Thoughts of Fandoms

twilight's castle redesign! 👑🌳🩷

finally cleaned up that sketch i did like 2 years ago now lol

So I was rereading Harry Potter, when I came across this and thought- what if instead of Cedric Diggory, Cassius Warrington had been chosen to compete in the Triwizard Tournament?

Imagine Dumbledore calling out the name of the Hogwarts champion and it isn’t a Gryffindor, or a Ravenclaw, or even a Hufflepuff, but it’s a Slytherin. A student from a House most people hate.

Imagine Cassius Warrington getting up, and three out of four Houses are booing at him and shouting things like “NO!” or, “We can’t have a Slytherin champion!” or demanding a retry. But he’s a Slytherin- he’s been dealing with this shit since he got sorted, so he keeps his head high and joins the other champions.

Imagine Harry trying to catch Warrington alone because he doesn’t really want to associate with Slytherins (plus Malfoy has this tendency of being around the guy ALL THE TIME since he got chosen), but at the same time he’s also fair enough not to want him to walk into the first task unprepared.

Imagine Warrington walking over to Harry a few months later, and Ron and Hermione both jump into a protective stance, wands out, but instead of attacking Harry he just tells him to stick the egg underwater. (Because Slytherins don’t forget those who helped them out).

Imagine Warrington and Harry helping each other out in the labyrinth.

Imagine Harry being devastated when Peter kills Warrington- because Voldemort doesn’t care what house they’re form, a spare is a spare.

Imagine the uproar that causes among the Slytherins, because some of their parents really are Death Eaters and they know what really happened.

Imagine Slytherins reaching out, asking for help from classmates from other houses. They’re terrified, truly terrified because the being their parents claimed would never hurt them because they’re pureblood, they realize that he does not care.

Imagine Slytherins in the 5th book sneaking off to join Dumbledore’s Army, to learn more about who Voldemort is without their parents acting as a filter. 

Imagine the shock when they’re told what he’s really done.

Imagine that a few talented Slytherins went with Harry and the others into the Ministry of Magic. The others are a bit wary but they prove themselves as friends.

Imagine them being confronted by Lucius Malfoy in the the Hall of Prophecy, and when the Death Eaters descend, they know that any one of them could be their parents.

Imagine the shocked gasp of a Death Eater as they realize their own child, a pureblood, is standing defiantly with Harry Potter. They choke back a cry. They can’t let their child know that they were about to duel to the death.

Imagine a DA Slytherin facing off against their own Death Eater parent. That they make the decision to let their child defeat them, because in that moment, they realize that they love their child more than they fear Voldemort. They go down, mask unveiled, and the Slytherin kid has to be dragged from the fight before he gets killed.

Imagine Book 6 Slytherins getting more friendly and cooperative with the other houses. Two years of Voldemort terrorizing the muggle and Wizarding world, two years where their parents just up and leave some days, cringing from the pain in their arm, two years after the death of the first Slytherin pureblood, Cassius Warrington, killed by Voldemort’s right-hand man, and they’re slowly hitting the breaking point.

Imagine Slytherin kids keeping tabs on their parents, sending the information to Harry, who shares it with the Order of the Phoenix, and hoping that their parents won’t be killed.

Imagine Book 7 Slytherins low-key rebelling against the new oppressive Hogwarts staff.

Imagine the final siege on Hogwarts, where Slytherins stand proudly by their fellow houses, knowing full-well they could be fighting their own parents. Some Slytherins know their parents were in the fighting. They hope to find them first and sneak them away. Their fellow students understand. Professor McGonagall allows 7th Year Slytherin, Pansy Parkinson, to duel a death eater in her stead; her father is under that veil. She knows it.

Imagine the aftermath of the battle; every house suffered loses. Slytherin students crying over the deaths of friends they made in every house.

Imagine Harry staring over her head at everyone else until Hermione steps up–it doesn’t take long, but it takes long enough that when she does all eyes are on her as a source of motion–and says “we’re never going to forget this. They’re not going to get away with it” and the girlfriend just latches onto Hermione and everyone is in wands-out stance convinced she’s about to attack the shit out of Hermione, and then the girlfriend stares into her eyes and says “do you promise me” and Hermione just gives her this super-firm nod and says “I promise” and the girlfriend just collapses on her, sobbing. 

Imagine Dumbledore trying to give some flowery speech about inter-wizard solidarity while glossing over why, because Slytherins have always been a touchy subject, and Ron gets to his feet and says “Professor, I need to say something important” and Dumbledore is so surprised he just cedes the floor, and Ron–after that awkward moment when he realizes everyone is staring at him–says he didn’t know Warrington particularly, but he knows how Warrington and Harry played. That each was always cheering on the other. Both wanted to win, but neither was willing to undercut the other by underhanded means. He finishes up saying “I think–I think it’s important everyone should know he died being what a champion should be. Because he could have abandoned Harry and instead he stood up with him to play the game the honest way, and he died for it. And–and Slytherin House should be proud, and we should all be proud, because Warrington was a good bloke.” He sits back down all flustered because he didn’t actually stand up meaning to make a speech. And then Pansy Parkinson stands up before Dumbledore can take back control of the room and says “I want to tell Weasley thank you.” And all of Slytherin House raises a glass–to Warrington, to Weasley, to Potter–and the other houses follow suit. Many years later, Wizarding scholars will say that was the moment Voldemort truly lost.

Imagine later that summer. Harry gets several owls on his birthday, all unsigned. The birds are plump and pretentious and well-cared-for. He will never know which Slytherins sent him their treasures: parchments with hexes developed by the Death Eaters; a strange locket that will only open if he whispers a special spell but that always shows him the picture he most needs to see; a page torn from a potions book that, brewed properly, will allow him extra time to summon a Patronus by giving him a few crucial seconds not just of happiness but of bliss. It doesn’t matter. Harry knows these gifts not as birthday gifts but for what they really are, and he treasures the locket and copies out the potion to send to Hermione and Mrs. Weasley, and when first summoned by the Order of the Phoenix he marches straight up to Dumbledore with the hexes and says “I can’t tell you where I got these, Professor. But they’re in use by the Death Eaters and I think you should have them.” Months later, Sirius will recognize the spell Bellatrix shoots at him, and will dive out of the way just in the nick of time.

The final battle. Everyone is there. Sirius somehow ends up herding a group of Slytherins. They all stare at him and he at them, across a centuries-old divide Voldemort has only succeeded in deepening. Then he remembers the hexes. Harry’s locket, now tucked under Sirius’ shirt because Harry’s friends are with him in this battle but most of Sirius’ are dead. The moment that happiness potion saved Remus’ life, his very soul. Snape’s final words to Harry, finally seen not as mockery but real true advice. What Harry said Voldemort said–his first words in his new form. They are kids, and they are sharing the same kind of hurt he once wouldn’t admit to, watching his mother burn his name off the family tree. “When we go in there, it’s going to be hell,” he tells the Slytherins. “Some of you are probably going to die. I might go down too, and if I do I want your best curser in the front. But I want you all to remember one thing. There are no spares.”  Later retellings of the battle never fail to mention the moment a group of angry, screaming teens burst into the Great Hall, wearing their green and silver as the badge of honor it should be, shouting NO SPARES, NO SPARES at the tops of their voices in between hexes and curses and the occasional physical punch. When Hermione is present, she always interrupts the storyteller to be sure everyone knows about the moment Blaise Zabini shoved her to the floor, dropped on top of her, fired off three curses in rapid succession and said “stay alive, Granger, we need you” before jumping back to his feet and vanishing into the melee–how, for all anyone knows, those may have been his last words, and she will not let his sacrifice go unnoted. 

The aftermath. Malfoy holds out a hand to Sirius, badly injured on the floor. Sirius asks how Malfoy is willing to trust him. Malfoy nods at his chest. “You’ve got my godfather’s locket,” he says, and when Sirius and Harry finally speak after the battle Harry gives his full agreement to the very first thing out of  Sirius’ mouth. They give the locket to Malfoy. Sirius grits his teeth and closes his eyes and opens them and says “He probably saved my life, giving Harry that.” He doesn’t say thank you. Malfoy hears it anyway.

The school reopens under a single banner: the four Houses united. The House rivalry is reduced to just that–a competition in fun–with those deep divides slowly healing to scars, and eventually away to nothing at all.

In book 5, Cedric Diggory and his girlfriend Cho Chang are a part of Dumbledore’s Army, and following the demise of the club, and a falling out between him and Harry (Cedric stands by his girlfriend and her friends, faults and all), they’re inspired to start their own study in defense against the dark arts, and by book 6 they are stood at the ready to defend the school any way they can.

So I was rereading Harry Potter, when I came across this and thought- what if instead of Cedric Diggory, Cassius Warrington had been chosen to compete in the Triwizard Tournament?

Imagine Dumbledore calling out the name of the Hogwarts champion and it isn’t a Gryffindor, or a Ravenclaw, or even a Hufflepuff, but it’s a Slytherin. A student from a House most people hate.

Imagine Cassius Warrington getting up, and three out of four Houses are booing at him and shouting things like “NO!” or, “We can’t have a Slytherin champion!” or demanding a retry. But he’s a Slytherin- he’s been dealing with this shit since he got sorted, so he keeps his head high and joins the other champions.

Imagine Harry trying to catch Warrington alone because he doesn’t really want to associate with Slytherins (plus Malfoy has this tendency of being around the guy ALL THE TIME since he got chosen), but at the same time he’s also fair enough not to want him to walk into the first task unprepared.

Imagine Warrington walking over to Harry a few months later, and Ron and Hermione both jump into a protective stance, wands out, but instead of attacking Harry he just tells him to stick the egg underwater. (Because Slytherins don’t forget those who helped them out).

Imagine Warrington and Harry helping each other out in the labyrinth.

Imagine Harry being devastated when Peter kills Warrington- because Voldemort doesn’t care what house they’re form, a spare is a spare.

Imagine the uproar that causes among the Slytherins, because some of their parents really are Death Eaters and they know what really happened.

Imagine Slytherins reaching out, asking for help from classmates from other houses. They’re terrified, truly terrified because the being their parents claimed would never hurt them because they’re pureblood, they realize that he does not care.

Imagine Slytherins in the 5th book sneaking off to join Dumbledore’s Army, to learn more about who Voldemort is without their parents acting as a filter. 

Imagine the shock when they’re told what he’s really done.

Imagine that a few talented Slytherins went with Harry and the others into the Ministry of Magic. The others are a bit wary but they prove themselves as friends.

Imagine them being confronted by Lucius Malfoy in the the Hall of Prophecy, and when the Death Eaters descend, they know that any one of them could be their parents.

Imagine the shocked gasp of a Death Eater as they realize their own child, a pureblood, is standing defiantly with Harry Potter. They choke back a cry. They can’t let their child know that they were about to duel to the death.

Imagine a DA Slytherin facing off against their own Death Eater parent. That they make the decision to let their child defeat them, because in that moment, they realize that they love their child more than they fear Voldemort. They go down, mask unveiled, and the Slytherin kid has to be dragged from the fight before he gets killed.

Imagine Book 6 Slytherins getting more friendly and cooperative with the other houses. Two years of Voldemort terrorizing the muggle and Wizarding world, two years where their parents just up and leave some days, cringing from the pain in their arm, two years after the death of the first Slytherin pureblood, Cassius Warrington, killed by Voldemort’s right-hand man, and they’re slowly hitting the breaking point.

Imagine Slytherin kids keeping tabs on their parents, sending the information to Harry, who shares it with the Order of the Phoenix, and hoping that their parents won’t be killed.

Imagine Book 7 Slytherins low-key rebelling against the new oppressive Hogwarts staff.

Imagine the final seige on Hogwarts, where Slytherins stand proudly by their fellow houses, knowing full-well they could be fighting their own parents. Some Slytherins know their parents were in the fighting. They hope to find them first and sneak them away. Their fellow students understand. Professor McGonagall allows 7th Year Slytherin, Pansy Parkinson, to duel a death eater in her stead; her father is under that veil. She knows it.

Imagine the aftermath of the battle; every house suffered loses. Slytherin students crying over the deaths of friends they made in every house.

Zuko’s like no, yeah, I totally get it, and just makes her one of his advisors. At first it’s just so she has a good excuse to stay but after the first meeting Toph storms out shouting about how EVERYONE was lying why would you even need to lie about what kind of tea you want??

Zuko: I mean they’re politicians.....but also who, and when, and in what way

They make a subtle Morse code system so Toph can warn him when someone is lying to him without tipping anyone off that she can sense lies.

“every so often, we long to steal to the land of might-have-been, but that doesn’t soften the ache we feel when reality sets back in”

“unlimited - my future is unlimited”

“i’ll be back for good some day, to make my life and make my way”

“too long I’ve been afraid of losing love i guess i’ve lost”

“one question haunts and hurts - was i really seeking good, or just seeking attention?”

“I’ve heard it said that people come into our lives for a reason, bringing something we must learn and we are led to those who help us most to grow if we let them - and we help them in return”

“so much of me is made of what I learned from you, you’ll be with me - like a handprint on my heart”

Then… where do I go? I’m just at home muttering

Fluff Fest on RedBubble: https://www.redbubble.com/people/kitten-kin/works/36582633

Zuko’s like no, yeah, I totally get it, and just makes her one of his advisors. At first it’s just so she has a good excuse to stay but after the first meeting Toph storms out shouting about how EVERYONE was lying why would you even need to lie about what kind of tea you want??

Zuko: I mean they’re politicians.....but also who, and when, and in what way

They make a subtle Morse code system so Toph can warn him when someone is lying to him without tipping anyone off that she can sense lies.

There’s an application for neural nets called “photo upsampling” which is designed to turn a very low-resolution photo into a higher-res one.

This is an image from a recent paper demonstrating one of these algorithms, called “PULSE: Self-Supervised Photo Upsampling via Latent Space Exploration of Generative Models”

It’s the neural net equivalent of shouting “enhance!” at a computer in a movie - the resulting photo is MUCH higher resolution than the original.

Could this be a privacy concern? Could someone use an algorithm like this to identify someone who’s been blurred out? Fortunately, no. The neural net can’t recover detail that doesn’t exist - all it can do is invent detail.

This becomes more obvious when you downscale a photo, give it to the neural net, and compare its upscaled version to the original.

As it turns out, there are lots of different faces that can be downscaled into that single low-res image, and the neural net’s goal is just to find one of them. Here it has found a match - why are you not satisfied?

And it’s very sensitive to the exact position of the face, as I found out in this horrifying moment below. I verified that yes, if you downscale the upscaled image on the right, you’ll get something that looks very much like the picture in the center. Stand way back from the screen and blur your eyes (basically, make your own eyes produce a lower-resolution image) and the three images below will look more and more alike. So technically the neural net did an accurate job at its task.

A tighter crop improves the image somewhat. Somewhat.

The neural net reconstructs what it’s been rewarded to see, and since it’s been trained to produce human faces, that’s what it will reconstruct. So if I were to feed it an image of a plush giraffe, for example…

Given a pixellated image of anything, it’ll invent a human face to go with it, like some kind of dystopian computer system that sees a suspect’s image everywhere. (Building an algorithm that upscales low-res images to match faces in a police database would be both a horrifying misuse of this technology and not out of character with how law enforcement currently manipulates photos to generate matches.)

However, speaking of what the neural net’s been rewarded to see - shortly after this particular neural net was released, twitter user chicken3gg posted this reconstruction:

Others then did experiments of their own, and many of them, including the authors of the original paper on the algorithm, found that the PULSE algorithm had a noticeable tendency to produce white faces, even if the input image hadn’t been of a white person. As James Vincent wrote in The Verge, “It’s a startling image that illustrates the deep-rooted biases of AI research.”

Biased AIs are a well-documented phenomenon. When its task is to copy human behavior, AI will copy everything it sees, not knowing what parts it would be better not to copy. Or it can learn a skewed version of reality from its training data. Or its task might be set up in a way that rewards - or at the least doesn’t penalize - a biased outcome. Or the very existence of the task itself (like predicting “criminality”) might be the product of bias.

In this case, the AI might have been inadvertently rewarded for reconstructing white faces if its training data (Flickr-Faces-HQ) had a large enough skew toward white faces. Or, as the authors of the PULSE paper pointed out (in response to the conversation around bias), the standard benchmark that AI researchers use for comparing their accuracy at upscaling faces is based on the CelebA HQ dataset, which is 90% white. So even if an AI did a terrible job at upscaling other faces, but an excellent job at upscaling white faces, it could still technically qualify as state-of-the-art. This is definitely a problem.

A related problem is the huge lack of diversity in the field of artificial intelligence. Even an academic project with art as its main application should not have gone all the way to publication before someone noticed that it was hugely biased. Several factors are contributing to the lack of diversity in AI, including anti-Black bias. The repercussions of this striking example of bias, and of the conversations it has sparked, are still being strongly felt in a field that’s long overdue for a reckoning.

Bonus material this week: an ongoing experiment that’s making me question not only what madlibs are, but what even are sentences. Enter your email here for a preview.

Me rn:

Bonus: