Seances, parties, the usual.
2025 on Tumblr: Trends That Defined the Year
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let's talk about Bridgerton tea, my ask is open
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YOU ARE THE REASON
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if i look back, i am lost
Misplaced Lens Cap

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The Stonewall Inn

Aqua Utopiaļ½ęµ·ć®åŗć§čØę¶ćē“”ć
Show & Tell
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@chromefox25
Seances, parties, the usual.

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Grandma⦠Itās me, Anastasia!
I hate you all
gandalf wins for dramatically removing his cape to reveal a second cape.
God bless this post
0 to 100
There was no zero here
Me reading thisĀ
*like 7 thinking emojis*
I see, I see.Ā
So basically, nothing is allowed
Remember in 2012 when tumblr shut down for like an hour and everyone freaked the fuck out because āNOT OUR PRECIOUS TUMBLR!!!!ā and now weāre all just

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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 canāt tell that an empty field is not, in fact, full of sheep, what hope do we have that it canāt tell an empty room isnāt full of writing human forms engaged in passionate coitus?
this really does sound like an episode of black mirror
But wait, itās even weirder than that!
This is gonna produce some absolutely baffling pornography.
ā¦. oh my fucking god they actually are using open source software. Theyāre using a fucking one-layer unidirectional bicategory tag-trained neural network. This will never work. Literally, it will never work. Thereās just not enough algorithmic complexity to do what theyāre 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 isnāt just a case of an insufficiently trained algorithm, itās 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 canāt 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 āsfwā in Tumblrās eyes.
This is genuinely pathetic. Like, I have real pity for whoever implemented this, because itās clear Tumblr doesnāt 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 theyāre doing and is going to get all kinds of flak for their (perfectly reasonable and predetermined) failure from management.
fathers be like i fucked u over during the most important formative years of ur life and was never there for u but now that ur an adult and theres no help or effort needed from me lets be best friends bud!
āi wanna fix our relationshipā
pay me 187k in cash by tomorrowĀ
top 10 anime plot twists

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Mom from Futurama is basically how I envision Toph as a parent
THIS IS BREATHTAKING
I FORGOT THIS EXISTED
my last 4 brain cells
Portrait of a Young Woman, Jean-Etienne LiotardĀ
Girl with a Pearl Earring, Johannes VermeerĀ
#they look like theyve been having a chat about u and u just walked in
XKCDās excellent presentation on historical global temperature and anthropogenic global warming.Ā
[After setting your car on fire]Ā āListen, your carās temperature has changed before.ā
For the āEarthās climate has changed beforeā crowd.
XKCDās excellent presentation on historical global temperature and anthropogenic global warming.Ā
[After setting your car on fire]Ā āListen, your carās temperature has changed before.ā
For the āEarthās climate has changed beforeā crowd.

Anya is live and ready to show you everything. Watch her strip, dance, and perform exclusive shows just for you. Interact in real-time and make your fantasies come true.
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LMAOOO YO THIS REACTION IMAGE IS KILLING ME