy. Free.

Height Weight Chart. You ever see an OC listed as having a certain weight but then they look Wildly different than the number suggests? Well here's a site to avoid that! It shows real people at different weights and heights to give you a better idea of what these abstract numbers all look like. Free to use.

[narrettwist]

Homie gonna share this

[your-mom-friend]

@c-grace for practice!!

[prideknights]

Hey! I’m currently working on a series of embroidery patches, 16 designs in total. Here is the concept for the rainbow patch! ⚔️🌈

What do you think? Do you like this idea?

Yes! ⚔️🌈

No

Voting ended onFeb 22

Update February 16, 2026

Here is the sample of the rainbow knight embroidery patch. Super happy with the quality! All 16 embroidery patches are now available for pre-order until March 1st, 2026!

Prideknights.com ⚔️🌈

[kolvar]

I have read a lot about neurodevergence lately. One thing a lot of people on the autism spectrum do is prefering to have a wall behind them and keeping the doors in view.

Like a lot of people, adventurers meeting in taverns to get to their adventures.

Which leads me to: Aragorn is autistic.

[stuckinapril]

Has anyone figured out what’s so viscerally wrong with this woman yet

[stuckinapril]

She’s so one dimensionally evil you guys 😭😭 how is she real

[mintedwitcher]

read this and remember it. read this and remember that she is going to use the profits of her fucking ego-stroking reboot to decimate trans rights. read this and remember that every time you pay into her IP, you are emboldening her to hurt us more.

our lives matter more than your fucking nostalgia.

trans lives matter more than your fucking nostalgia.

[curioscurio]

i'll do it for sam

[curioscurio]

And when there was only one pair of footprints in the sand, that's when Samwise Gamgee carried me

[tinyjordan]

[tinyjordan]

[luxlightly]

Despite everything,

[sistersorrow]

[animentality]

[melonisopod]

[acecream-and-cake]

[charl0ttan]

hey you're alright, don't read today's xkcd

I ALREADY DIDDDDD 😭 that last panel really got me..

[timpano33]

Fifteen Years

Fifteen Years

[labelleizzy]

Ohhhhhhhhh

[fuckyeahchinesefashion]

Step-by-step guide to wield a ‘Golden Cudgel’ like the Monkey King Sun Wukong by 襄阳梅子

[casual-darkness]

[gettheorion]

[glowing-disciple]