“which post, you ask? who knows! mysteries! if you can’t find it without a link, was it even really important?”
thank goodness this new system is in place to put a stop to all the pornbots
Aqua Utopia|海の底で記憶を紡ぐ
todays bird
Keni
Mike Driver
occasionally subtle
One Nice Bug Per Day
we're not kids anymore.
macklin celebrini has autism

titsay
almost home
hello vonnie
The Stonewall Inn

Product Placement
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The Bowery Presents
2025 on Tumblr: Trends That Defined the Year
tumblr dot com
TVSTRANGERTHINGS
Monterey Bay Aquarium
No title available

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@letstauntskullgrin
“which post, you ask? who knows! mysteries! if you can’t find it without a link, was it even really important?”
thank goodness this new system is in place to put a stop to all the pornbots
So, in 2012 I painted a portrait for my friend Sarah’s 21st birthday, as a regal Gryffindor princess (last pic). This year, her brother commissioned a portrait of himself as a centaur as a birthday present for her. I hope she likes the set. Five star fantasy siblings
Alex e Clark
2018
(commission enquiries email [email protected] )
Jason Momoa and Ezra Miller at SDCC 2018
Toadette coming for your man
depression comix - 416 - View Site - My Patreon - Buy Me a Ko-Fi
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kylo ren porn from the italian renaissance
I want a Santa movie where he’s actually Saint Nicholaos of Myra. Three kids run away from home and find a portal to the Council Of Nicaea in 325 AD. Then the kids watch him debate the promulgation of canon law. In the end they return home and tell their parents that presents aren’t important so long as Pentecost is counted 50 days after Easter on the Roman solar calendar and not the Jewish lunar calendar.
And the kids tell their parents the whole story and the dad is like “those kids and their imaginations.” But then he sees a piece of paper in the dog’s mouth and goes “whatcha got there boy? Is that…orders from the Holy See that the schismatic bishop Meletius is to remain in Lycopolis and keep his episcopal title but the ecclesiastics ordained by him must again receive the laying of hands? But…how?” And then he gazes off to the sky and you hear a light jingling of bells and then a voice over goes “Ho ho ho! The baptisms performed by the Paulian heretics are invalid! Merry Christmas!”
“rock legend and astrophysicist” is inarguably the most powerful title one can have. the big dick energy is thru the fucking roof
“average country has 12.4 leaders every year” factoid actually just statistical error. average country has 1 leader per year. Australia Georg, who lives in a cave & has over 10,000 each day, is an outlier and should not have been counted
as tumblr tumbles closer to burning down I just wanna say-
I JUST WANNA SAY-
If you make a fantasy humanoid race with a human fleshy skin tone you are subject to make it all range of human skin tones, and u are a coward and a pee pee pants if u can’t do that
Straight people when the worst song you’ve ever heard comes on:
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.
As has been pointed out before, there are no humans behind this at all. The review process just reruns either the same algorithm or another algorithm, but people have posted screen shots showing obviously SFW pictures that were still deemed NSFW on review, despite the fact that any human, no matter how overworked / tired would have seen that these pictures were not porn.
Abusers are generally great at something called “manufacturing insecurity”. It means, even if you’ve never been insecure about something, abuser will create an insecurity about it, solely for the purpose of emotionally manipulating you. Meaning, when you’re not doing, saying, or thinking what they want, they have a go at your “insecurity”, triggering your pain, fear, guilt, shame, everything they taught you to feel, as a way to teach you that this pain is what you’re going to get if you fail to obey them.
It’s not exactly hard to manufacture an insecurity (provided you are cruel and vicious), all you have to do is take a social norm and convince a person they aren’t good enough in one or all departments. You convince a person they’re too loud, too fat, too ugly, slow, naive, gullible, stupid, lazy, selfish, sexual, provocative, demanding, and that this is the reason why they will always fail, it’s a reason why they keep getting hurt, it’s a reason why nobody will ever love or care for them. It’s utterly cruel, and an absolute lie. Deviating from the “norm” in any way is not a reason of any of those things, if you’re getting hurt it’s because people are hurting you, if you’re unloved it’s because people around you refuse to show affection and care. These things cannot be the individual’s fault, it’s always the environment setting person up for pain. And abusers already know this. But they make a step to convince a victim it’s all their fault, everything others do to them, their fault. And even worse, that they deserved being hurt.
This kind of nonsense blaming everything on unrelated trait of individual can lead to a person getting terrified they could have somehow caused horrible things just by being themselves, that it’s impossible to even predict what might happen to them just because they’re “this way” or another. It creates an atmosphere of panic and confusion, and they find themselves seeing no way forward but to accept guidance from abuser. Abuser then pretends to know what victim is to do in order to avoid pain and failure - of course, only up to the point when abuser decides to inflict pain on purpose, to control and manipulate.
You’re not stupid if you fall for this kind of trap, it’s designed to work on people who are self-aware, who work on getting themselves better, who are trying their hardest. You don’t even have to lack confidence, abusers will take a confident person and eat their confidence away. And once caught in this situation, it might be hard to believe that someone would stoop that that kind of cruelty and lie to you while knowing perfectly well that you are good, that there’s no reason on earth to criticize your traits, that you have nothing to be ashamed of. That you haven’t deserved any of it.
“if you’re getting hurt it’s because people are hurting you, if you’re unloved it’s because people around you refuse to show affection and care. These things cannot be the individual’s fault, it’s always the environment setting person up for pain. And abusers already know this. But they make a step to convince a victim it’s all their fault, everything others do to them, their fault. And even worse, that they deserved being hurt.”
i’m a simple man
i see my dog
i kiss him
1 reblog = 1 kiss for 1 good boy
ONE HUNDRED TWELVE THOUSAND SIX HUNDRED EIGHTY EIGHT KISSES FOR GOOD BOY
i survived too much steven universe discourse to have to suffer through a new age of she-ra discourse
unless she-ra personally commits a hate crime, i dont want to see you grown ass adults attempting to philosophically dissect yet another kids show
REMEMBER WHEN PPL TRIED TO SAY STEVEN UNIVERSE WAS PRO FASCIST
but it is??? like maybe they didn’t mean to be pro fascist bc Rebecca Sugar is too incompetent to do anything on purpose but it is like. irreparably pro fascist.
protip if a nerd dude tries to give you a pop quiz about the fandom on your shirt/bag/cosplay by asking you to answer a banal and obscure trivia question to prove you’re a Real Gamer, turn the question back on him. ask him about the thematic implications that bit of trivia has on the actual story. ask him about the character development and motivations of the minor characters he’s making you list. ask him if he thinks the major in-universe event he’s testing you on was successful in carrying forward the underlying tone and intent of the work itself. ask him about fucking literary devices. you know that one super tough and intimidating lit teacher everyone encounters at least once in their lifetime? become that teacher. make him sweat.
tumblr staff bans porn but allows white supremacists, post WW2 Allied nose art
(all of these would make good roller derby names, incidentally)
And the nose art of James Archibald Finlay MacLachlan, who lost an arm fighting the Nazis: