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#extradirty
2025 on Tumblr: Trends That Defined the Year

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occasionally subtle
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Today's Document
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@ritzcuit
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my two month old tattoo
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
This is what’s known as Algorithmic bias.
It’s when AI produces discriminatory outcomes as a result of being trained on data that is biased which results in these AI systems replicating and reinforcing those biases.
That very well could be why Google Doc’s spellcheck is regurgitating this kind of bigotry because it’s literally what it was trained to do.
Side note this is why BAME folk are so concerned about the rise of facial recognition for criminal investigations. Cause not only is facial recognition less accurate for us than it is for white folk (cause they make up the majority of that trained data) but also because the police systems are institutionally racist.
Which is being reflected and perpetuated by these AI systems I mean people are already being misidentified and wrongfully arrested because of this.
photosynthesize your worries into strength
i feel it

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And now, the the manga pants are finally done.
HIJK is not my personal favorite part of the alphabet song but i appreciate the artistry. it is the sort of labored uphill climb that lends itself to the free downhill spillage of LMNOP. each letter is like an effortful punctuation of an iron pick into the mountain side as you hoist your way up. you can almost hear the shrill of each strike chafing
I consider myself a real hater but sometimes you really do go too far with haterism. once I had to break mutuals with someone bc they hated the entire art form of poetry and the final straw was when they started hateposting about soup. The food

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i love klavdar thinking "he betrayed me" about each other bc its like. Daryan you murdered someone so why are you bitching about the consequences. Klavier it literally is not about you
like the betrayal’s always going to be worse if they cared about you and it didn’t matter. someone discards you because they didn’t give a shit, then you can be angry about that, you can feel vindicated in that, you can get over it. but if they can look you in the eyes and say “I love you. I would make the same choice again.” You will never sleep peacefully again, is all.
“I thought they cared about me, but they were lying this whole time.” <- tired. boring. removes all the nuance of this relationship to make it easier to move on from.
“I thought they cared about me, and I was right, and every minute they were there for me, every time they said they were proud, every laugh we shared leaning against each other bruised and breathless, all of it was real. and they still left me behind. They could put their love aside. I couldn’t.” <- insane. will never leave you alone. reminds you that even the worst people are still people and can still care about even the ones they hurt the most and that undoes neither the harm nor the love.
“how could they find a ds in 1980“ SHUT UP I didn’t know what object to put, so let’s just say they found a mythical object from the future ( ̄^ ̄)
(Idk if anyone cares about this information but this is based on that excerpt from part 3 of the classified files where charles says he and kyle once tried to find the owner of an object that someone had lost in the laundry room together……..….)
california quails they’re unforgettable. small and round, black feather on top.
"This person has a secret onlyfans!" "This artist does NSFW commissions!" "This author writes porn on the side!" I cannot begin to tell you how swag and awesome that is.

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