#all it does is the maths

[lumsel]

chinese room 2

So there’s this guy, right? He sits in a room by himself, with a computer and a keyboard full of Chinese characters. He doesn’t know Chinese, though, in fact he doesn’t even realise that Chinese is a language. He just thinks it’s a bunch of odd symbols. Anyway, the computer prints out a paragraph of Chinese, and he thinks, whoa, cool shapes. And then a message is displayed on the computer monitor: which character comes next?

This guy has no idea how the hell he’s meant to know that, so he just presses a random character on the keyboard. And then the computer goes BZZZT, wrong! The correct character was THIS one, and it flashes a character on the screen. And the guy thinks, augh, dammit! I hope I get it right next time. And sure enough, computer prints out another paragraph of Chinese, and then it asks the guy, what comes next?

He guesses again, and he gets it wrong again, and he goes augh again, and this carries on for a while. But eventually, he presses the button and it goes DING! You got it right this time! And he is so happy, you have no idea. This is the best day of his life. He is going to do everything in his power to make that machine go DING again. So he starts paying attention. He looks at the paragraph of Chinese printed out by the machine, and cross-compares it against all the other paragraphs he’s gotten. And, recall, this guy doesn’t even know that this is a language, it’s just a sequence of weird symbols to him. But it’s a sequence that forms patterns. He notices that if a particular symbol is displayed, then the next symbol is more likely to be this one. He notices some symbols are more common in general. Bit by bit, he starts to draw statistical inferences about the symbols, he analyses the printouts every way he can, he writes extensive notes to himself on how to recognise the patterns.

Over time, his guesses begin to get more and more accurate. He hears those lovely DING sounds that indicate his prediction was correct more and more often, and he manages to use that to condition his instincts better and better, picking up on cues consciously and subconsciously to get better and better at pressing the right button on the keyboard. Eventually, his accuracy is like 70% or something -- pretty damn good for a guy who doesn’t even know Chinese is a language.

* * *

One day, something odd happens.

He gets a printout, the machine asks what character comes next, and he presses a button on the keyboard and-- silence. No sound at all. Instead, the machine prints out the exact same sequence again, but with one small change. The character he input on the keyboard has been added to the end of the sequence.

Which character comes next?

This weirds the guy out, but he thinks, well. This is clearly a test of my prediction abilities. So I’m not going to treat this printout any differently to any other printout made by the machine -- shit, I’ll pretend that last printout I got? Never even happened. I’m just going to keep acting like this is a normal day on the job, and I’m going to predict the next symbol in this sequence as if it was one of the thousands of printouts I’ve seen before. And that’s what he does! He presses what symbol comes next, and then another printout comes out with that symbol added to the end, and then he presses what he thinks will be the next symbol in that sequence. And then, eventually, he thinks, “hm. I don’t think there’s any symbol after this one. I think this is the end of the sequence.” And so he presses the “END” button on his keyboard, and sits back, satisfied.

Unbeknownst to him, the sequence of characters he input wasn’t just some meaningless string of symbols. See, the printouts he was getting, they were all always grammatically correct Chinese. And that first printout he’d gotten that day in particular? It was a question: “How do I open a door.” The string of characters he had just input, what he had determined to be the most likely string of symbols to come next, formed a comprehensible response that read, “You turn the handle and push”.

* * *

One day you decide to visit this guy’s office. You’ve heard he’s learning Chinese, and for whatever reason you decide to test his progress. So you ask him, “Hey, which character means dog?”

He looks at you like you’ve got two heads. You may as well have asked him which of his shoes means “dog”, or which of the hairs on the back of his arm. There’s no connection in his mind at all between language and his little symbol prediction game, indeed, he thinks of it as an advanced form of mathematics rather than anything to do with linguistics. He hadn’t even conceived of the idea that what he was doing could be considered a kind of communication any more than algebra is. He says to you, “Buddy, they’re just funny symbols. No need to get all philosophical about it.”

Suddenly, another printout comes out of the machine. He stares at it, puzzles over it, but you can tell he doesn’t know what it says. You do, though. You’re fluent in the language. You can see that it says the words, “Do you actually speak Chinese, or are you just a guy in a room doing statistics and shit?”

The guy leans over to you, and says confidently, “I know it looks like a jumble of completely random characters. But it’s actually a very sophisticated mathematical sequence,” and then he presses a button on the keyboard. And another, and another, and another, and slowly but surely he composes a sequence of characters that, unbeknownst to him, reads “Yes, I know Chinese fluently! If I didn’t I would not be able to speak with you.”

That is how ChatGPT works.

[biggest-gaudiest-patronuses]

demanding a series in the same vein (heh, vein) as Dexter/Hannibal wherein a prolific serial killer plays cat & mouse with the police--except the serial killer in question is a preteen schoolgirl. this would make for compelling television due to the fact that middle school frequently causes girls to become deranged, and more media should reflect this

[starry-bi-sky]

fast food is the best course of action after causing a scene. ᴘᴀʀᴛ ᴏғ ᴛʜᴇ ᴅᴀɴʏᴀʟ ᴀʟ ɢʜᴜʟ ᴀᴜ

(First Post Here and Second Post Here

--------

Danny finds Sam easily.

She's right where she said she was over the phone: standing outside on a balcony, in Gotham, at Father's many charity functions. 

("Would you still be willing to fly over to Gotham, Danny?" She asks, her voice ringing clear through the speakers. Danny is already climbing out his window before she even finishes her sentence. He was just about to settle down for the night, his ghosts would know better by now than to disturb him at this time. The Box Ghost not included.)

("Of course." He says, sounding more confident than he feels. Sam was one of his best— closest friends, he would do anything she or Tucker asked. Even if it means stepping foot into his Father's city. He drops down silently, and walks through the house's ghost shield. "Would you like me to bring you anything?")

(Sam sighs through the phone, relief leaking through. "One of the veggie burgers from Nasty Burgers would be great, with their new ecto-fries. Extra salt. I'm sick of all this rich people food.")

(A small smile pulls across Danny's face, tilting at the corner as his living form falls away to his ghost self. "Alright," he says, and kicks himself off the ground, "I'll be there in a few minutes.")

("Thanks, Danny.")

He had the bag of food with him, stored in a container he had to run back to the house to get that would prevent the food from cooling during his flight over. Clutching it in hand, he floats down behind Sam and sheds his invisibility.

Being visible and being invisible always felt different, but in a way Danny can never describe, no matter how many times he tries to think about it. It's like a gut-feeling, a sixth sense, he always knows when he's visible and when he is not.

His ghost form burns away like steel wool being lit, and Danny drops the last foot to the ground silently. In his other hand lies his thermos, but filled with plain ectoplasm — lazarus water. "I have your food." 

(He brought the thermos for himself — his side was still healing from his last fight with Technus. The ghost impaled him with a broken pipe, and Danny returned the favor by wedging his sword into his chest. Technus had been quite offended by him ruining his favorite coat.)

Sam jumps a foot into the air, and her hand slams across her mouth to muffle the shriek she lets out as she whirls around. "Danny!" She hisses, her voice rising in pitch, and her eyes narrow at him into a glare. "Freaking-- Tucker's right, we seriously need to put a bell on you."

"You have been saying that for years," Danny grins, sharp-toothed and jack-knifed, and passes the container over to her. "And yet I've yet to see any kind of bell." He was going to start getting disappointed at this rate.

As Sam takes the container, Danny hops up onto the railing and looks around. He hadn't seen any of Father's other children lurking around the building before he revealed himself, but that doesn't mean they aren't there. He wasn't going to fool himself into thinking that their stealth skills were poor.

He wasn't that arrogant.

...Anymore.

"Oh you will." Sam threatens, unzipping the container and grabbing the takeout bag. "I'll get you a collar and everything, we can start calling you Catwoman." When she pulls out her fries, Danny snaps forward and steals one from the box, ignoring her indignant yell as he pops it into his mouth.

"I spent my own money on these fries, Sam." He sniffs, leaning away from her with a stifled huff of laughter as she swats at him. "So they are technically my fries. And also, Catwoman would be a poor thief if she wore a bell."

Sam grumbles at him, and takes a bite out of a handful of fries. "I'll venmo you money." She says past a mouthful of food, Danny would have been disgusted in the past, when he was still new. But he's gotten used to this... normality. So he makes no reaction to it. "How does three hundred bucks sound?"

Danny immediately frowns.

"Did you have a fight with your parents?" He asks, eyes glancing to the doors. Doors that are covered heavily by curtains and blurred heavily, decadent music passing through in muffled sounds. He shifts himself away from the light. "You only spend that much money when they've pissed you off."

Sam's chewing stops, and her annoyed expression falters into one Danny knows well -- hurt, furrowed brows, a small frown, disappointment -- and she turns her head away from him. She swallows. "Yeah." she says, quiet.

Oh.

Danny knows that tone too.

Guilt settles like a rock in his chest. He leans forward, "Was it about me again?" He wasn't blind to the disdain Sam's parents had for him, far from it. This wasn't the first time Sam had gotten into a fight with them over her friendship with him and Tucker. But especially him. He unsettled people, even after years of observing his age-mates and trying to mimic their behavior, and anyone who knew him in middle school knew it was an act.  

Sam's silence gives him all the confirmation he needs, and the guilt heavies itself with the weight of the sky. Danny's never much cared about others' opinions of him -- he is (was?) an Al Ghul, they never heed to mind what the weight of a simpleton's thoughts.

But.. he cares a little a lot when it hurts his friends like this. He presses his lips together into a thin line, and forces the words out through his teeth. It sounds robotic. Al Ghul's do not apologize. "I... am sorry." But this one does. It doesn’t come easy. 

Sam sighs through her nose, and turns to roll her eyes at him. "Don't apologize on their behalf when you won't even apologize for your own; their assholes." She says, and goes reaching for more fries.

It's a sign, a signal. A silent word for the conversation to move on, to change. A distraction. Danny grasps it with both hands, and makes an offended noise in the back of his throat. And like he has learned, puts a hand to his chest like a scandalized American southern lady. "I apologize! I apologize plenty."

She snorts. "Only when you think it matters." And pokes him in the ribs sharply with her fry. He withholds a wince and snatches it out of her hands. "You're about as unapologetic as they come, Danny J. Fenton. I've seen you look more sincere when you're trying to drive your sword between Vlad's ribs."

"Stabbing Masters is a very important task for me, Sam." Danny says in only partially faux-seriousness. Masters has yet to realize that Danny had no interest in becoming his son, but he had to (reluctantly) admire his persistence. "Of course I will apply myself to it as best as I can."

He grins triumphantly when Sam laughs, and she reaches over to shove him square in the chest. He barks out a laugh of his own as he grips onto the balcony railing and catches himself at an angle.

"Quit with your method actor talk," Sam retorts, grinning sharply while Danny twists himself back up elegantly. "I know you can talk like a normal person, I've literally seen you do it."

Danny sniffs, and snatches more fries from the carton as revenge. "I'm not entirely sure what you mean, Miss Sam." He says, grin-twisting when Sam rolls her eyes. "My speech has always been this way. This 'normal' you speak of, I do not know it."

She waves her hand dismissively at him. "Yeah, yeah, whatever. But if you keep talking like that, I'm pushing you off the balcony."

"Such violence, Sam."

He gets a laugh again, full of disbelief without any of the annoyance. "I'm gonna be the one that stabs you, oh my god. Pot meet kettle." She looks at him again, smiling.

Danny smiles back, and with a flick of his wrist pulls out a kunai from his sleeve. It was one of the few weapons Mother was able to pass on to him whenever she made her scarce visits. He cherishes it well, along with anything else she was capable of giving him. 

He holds the handle out to her, and watches her face shift from disbelief to shock, then back to disbelief. "Then you're gonna need a weapon to do that." 

"Of course you have a pointy object on you." She mutters, and takes the kunai and puts it in her purse. Danny makes a pleased hum, it resonates low in his core, and drops his hand. "When do you not have a pointy object on you?"

As if to make her point, Danny's hands twist near his side, and he holds his palms up to her, revealing the shobo he had also hidden on him. He gives her a shit-eating grin. "Never." He lowers his hand, and pockets the small weapon once again. 

Sam huffs, "Of course," she repeats, "thanks. I was gonna bring a knife but..."

Danny finishes the sentence for her, kicking his feet idly and knowingly. "The security at the door?" He'd seen them on his flight over the building. It wouldn't do much in the face of the Rogues, but at least they were good at keeping appearances and keeping out the smaller threats.

He rolls his eyes and turns his head away, looking up to the ugly, smog-covered skies. There was no bat signal in the air, and while that was a good thing, Danny almost wished there was. He wanted to see it. "I saw, and I would’ve called Father foolish if he hadn’t hired help. He attracts trouble almost as badly as I do."

"Maybe it's hereditary," Sam jokes, laughing under her breath. With her fries finished, she started on her veggie burger. "At least your dad isn't a vigilante like you are."

Danny smiles wryly. It felt nice to be able to talk more freely about this. That he didn't have to hide the fact that his father was Bruce Wayne, now that Sam knew it from her own accord. Maybe he could have conversations like these more often. Even if it was limited to Bruce Wayne only.

(Even if it felt a little terrifying to know that his father was so close by, close enough that Danny could reach out and touch him. To speak to him. But how would he explain that? And with an audience?)

(He’s wanted to see him since he was a kid, and he still does. It clings onto him like a cough that doesn’t go away after the cold already has, and while it has faded over the years, it clings. His mother’s words still ring in his ears however; it’s not safe. It’s not safe.)

(And isn’t that why he faked his death in the first place? So that his little brother would be safe? Why he gave up the heirship, his home, his Mother, Damian, and his chance to meet his Father? Going to see Father, even now, would be throwing that all away. He has to stay away.)

(Why is Damian with Father if staying with Father was unsafe?) 

He just needed to tell Tucker. Danny wouldn’t keep him out of the loop, he was just as much as his friend as Sam was. His eyes draw towards the door, where the golden glow of lights was still pouring through, where music was playing loudly. "Yeah, fortunately." 

They fall into a comfortable silence after that, and Danny finally cracks open his thermos. The pipe Technus impaled him with was covered in a goo that Danny didn’t recognize, but whatever it was, his injury was taking its time healing. The ectoplasm was speeding it up. 

He isn’t sure what the difference between the ectoplasm that Drs. Fenton collected and Grandfather’s Lazarus pools is, but there’s a difference. He swirls the thermos slowly, watching as the ectoplasm inside twists into a small whirlpool sluggishly. 

When left alone, it thickens into a consistency similar to egg whites, or perhaps a thick smoothie, but reverts back into a water-like substance when moved and swirled. It was strange; unexplainable. He can understand, to an extent, why the Drs. Fenton are so obsessed with studying it and the dimension it comes from. 

Sam watches him idly as he brings the thermos to his lips and drinks from it. The effect is instantaneous, a sense of relief washing over Danny as if someone had put a soothing balm onto an injury. It buzzes down to his fingertips, and when he lowers the thermos, he licks his lips and watches the tips of his fingers burn green like frostbite. 

“Your hair turned white again.” Sam comments, her hand reaching out and touching the hair on the nape of his neck. While it’s not the first time Sam’s touched his hair, it still makes him tense up with her hand so close to his throat. Instinct. dan

He ignores the urge to bat her hand away, humming thoughtfully. “I’ve noticed it does that.” He says, pulling down his bangs to see if they’ve also turned white. No, still black. He lets go. “Let me guess; my eyes are green too?” He lifts the thermos again and peers into the chrome casing. 

Sam nods, “Yep, but it’s only the, uh.” She makes a circle around her eyes with her finger. “The iris part. Everything else is fine.” 

Danny can see that. The faint reflection on the chrome casts back an intense green. He takes another sip. It chills the back of his teeth, and he can feel his canines warp and sharpen. He runs his tongue over them, and swallows. 

Sam is still watching him, her fingers drumming against the balcony railing. “What’s it taste like?” 

“Carbonated.” He says dryly, before taking a large swig. He couldn’t name a specific flavor if he tried, it changed every time he took a sip. The only thing that stayed consistent was that it tasted carbonated. And slightly sweet. When he pulls the thermos away, Danny twists his body towards her and offers it out, wiping his mouth on his sleeve. “Want to try?” 

Her reaction is immediate. Sam’s nose scrunches up and her mouth twists into a smile, and she makes a huffing-laugh sound. “No, thank you.” She pushes it away lightly with her fingers, “I don’t know how to explain to my parents why my hair is white.” 

Right. Danny pulls the thermos away and puts it down beside him, straining his eyes to see if the rest of his hair has changed colors. Even just his first sip would take half an hour to fade back to its normal black, and he was a halfa. He had no idea how long it’d take to fade on Sam, who was human. 

There’s movement from the corner of his eye, and Danny snaps his head towards the source. There’s a figure, small, a boy, trying to hide behind one of the curtains at the door. His form just barely peeking out from the angle Danny was sitting at. He wouldn’t have seen him if the boy hadn’t moved. 

His fingers curl tightly into the railing, and he breathes in sharp. Sam’s smile crumbles away and she turns to see what he’s looking at. “I should go.” He says, and reaches for his thermos. “There’s someone spying on us. Don’t say anything, just look at me.” 

Sam’s expression warps, twists. Her eyes widen, her jaw starts to drop before fixing itself into place, and her shoulders curl up and tense. She forces it all to smooth over, and she leans casually against the railing. There’s a tick in her jaw. “I see.” Her voice comes through teeth. “Do you think they saw you?”

“I am not sure.” Danny says. He keeps an eye on the figure as he twists himself over and grabs the Nasty Burger bag and the container. He tries not to look like he’s rushing. He is. How long has that boy been there? How much did he see? Did he hear anything? 

“Father, fortunately, has privacy films on the glass. Nobody should have seen me unless they’re specifically trying to peep through the door.” He says. The boy seems to realize that Danny was starting to leave. And, his heart beginning to sink, instead of leaving, moves to grab the door handle instead.

No. No, no, no, no, no.

Danny’s breath catches in his throat, he’s hoping that isn’t who he think it is. But how else would he have not noticed an eavesdropper on their conversation unless it was someone who was capable of bypassing those skills? He told himself that he wouldn’t fool himself into thinking that his siblings’ had poor stealth. He got distracted. 

Five years, five years. He refuses to let that go down the drain. He zips up the container and throws his legs over the other side of the railing, his back facing the door. He hears the doorknob click, and without a word to Sam, slips off down the side and down to the ground below.

Just in time. The once muffled music now sounds blaring as the door presumably is thrown open and the pull of invisibility washes over him like a second skin. He doesn't stay to see who it is.

[kiddokori]

his ass is NOT getting up for his 8am lecture

[july-19th-club]

house md wildest show on earth. a main character outright assassinates a known dictator, a moment that would be the very beginning or the mid-series crisis in any other show - an act which creates a power vacuum in a foreign nation already filled with child soldiers and genocide, and it's literally only brought up again throughout the season because that guy's wife divorces him over it. and occasionally to explore his relationship with who he is as a person and a catholic after having deliberately taken a life for what he calculates as the greater good, but mostly it's about his divorce

[ask-kas-n-lamp]

INFECTED!!!!!!!!! LAMPERT!!!!!!

VEEERRRRRRYYYYY IMPORTANT QUESTION!!!

What’s your relationship with each other, like are yall frenemies or are you enemies or are yall just chill?

not meant to be mean this is just the third and fourth ask weve gotten about infected and that has been the first thing stated on our pinned post the whole time and we genuinely cannot keep finding ways to address it in character

[bitit]

wanted to try a little experiment of including the original source of the doodle even after the render :)

[bluebirdcurse]

It's so awkward how they have a cannibalism control group...every day Coach lives is another day they kind of didn't need to eat Jackie. They're drawing lots for their next meal while he's out hiking.

[apotelesmaa]

We make fun of black star being illiterate but I think that, given he was literally a baby when he was taken in by the dwma, this fact just proves that the dwma is not teaching those kids shit

[blinkpen]

found another old one i never posted enjoy

[shrimp1y]

More teachers au where highschool dropout Suguru is actually trying to follow the curriculum and phd-in-quantum-physics-at-18 Satoru is like "well. No mission today so we can just play soccer if u guys want!!"

[ravings-of-a-mad-scientist]

i like how whenever i make a joke about how biologists can't do math (comedic overexaggeration) all the replies are evenly divided between

1. nonbiologists (who don't realize I am a biologist) whiteknighting biology by nonbiologistsplaining how biologists can do math actually because stats

2. biologists laughing about how it's true and math is the bane of their existence

im not supposed to math, im just a bio, im supposed to be stamp collecting and observing flatworms, not verifying that my hypothesis is statistically significant with data and models

[chao-mp3]

Poland and Hospitaller????

[mamawasatesttube]

sometimes im tempted to just open to action comics #1 and read through from the very beginning. i haven't done it yet but the temptation does exist

[bonefall]

Would Midnight be patient with my fellow discalculia girlies... I love her but am So So Pathologically Bad at math

Midnight teaches advanced algebra to cats, you'll be fine. She'll conjure up a fractal for you, color each part of the equation, show how each part interacts and what it looks like when you change it

She'll take you out to the beach and explain the wind and the tide, compare them to each axis on the formula she showed you, and modify one factor. The wind dies down and the sea becomes as smooth as glass.

"Smoothness for the-waves you-see?" She waits for you to nod, never rushing you along, even the most casual questions are genuine, "Excellent! For this is example of maths I-teach. Nature it-will-happen. Simpleness it-being. You-will-understand."

[sometipsygnostalgic]

If Entrapta's character is like a feral shonen protagonist (Goku or Luffy) became a scientist instead of a fighter, then what is her opposite?

What character in fiction is like if a calculated mad scientist type (think Princess Bubblegum or Bulma) became a fighter instead?