Before tumblr dies… anyone wanna admit they have a crush on me
Having a “crush” is a level 3 horny offence and against Tumblr ToS, delete your fucking blog
Live horny die horny motherfuckers

blake kathryn
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2025 on Tumblr: Trends That Defined the Year
h
hello vonnie

ellievsbear
One Nice Bug Per Day
Alisa U Zemlji Chuda
ojovivo
Aqua Utopia|海の底で記憶を紡ぐ

Janaina Medeiros
dirt enthusiast

Product Placement

Discoholic 🪩

oozey mess

@theartofmadeline
tumblr dot com
Monterey Bay Aquarium

JVL
Today's Document
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@kawaii-baphomet
Before tumblr dies… anyone wanna admit they have a crush on me
Having a “crush” is a level 3 horny offence and against Tumblr ToS, delete your fucking blog
Live horny die horny motherfuckers
“He love this fat ass hhahahahahjahahsjskkaakak”
— A six word story (via emobean)
Once, I encountered the funny story of an AI image descriptor with a sheep obsession. It had been trained on pictures of fields of sheep. Therefore, it tagged anything in a field as 'sheep', including an empty field, because they work on statistical probability. Therefore, it thinks "ah, a field! there's probably a sheep here." (It's a bit more complicated but basically that.) It also couldn't recognise sheep in places that weren't fields, such as petrol stations or barns. [cont]
Now, the alarming aspect of this story is that the very same technology is probably what tumblr is using to identify porn. Now, if it can’t tell that an empty field is not, in fact, full of sheep, what hope do we have that it can’t tell an empty room isn’t full of writing human forms engaged in passionate coitus?
this really does sound like an episode of black mirror
But wait, it’s even weirder than that!
This is gonna produce some absolutely baffling pornography.
…. oh my fucking god they actually are using open source software. They’re using a fucking one-layer unidirectional bicategory tag-trained neural network. This will never work. Literally, it will never work. There’s just not enough algorithmic complexity to do what they’re asking of it. I bet you I could prove on a mathematical level that this joke of a neural net fundamentally lacks the abstraction necessary to do its job.
This will never get better. Their algorithm will never stop fucking up, it will never actually flag porn reliably and it will always require a massive quantity of human hours to deal with the deluge of mistagged pictures. This isn’t just a case of an insufficiently trained algorithm, it’s just … this is the most basic neural network you can make. It probably hasa a lot of neurons and has loads of training data but like … you can’t just brute force this kind of stuff. One layer of neurons is just Not Enough.
Also, just to make this clear, Tumblr lied. I mean, we already know this, but I mean they liiiieeeeed. All that stuff they promised about what would or would not be censored? That cannot be delivered on with a system this simple. Nude classical sculptures, political protests, male-presenting nipples (really Tumblr?), nude art outside the context of sex, all that? You cannot train a bicategory one-layer neural network to exclude those things. It cannot be done. Tumblr never intended for those things to actually be permitted, they were just lying. Because the system they have cannot actually do what they said it would and never will be able to.
Also, this kind of system is super vulnerable to counter-neural strategies. I bet you before the end of the month someone hooks up their own open source one layer bicategory neural network which puts an imperceptible (to humans) layer of patterned static over arbitrary images, and trains it by having it bot-post static-ed images to Tumblr and reinforcing based on whether the images are labeled nsfw or sfw. Seriously, within a month someone will have an input-output machine which can turn any image ‘sfw’ in Tumblr’s eyes.
This is genuinely pathetic. Like, I have real pity for whoever implemented this, because it’s clear Tumblr doesn’t actually have any engineers with any expertise with machine learning left at all and they foisted the job off on some poor bastard who has no idea what they’re doing and is going to get all kinds of flak for their (perfectly reasonable and predetermined) failure from management.
this guy is a cinematic genius
Ominous positivity
You will be okay. You have no choice.
me🐕irl
others: “so, how ~southern~ are you?”
me: “The entrance of my hometown has a shrimp boat sitting in the main street. At Christmas theres a shrimper Santa and alligators pulling him instead of reindeer.”
others: “what?!”
me:
this is the only xmas content i want to see, fuck everything else. Shrimper Santa and his flying albino alligators
@blackzagan
OH MY GOD GHATS WHERE THE IMAGE IS FROM I LOVE IT
If you got a picture of man nipples and put them over woman nipples so they matched and slowly dropped the opacity, at what point does it become illegal?
@staff
Holy shit! I totally forgot about this post
hey why don’t discos still exist
ok so the other day i was at sears. I was in the baby section. Im standing there looking at clothes and a lady who works there comes up and is like “oh are you expecting?” And i was like “uhhhh” and because im a dumbass i was like “no i already delivered.” And she was like “How long ago?” And i was just like “two weeks.” And she said “wow! You look great! When i had my first son, i looked like a mess for six months. Is it a boy or a girl?” And i was just awkwardly like “a girl….” And she asked her name and i said Chernobyl and she was like “oh what a cute name! It sounds really familiar.” And i honestly just stood there going through all that and pretending i had a human baby two weeks ago named Chernobyl because i didnt wanna tell this poor lady i was buying baby clothes for my fucking baby opossum
every time i see this text post i forget the ending and every single time it decimates me
REBLOG IF NAZIS OFFEND YOU MORE THAN NIPPLES.
Words cannot express….
🙃🙃🙃🙃🙃🙃🙃🙃🙃
oh my fucking god
America’s Next Top Model, The Girl Who Pushes Tyra Over the Edge (S04E07)
Life-Size 2: Christmas Eve (2018)