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Misplaced Lens Cap

blake kathryn

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"I'm Dorothy Gale from Kansas"

Discoholic 🪩

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TVSTRANGERTHINGS

Kiana Khansmith
𓃗
almost home

JVL
Not today Justin
2025 on Tumblr: Trends That Defined the Year
sheepfilms
One Nice Bug Per Day

tannertan36
he wasn't even looking at me and he found me

bliss lane

pixel skylines
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@aonomiki
Im always like "i will not add my two cents. i will not add my two cents" but i cant lie the pennies are getting sweaty in my hand
i think a lot of the people who say that warning posts are useless drama-starters that only exist to further harass marginalized/vulnerable people would have more plausible deniability if those type of posts didnt spring up literally every single time a black user pointed out that a white user is racist
and also if the Black user didn't proceed to get racist harassment from the white users followers for pointing out said racism
Black tumblr user: this user is racist, here is proof, and i would prefer it if those who willingly interact with this person after knowing this to keep their distance from me
dashboard for the next 4 days: when you make a callout post for someone you have murdered them. it is the same thing. it is the exact same thing as taking a life. you have killed them forever and you have blood on your hands.
a small reminder with all the "trans womens blogs getting deleted is Literally social murder" going on that white trans women harassed and mass reported a Black trans womans blog that she used for fundraising to the point of termination all because the Black trans woman said she didn't rock with pedophiles and racists.
gender essentialism is soooo funny bc it's like "this is what women are like" and you're like "I've met women and many of them, if not the majority, have not been like that" and it's like "well women SHOULD be like that" and you're like "why should women be like that" and its like "because that's what women are like"
afterschool
🌹 paint the roses red
full resolution & .psd
precious sunshine baby~
There’s a really good book all about this.
Last seen by Judith Giesberg
friend
Rem Ayanokouji from ドリームハンター麗夢 Dream Hunter Rem
it's usually morally correct to make fun of the usa but whenever i hear british people do it it feels kinda tone deaf. idk if we have the high ground here guys. its like your mom making fun of your mental illness like ma'am where do you think i got it from.
tumblr users will be like "human rights! acab! blm! free palestine! We must liberate everyone from our capitalist overlords!! BUT! We must do so using the framework for understanding the world and good and bad and morality that I was raised with or else you're pedophile Hitler"
"Build your local community! Share sugar with your neighbor! And don't forget about stranger danger! Addicts will ruin public bathrooms. To protect children from pedophiles we need to give adults even more power over children, ESPECIALLY their parents. But don't hit your kids with that power! Instead you should invent even more esoteric abuses so that it doesn't count."
"We need radical systemic change yesterday!! But if you try to disassemble any of the constructs I buy into about how abuse and harm is committed by Special Evil People with Tainted Souls, you're just running cover for the Evil Abusers to Abuse More and I will reject every idea you have presented to me with extreme prejudice, and also chalk them up to being abuser shit without so much as thinking twice, because critical thought is how The Demons trick you into letting them in. I'm a leftist!"
This is literally what people are talking about when they say AI will be used to mainstream widely held bigotry. LLMs are trained on frequency and probability -> straight relationships are more well represented in the dataset -> straight pronouns and terms become the "correct" normal.
This is a form of backdoor bigotry from both normative facts (there are more straight than gay relationships) and well represented bigoted beliefs (men are superior to women).
Combine this with the mass of people inclined to believe (and being encouraged to believe) that if AI says and does something it must be correct
the misogyny baked into LLMs is really quite horrific, we ran headfirst into this when trying to test out AI features at my job in early 2024. I work for a dating service and long story short there was a brief window when we were testing the capacity of an LLM to use the information on people's profiles to find matches for them and generate a brief bio that could be sent to the other person.
the problem that cropped up over and over and over again was that essentially all of these bios presented the women as looking for a heterosexual marriage with children regardless of any information on the profile that actively contradicted any of those things. even as the model got better and more streamlined at everything else, this persisted.
the features/pipeline we were testing out there i believe have been scrapped and the original idea is operating under a new name, but my team handles different stuff now. so i have no idea how the backend is being handled and if there's any AI in the pipeline, but i wouldn't be surprised if it was and this was still an issue.
sidewalk art I walked by today. there is love out there.