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Kiana Khansmith
bliss lane
Game of Thrones Daily
Product Placement
Aqua Utopia｜海の底で記憶を紡ぐ
Today's Document
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Mike Driver
Jimmy Eat World
Show & Tell
sheepfilms
hello vonnie
Cosimo Galluzzi
I'd rather be in outer space 🛸
Sweet Seals For You, Always
h
2025 on Tumblr: Trends That Defined the Year
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@superdeeduper-goodboy-blog
Well everyone it was fun while it lasted. I had a great time interacting with folks in the fd/gfd community and even managed to make some new friends. My queue has been deleted and I’m not sure if I’ll still use this site (assuming it lasts much longer). If anyone wants to shoot me an ask or message me now would be the time to do so because I can’t see myself coming back here for awhile if at all.
Love ❤️,
Superdeeduper
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.
Well everyone it was fun while it lasted. I had a great time interacting with folks in the fd/gfd community and even managed to make some new friends. My queue has been deleted and I'm not sure if I'll still use this site (assuming it lasts much longer). If anyone wants to shoot me an ask or message me now would be the time to do so because I can't see myself coming back here for awhile if at all.
Love ❤️,
Superdeeduper
TBH I’m so turned on by sweet and calm sadists.
Like, no matter how much of a brat you are no matter how much you cry and beg and struggle they just smile down at you and stroke your hair and continue doing whatever the fuck they want to do.
As someone who generally is very good at pushing people’s buttons and enjoys winding people up until they react, the person who just ignores it all and continues to completely and openly enjoy my pain and humiliation without feeling the need to so much as raise their voice? Very very hot.
Oh my goodness, yes.
me af
When someone with “no straight guys” in their bio reblogs your post
So beautiful ❤️
Why do Oni have red eyeliner, anyone know?
It's so you know they're gonna destroy you then cuddle afterwards. So basically my kind of girl.
“Our prey” ( Patreon Comm)
Featuring a deadly duo: Annabelle by @cobatsart and Yamome by Ninja-8004.
MAIN BLOG | NSFW BLOG | PATREON
Oh dear oh geez oh my
….athlete mommy…
I just wanna be tied up and called cute
😍😍😍
💥💥NIKKI CORBIN💥💥
In a mood to tie a dangling hitachi over a boy’s cock while he’s strapped face up to a bed, wriggling his hips up against it as it bumps mercilessly against his straining cock.
Just enough friction to feel it and stay hard, never enough friction to cum…
All the while thumbing through a magazine and enjoying a few glasses of wine.
Ah, the simple things. :)
favourite ways to kiss the boy:
gently tilting his chin up while leaning down for a kiss
grabing a fistful of his hair to hold him firmly in place
taping his mouth shut, then securing it with many little kisses
hurting him, then rewarding him with a kiss that makes him melt in your arms
kissing him as you’re hurting him and he moans and sobs in pain
pushing him against a wall and pinning him there with a kiss
kissing the tip of his nose while he’s helplessly tied in place
kisses that start with him on his feet and slowly push him down to the ground
pulling him off balance and kissing him, so he has no choice but to hold on if he doesn’t want to fall
kisses with his arms tied behind him and a hand on his throat
