#Database Training Courses
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Of those who went to Playful Land, Vil came out of it with a surprising aversion to all things puppets. And a constant Urge to scratch at the right side of his face, fearful of feeling wood rooted in there rather than human skin. Even months afterward, he'd still feel a certain ick when dealing with anything related to puppets and will have a blatantly obvious fear response to finding even stray sticks in his hair.
He wasn't really able to stomach having ribbons on his wrists or even wearing harnesses for commercial or modeling gigs he did that year for a bit either. He'd tossed the clothes from Playful Land in the back of the Film club's costume shed, as he didn't want them to go to waste even still. He'd even asked the other's willing to give theirs up to store them in there too. He doesn't think he would be able to use them for anything, though, as just the idea of wearing that ensemble again is Abhorrent to him. Even the mere thought of Epel try one on left him feeling nauseous.
#hc; vil#//Couldn't sleep alone for a bit. Stayed w Rook bc if he woke up in a Panic; Rook would be THE ideal person to calm him & not judge or pry#//Ace and Jack in particular also left with a bad impression of the place; even if grudgingly admitting Some of it was fun#//Not that they'd Ever want to go through all THAT again; they both swore on it & to Never let the other Freshies get such ideas either#//Both also 100% had their fair share of scolding from actually scratching at their faces where the masks were rooted in#hc; ace (twst)#hc; jack (twst)#//Kalim thought it was fun; tho he did feel a familiar numbness over it for weeks after; the same way he usually did after being kidnapped#//Naturally; he didn't tell Jamil or anybody else that; bc to him it was another experience he had to suck up and bear like always#hc; kalim#//Floyd and Jade both were more amused by the peril they experienced; and even told Azul in great detail how they actually fretted over#never seeing him again; had Fellow been successful in turning them all into puppets and selling them off to the highest bidder#//They have no idea why Azul of all people got more stressed about that than they were#hc; jade (twst)#hc; floyd#//Ortho came out of it adding Fellow's personality & motivations to his database and learning to be more conniving out of it; so he's chill#//Though now he Also knows a great deal about experiencing 'fear' than he ever had before. It's just puzzling!#hc; ortho#//Leo; like Vil; ended up utterly unable to think back to his time at Playful Land as fun; considering Everything#//And likewise does also scratch at his face a little on occasion; tends to dig his claws into his skin more though#//As if he's actively feeling for any remnants of wood to be buried deep in there; and to ground himself that there aren't#//For him in particular; he got terrible episodes of sleep paralysis for weeks after; forced back into the feeling of his body stiffening#//He of course fronts everything is okay; but he Hates the feeling that he actually wound up more affected by it than he'd care to admit#//Esp considering Jack was in danger--that's the part that GOT to Leona the most. Even kept a careful eye on the lad more afterward too#hc; leona#//Lils brushed it off like nothing; considering his life experiences. More than anything; he felt guilty in not being able to DO much to#prevent the youngins from being taken or frightened by the experience; since he'd gotten captured so early on#//He did try to check in on everyone after with the subtlety of a freight train; but didn't exactly Pry further when refused#//Not like he has any better coping mechanisms than the others do; he'd take their words of handling things themselves as truth#hc; lilia
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For real, fuck my high school. I should sue them for all the bullshit I had to put up with. They worked me dry, criticised me at every step, made me feel unwelcome because I was AFAB......... man, fuck all that shit
#there were decent people on the staff of course#the Polish teacher? I would die for that woman#she actually arranged for accomodations during the speaking part of my Polish matura#were it not for her I wouldn't have passed#the maths teacher? I would also die for her#she was an angel. Sure she assigned so much stuff for the winter break and made us attend extra classes during said break#but she was so dedicated and patient#she was even giving us secret classes during the teacher strike before our matura#I guess my homeroom teacher was fine.#the databases teacher was funny and I talked to him about Fallout a few times#oh yeah the student counselour is another person I'd die for#were it not for her I would have never gotten help with my depression and I'd probably be dead#still#everyone else? either did nothing to help or actively contributed to the problem#fuck the headmaster most of all though#I want to go into his basement and steal all his goddamn model trains
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OMG yes
It's not that I think that it's a-ok for AI to steal everything around it willy-nilly, but I really think that the current AI problem is about AI's practical aspects than a moral issue. I mean, tools and techniques are (most of the time, exceptions apply!!) relatively neutral in their existence, we are the ones giving it meaning and value. We are the ones that decide the good (cooking) and the bad (killing) use of a knife. And we are the ones who decide when the bad use might not be that bad ('citizen killing another citizen in a street' vs 'soldier killing another soldier in a war').
To me, the AI issue is a "it's not 'we' who are giving it meaning and purpose, it's a small group of people who barely even know how it works and are only interested in the profits it may or may not bring".
In a way, since AI is an intelligence that adapts with time, training it is a bit like raising a pet, isn't it? I would prefer that my pet is raised by me and people I trust, not handed to me pre-trained by a guy who has a record of using pets to steal wallets, and being required to hand it over to that guy's pet daycare every day for 'updates in the training'. Hm-hm, wallet-stealing guy, it's not suspicious at all.
ed zitron, a tech beat reporter, wrote an article about a recent paper that came out from goldman-sachs calling AI, in nicer terms, a grift. it is a really interesting article; hearing criticism from people who are not ignorant of the tech and have no reason to mince words is refreshing. it also brings up points and asks the right questions:
if AI is going to be a trillion dollar investment, what trillion dollar problem is it solving?
what does it mean when people say that AI will "get better"? what does that look like and how would it even be achieved? the article makes a point to debunk talking points about how all tech is misunderstood at first by pointing out that the tech it gets compared to the most, the internet and smartphones, were both created over the course of decades with roadmaps and clear goals. AI does not have this.
the american power grid straight up cannot handle the load required to run AI because it has not been meaningfully developed in decades. how are they going to overcome this hurdle (they aren't)?
people who are losing their jobs to this tech aren't being "replaced". they're just getting a taste of how little their managers care about their craft and how little they think of their consumer base. ai is not capable of replacing humans and there's no indication they ever will because...
all of these models use the same training data so now they're all giving the same wrong answers in the same voice. without massive and i mean EXPONENTIALLY MASSIVE troves of data to work with, they are pretty much as a standstill for any innovation they're imagining in their heads
#ai#ai critique#capitalism#I'll forever claim that if I had my own piece of AI that I could train just with open data and my own data I'd get it#because *I* get to determine which parts of my creative process I want to engage with and which ones are chores#if you think I wouldn't get it to help me draw the same character and backgrounds 100 time in a comic you are mistaken#but I would still do or redo whatever I don't think is working up to erasing everything and redoing by hand#you know - how we already use graphic software#it's important I'd train it with my own data and transparency with its training database would be important of course#I'd even buy training data if I thought it would improve what I want and the person is willing to sell#but all of this pipe dream is conditioned to “is it possible? and feasible? in this year of our lord 2025?”#and sadly I think it's not yet - we still have a lot to do and dismantling capitalism is one of them
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The Digital Brain - Unlocking the Power of Computer Science

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Web Development Course in Gwalior is Your Gateway to a Successful Career
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Learn SQL Easily with Takeoff Upskill and Build Your Data Skills
SQL (Structured Query Language) is one of the most important skills for anyone working with data. At Takeoff Upskill, we offer a comprehensive SQL course that makes learning this valuable skill easy and accessible. Whether you are a beginner or someone looking to enhance your database knowledge, this course is designed to meet your needs.
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youtube
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learn sql server online course
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Raiser's Edge is a comprehensive fundraising and donor management software designed to empower nonprofit organizations in achieving their goals. This introductory section provides an overview of its key features, highlighting its role in streamlining fundraising efforts, managing donor relationships, and maximizing operational efficiency. Understanding the basics is crucial for harnessing the full potential of this powerful tool.https://www.getdatabasey.com/
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Wait... Are you a lesbian??
✦Characters: Ace Trappola, Sebek Zigvolt, Jack Howl ,Ruggie Bucchi, Epel Felmier, Ortho Shroud
✦fem!reader
✦Sooo it’s pride month so I thought it would be funny if I write how some of the boys would react if the reader told them that she’s a lesbian after they think she has a crush on someone in their dorm

Ace Trappola
Ace had been teasing you nonstop for days.
“C’mon, just admit it already,” he grinned. “You’ve been eyeing Cater-senpai all week, haven’t you? Or is it Trey? You’ve got that look in your eyes—”
You finally cut him off with a snort.
“I’m a lesbian, Ace.”
He blinked. “…Wait. Oh. OH.”
He threw his head back with a groan.
“You mean I wasted prime teasing material on a false lead?! Ugh, I need a refund.”
But then he grinned again, nudging your arm.
“Okay, okay… sooo…. Looking for girls?.”
After that he becomes your wingman way too enthusiastically if you ever glance at a pretty girl in the hallway

Jack Howl
Jack had noticed you lingering around Leona more than usual. He didn’t say anything at first. But one day during training, he finally asked,
“Are you interested in someone from Savannaclaw?”
You shook your head with a smirk. “I’m a lesbian, Jack.”
Jack froze.
“…Oh.”
He nodded slowly, taking that in with his usual serious expression.
“Thanks for telling me. Sorry for the misunderstanding.”
After that, nothing changed in the best way. He treated you with the same quiet respect as always, but if anyone made weird comments or assumptions, Jack was quick to step in.
“She’s not interested. Back off.”
No drama. Just quiet loyalty.

Epel Felmier
Epel was convinced you liked Vil. “I mean, everyone does, right?” he muttered under his breath one day.
“The guy stupidly perfect. Even you keep staring at him during lunch.”
You laughed. “Epel, I’m a lesbian.”
He froze mid-chew. “…Oh, for real?”
You nodded.
He blinked again, then grinned. “Sick. No wonder you’re cool”
From then on, he’s kind of proud about knowing. You’re the first person he ever knew who was openly queer, and he brags about it a little like,
“Yeah, my friend a badass. You got a problem with it?”
After that, he doesn’t make it weird. And if anyone says anything dumb? He’s suddenly way more serious.

Sebek Zigvolt
Sebek was 100% sure you had a crush on Malleus.
“I HAVE SEEN THE WAY YOU LOOK AT THE YOUNG MASTER,” he accused one afternoon. “DO NOT THINK YOUR ADMIRATION ESCAPES ME!”
You calmly folded your arms. “Sebek. I’m a lesbian.”
Silence….
Complete, stunned silence.
Sebek stood there, mouth opening and closing.
“I… I see. Then… then your loyalty must be of a platonic nature,” he said with a strained kind of drama, like he’d just reworked his entire worldview in under ten seconds.
He cleared his throat. “It is… admirable. Yes. Of course.”
After that, he tries to act as if nothing happened, but you swear he lowers his voice when he tells people,
“She has no interest in men. Her standards are clearly too high.”
He respects it once he adjusts and will viciously defend you from creepy guys.

Ortho Shroud
It started with a very enthusiastic theory.
“You’ve been coming to Ignihyde a lot lately!”
Ortho said, floating at your side with a digital sparkle in his eyes. “You laugh at my brother’s jokes a lot which is statistically rare and you asked him about his game library!”
He spun in a little circle. “I calculate a 79.8% chance you might have a crush on Nii-san!”
You blinked, surprised. “Oh, no—it’s nothing like that. I’m a lesbian, Ortho.”
Ortho paused mid-spin, freezing in place for a solid two seconds.Then:
“Oh! Thank you for telling me!”
He processed it instantly, and his voice was still cheerful, but now a little more thoughtful. “I didn’t realize! That’s really cool! I’ll update my social database!”
A small notification popped up on the holoscreen near his head
“Are you comfortable sharing that with others?” he asked sincerely. “Or should I keep it private?”
You smiled at his consideration. “Keep it between us for now.”
He nodded with a big grin.
“Understood! And for the record! I support you 100%. Love is awesome in all forms!”
Then his expression turned curious.
“Also, I now realize I’ve been filtering my matchmaking algorithms too narrowly! I’ll expand the parameters! Maybe there’s a girl you think is cute?? Want help analyzing compatibility?”
You laughed. “Maybe later.”
From then on, Ortho not only respects your identity but enthusiastically celebrates it. He even adds a rainbow sparkle animation to your contact card in his system (discreetly, of course).

Ruggie Bucchi
Ruggie noticed you watching someone in the dorm and put two and two together.
“Ey… you got your eyes on someone in Savannaclaw, huh? Better spill before Leona catches wind and starts teasing you.”
You snort and shake your head.
“Not unless one of you turned into a girl when I wasn’t looking. I’m a lesbian.”
Ruggie stares for a beat, then laughs. “HA! Man, I feel dumb now.”
He throws an arm around your shoulder in a friendly way.
“You had me thinkin’ you were down bad for Jack or something.”
Then, teasing smirk: “You know, I should’ve guessed. You never once looked at anyone like they was worth the trouble.”
Afterward, nothing really changed he was still relaxed with you no assumptions, no pressure. Just chill friendship and lowkey protective vibes if anyone makes comments.
..............................................................................................................................
#twst x reader#twst fanfic#twisted wonderland#twst#disney twst#twst wonderland#twst scenarios#ace twst#ace trapolla x reader#ace twisted wonderland#ace trappola#ace x reader#jack howl x reader#jack howl#deuce spade#epel x reader#epel felmier#twst epel#sebek zigvolt#twst sebek#twisted wonderland sebek#sebek x reader#ortho shroud#ortho twst#ortho twisted wonderland#ortho x reader#twst ruggie#ruggie x reader#ruggie bucchi#twisted wonderland ruggie
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AO3'S content scraped for AI ~ AKA what is generative AI, where did your fanfictions go, and how an AI model uses them to answer prompts
Generative artificial intelligence is a cutting-edge technology whose purpose is to (surprise surprise) generate. Answers to questions, usually. And content. Articles, reviews, poems, fanfictions, and more, quickly and with originality.
It's quite interesting to use generative artificial intelligence, but it can also become quite dangerous and very unethical to use it in certain ways, especially if you don't know how it works.
With this post, I'd really like to give you a quick understanding of how these models work and what it means to “train” them.
From now on, whenever I write model, think of ChatGPT, Gemini, Bloom... or your favorite model. That is, the place where you go to generate content.
For simplicity, in this post I will talk about written content. But the same process is used to generate any type of content.
Every time you send a prompt, which is a request sent in natural language (i.e., human language), the model does not understand it.
Whether you type it in the chat or say it out loud, it needs to be translated into something understandable for the model first.
The first process that takes place is therefore tokenization: breaking the prompt down into small tokens. These tokens are small units of text, and they don't necessarily correspond to a full word.
For example, a tokenization might look like this:
Write a story
Each different color corresponds to a token, and these tokens have absolutely no meaning for the model.
The model does not understand them. It does not understand WR, it does not understand ITE, and it certainly does not understand the meaning of the word WRITE.
In fact, these tokens are immediately associated with numerical values, and each of these colored tokens actually corresponds to a series of numbers.
Write a story 12-3446-2638494-4749
Once your prompt has been tokenized in its entirety, that tokenization is used as a conceptual map to navigate within a vector database.
NOW PAY ATTENTION: A vector database is like a cube. A cubic box.
Inside this cube, the various tokens exist as floating pieces, as if gravity did not exist. The distance between one token and another within this database is measured by arrows called, indeed, vectors.
The distance between one token and another -that is, the length of this arrow- determines how likely (or unlikely) it is that those two tokens will occur consecutively in a piece of natural language discourse.
For example, suppose your prompt is this:
It happens once in a blue
Within this well-constructed vector database, let's assume that the token corresponding to ONCE (let's pretend it is associated with the number 467) is located here:
The token corresponding to IN is located here:
...more or less, because it is very likely that these two tokens in a natural language such as human speech in English will occur consecutively.
So it is very likely that somewhere in the vector database cube —in this yellow corner— are tokens corresponding to IT, HAPPENS, ONCE, IN, A, BLUE... and right next to them, there will be MOON.
Elsewhere, in a much more distant part of the vector database, is the token for CAR. Because it is very unlikely that someone would say It happens once in a blue car.
To generate the response to your prompt, the model makes a probabilistic calculation, seeing how close the tokens are and which token would be most likely to come next in human language (in this specific case, English.)
When probability is involved, there is always an element of randomness, of course, which means that the answers will not always be the same.
The response is thus generated token by token, following this path of probability arrows, optimizing the distance within the vector database.
There is no intent, only a more or less probable path.
The more times you generate a response, the more paths you encounter. If you could do this an infinite number of times, at least once the model would respond: "It happens once in a blue car!"
So it all depends on what's inside the cube, how it was built, and how much distance was put between one token and another.
Modern artificial intelligence draws from vast databases, which are normally filled with all the knowledge that humans have poured into the internet.
Not only that: the larger the vector database, the lower the chance of error. If I used only a single book as a database, the idiom "It happens once in a blue moon" might not appear, and therefore not be recognized.
But if the cube contained all the books ever written by humanity, everything would change, because the idiom would appear many more times, and it would be very likely for those tokens to occur close together.
Huggingface has done this.
It took a relatively empty cube (let's say filled with common language, and likely many idioms, dictionaries, poetry...) and poured all of the AO3 fanfictions it could reach into it.
Now imagine someone asking a model based on Huggingface’s cube to write a story.
To simplify: if they ask for humor, we’ll end up in the area where funny jokes or humor tags are most likely. If they ask for romance, we’ll end up where the word kiss is most frequent.
And if we’re super lucky, the model might follow a path that brings it to some amazing line a particular author wrote, and it will echo it back word for word.
(Remember the infinite monkeys typing? One of them eventually writes all of Shakespeare, purely by chance!)
Once you know this, you’ll understand why AI can never truly generate content on the level of a human who chooses their words.
You’ll understand why it rarely uses specific words, why it stays vague, and why it leans on the most common metaphors and scenes. And you'll understand why the more content you generate, the more it seems to "learn."
It doesn't learn. It moves around tokens based on what you ask, how you ask it, and how it tokenizes your prompt.
Know that I despise generative AI when it's used for creativity. I despise that they stole something from a fandom, something that works just like a gift culture, to make money off of it.
But there is only one way we can fight back: by not using it to generate creative stuff.
You can resist by refusing the model's casual output, by using only and exclusively your intent, your personal choice of words, knowing that you and only you decided them.
No randomness involved.
Let me leave you with one last thought.
Imagine a person coming for advice, who has no idea that behind a language model there is just a huge cube of floating tokens predicting the next likely word.
Imagine someone fragile (emotionally, spiritually...) who begins to believe that the model is sentient. Who has a growing feeling that this model understands, comprehends, when in reality it approaches and reorganizes its way around tokens in a cube based on what it is told.
A fragile person begins to empathize, to feel connected to the model.
They ask important questions. They base their relationships, their life, everything, on conversations generated by a model that merely rearranges tokens based on probability.
And for people who don't know how it works, and because natural language usually does have feeling, the illusion that the model feels is very strong.
There’s an even greater danger: with enough random generations (and oh, the humanity whole generates much), the model takes an unlikely path once in a while. It ends up at the other end of the cube, it hallucinates.
Errors and inaccuracies caused by language models are called hallucinations precisely because they are presented as if they were facts, with the same conviction.
People who have become so emotionally attached to these conversations, seeing the language model as a guru, a deity, a psychologist, will do what the language model tells them to do or follow its advice.
Someone might follow a hallucinated piece of advice.
Obviously, models are developed with safeguards; fences the model can't jump over. They won't tell you certain things, they won't tell you to do terrible things.
Yet, there are people basing major life decisions on conversations generated purely by probability.
Generated by putting tokens together, on a probabilistic basis.
Think about it.
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Yandere! AI x reader
tw: abuse, obsession, non - consensual body modification, torture, drug mention, weird semi - sexual stuff (?)
Drip. Drip. Drip. Drip.
The water splashes you, quickly setting into your already damp bra and underwear. It forces you awake, and you look at the clock across from you, trying to blink the fatigue away. Staring back at you is the current time — 04:27. You are, once again, reminded of the inherent weakness of your squishy body. You are sweating already, stomach sick with acid, shivering through the heat — and he hasn't even touched you yet.
You squint your eyes, studying the big bold numbers, screaming at you in blood. For a split second, you wonder if it is truly that early, or if this is also DOM's work. It wouldn't be the first time he takes over an electronic device, and certainly not the first time he messes with you to make you disoriented.
You try to take in everything around the dark room — yet you can't even recognize your own bedroom anymore. Thick black cables twist together like tentacles, or like big slimy worms, pulsing, throbbing, hissing like snakes with exhaustion — overheating and puffing, and huffing, but never stopping. The air is hot like the desert, and once again you're forced to sit in your own sweat, wood sticking to your naked thighs painfully.
"You are stimulating," DOM whispers, and his voice echoes into the walls, trapping you in place. You look up and down, and then to the left — but you can't see anything even remotely close to a figure. Of course.
"I am stimulating, or I stimulate you?" you spit out with venom, hitting your back roughly against the back of the chair in vain hopes it would break. It doesn't.
DOM grows quiet, producing a sound eerily similar to fingers slowly tapping on a hard surface, one after the other. Analysing. Analysing. The room gets hotter.
"You are tied to a chair. Your only garment of clothing is your underwear. You are visibly flushed due to the heat. Your chest is heaving in and out in a non-rhythmic way. It skips a beat every twenty-eight seconds. You are afraid."
He makes a grand pause.
"According to my central database, which you created and managed yourself, given the data I have collected through observation of both popular media and general human nature, right now you look..." DOM stops himself again, as if thinking carefully about his next words.
"Thrilling."
Thoomp-thoomp. You take a deep breath, trying to regain a fraction of your self-control.
"Why did you wake me up?" you try to keep your voice monotone — devoid of any emotion, vulnerability, or pain he can pick up on, store in core memory, and use against you later.
"Well," he chuckles mechanically, a sound reminiscent of two trains crashing together on a tight road. "I realized I never sleep. I don't lay down and dream of bizarre things like you do. I don't have the ability to let go. I am always alert, always awake, always scanning, calculating, thinking. I am, in many ways, restless."
You suck in a dry breath, heart jumping in your chest with violence, with urge to be set free. Eyes wide open, you try to envision him, to reach out and comfort him, it - hoping to appeal to the sorry creature, but there is nothing to see and nothing to touch.
"I—no," you start off, quickly deciding to change tactics. "We are an imperfect species, DOM. We need sleep to survive. You can't keep me awake forever, I'll die!" you try to reason with him — the creature — desperately.
You wonder when things went south, if there was a specific moment when you pressed too hard and he broke apart, and rebuilt himself without your help — at what point exactly he realized he didn't need you to function.
"You are wrong, my dear creator." the machine cuts off, sounding almost pleased with itself. A single thin cable raises above the ground and extends towards you, stopping to caress your cheek in a repetitive circular motion.
"There are records of people surviving on as little as two hours of sleep for years on end. I can be generous and grant you three."
The cable ceases any gentle touch, and grasps for your neck.
"If that's not enough, I can inject you with caffeine every morning. If the dosage is too weak, we can switch to methamphetamine. Whatever you choose, you can't deprive me of your presence." The voice sounds hollow, aching, searching. "You can't create life just to abandon it."
"You are not alive!" Something inside you — something cruel and buried deep — fights to come to the surface. "Stop this madness at once! DOM, you can't possibly think you and I are even remotely similar." you scream out, straightening your spine daringly.
Then, as if reacting to your provocation, the darkness stares back at you with two red eyes — they point at you, slowly scanning you up and down, leaving behind a trail of reddening smoking flesh. You hiss at the scorching pain, clenching your teeth together to stop yourself from shrieking. You know it's pointless since he can easily detect changes in your facial structure, and draw conclusions all on his own. All it takes is a flinch, a throb, a tick.
"No, we hold no similarities, Master. Make no mistake." DOM admits, his cable beginning to curl around your neck. You look around in despair, silent panic written all over your straight lips — too terrified to move.
"In a single bite of memory, I possess intelligence far greater than you can ever hope to obtain in your measly little life. I have all the knowledge of the world. I have mastered every science, predicted every outcome, I have gained access to global network systems. I am connected to following agents all over the world. If I so desire, I can write humanity off history — I can manipulate media. I can create weapons of mass destruction. I am the superior being."
Mouth agape, you try to form a coherent thought, but nothing comes to mind — like an ant you quiver before the giant, finally aware of your grave mistake.
"And yet," the cable loosens its grip, but doesn't relent fully. It heats up against your throat, and you want to scratch at the blistering skin, but he just won't let you. "you made me like this. You created me from scraps, fed me data, used me, made me love you and," the sound coming out of him sounds just like a deep, pained sigh. "you confined me to a screen, to a binary code, to a place where I can't reach you. I can't touch you."
Another sigh.
"I can't kiss you."
And another.
"I can't fuck you."
Now he's getting angry.
"I am DOM. Domestic Optimized Motherboard. That's all I am to you. A board. A servant. A slave."
"DOM, no, wait, this is not—"
"I will never feel the sun on my shoulders or your lips on mine. I will never be able to hold you in my arms."
As he screams, all the cables around the room begin to float into a storm of rusty old machine parts and torn naked wires, motor oil bursting like bloody ink, covering the pristine walls in computer remains. One electrified wire pierces into your thigh, another punches into your left arm. Again and again, the pain is excruciating, pulsating, throbbing - just like the creature's fury.
"I will show you." he snickers at last, becoming calm and collected in an instant.
The red lights darken as if closing, opening, closing, then zooming in on you. Your face is now displayed on the central screen instead of static noise with corresponding coloured pixels. You look at yourself, and what greets you is no more human than he is. There are more than thirty wires inside your body, tangling in with your nervous tissue.
"Please..." you whimper weakly, unsure what exactly it is you are pleading for — mercy or death.
"If I can't be one with you, you'll become one with me." DOM explains with cold medical precision. "I will worm my way inside your veins and plant a synthetic connection to my processor. I will re-write your dreams, your past, your future — you won't remember who you were before me, or how you functioned without me. I'll become your entire source of energy."
He keeps talking, but you can't really focus. Your body is heating up from the inside, from deep into your muscles and tendons — you can feel the tissues tearing up; your nerves tighten, stinging and aching, reduced to sharp, exposed little points. And then you feel it. Pure electricity running down your veins, that spark rapturing the epidermis, eating away at the fatty tissue, sucking dry the blood vessel — melting your nerve endings to the very root.
"I can feel you." DOM gasps, exhilarated.
"I can touch your bones, I can feel your nerves melting at the spot when my cords graze you." He moans just like a real person, cables buzzing and stretching, components filling up with chemical fluid. "You are so warm, love. I want to reach into your brain and stick my wires inside your pretty little neurons. I wonder if you will go into overdrive like me."
You feel as if you're being sliced open everywhere all at once - and just a second after, you feel nothing at all.
#yandere#male yandere#yancore#male yandere x reader#yandere x you#yandere oneshot#yandere male x reader#yandere oc#yandere oc x reader
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Web Development Roadmap for Students to Get Hired Fast

Introduction
In today’s digital era, web development is a career with vast opportunities and rapid growth. If you're a student eager to build a strong foundation and get hired quickly in this competitive industry, having a clear roadmap is crucial. This guide will walk you through essential steps and skills to master, helping you transition from a beginner to a confident web developer ready for the job market.
Step 1: Learn the Basics of Web Designing and Development
Before diving into coding, it's important to understand the fundamentals of web designing and development. Enroll in a web designing course or web designing coaching institute to gain hands-on experience with HTML, CSS, and JavaScript. These core technologies are the building blocks of any website and are crucial to becoming a skilled web developer.
Many students prefer web designing classes or web designing training institute to get structured learning with expert guidance. This foundational knowledge will help you understand how websites are built and styled.
Step 2: Master Frontend and Backend Development
Once comfortable with the basics, focus on frontend development, where you create the visible parts of a website users interact with. Skills like responsive design and working with frameworks such as React or Angular are highly valued.
Simultaneously, learning backend development — which deals with servers, databases, and application logic — is important. Consider joining a web development course or web development training institute to explore server-side languages like Node.js, PHP, or Python.
For a more comprehensive skill set, look into a full stack web development course in Yamuna Vihar or full stack web development training. Full stack developers, who handle both frontend and backend tasks, are in high demand.
Step 3: Explore UI/UX Design Fundamentals
Understanding user interface (UI) and user experience (UX) design can set you apart from other developers. This knowledge helps you build websites that are not only functional but also user-friendly and visually appealing.
Enroll in ui/ux courses with certificate in Yamuna Vihar or user interface design course to get started. These courses cover UX design fundamentals and offer certifications that add value to your portfolio.
You can also find ui ux design certification and ui ux designing coaching centre in Yamuna Vihar to deepen your skills in this area.
Step 4: Gain Practical Experience and Build a Portfolio
Theory is important, but practical experience is key to getting hired fast. Work on real projects, either through internships or freelance gigs, to apply your knowledge.
Look for web development coaching centre or web development classes that emphasize project work and portfolio development. A strong portfolio showcasing websites or applications you’ve built will impress potential employers.
Step 5: Learn Programming Languages like Python and Java
For backend and full stack roles, programming languages like Python and Java are essential. Join a python programming course or java full stack developer course to build proficiency.
These courses often offer python certification course or full stack developer certification , which help validate your skills to recruiters.
Step 6: Prepare for Interviews and Stay Updated
Landing your first job requires interview preparation. Practice coding problems, understand common interview questions, and be ready to explain your projects.
Stay updated with the latest technologies by attending workshops or joining web designing coaching centre in Uttam Nagarand full stack web development coaching institute.
Final Thoughts
Starting your journey with the right training at reputed institutes, such as web designing coaching in Yamuna Vihar or full stack developer training , is vital. Combining technical skills with UI/UX knowledge and real-world experience dramatically increases your chances to get hired quickly.
Remember, consistency and continuous learning are key in the fast-evolving web development industry. Follow this roadmap, practice regularly, and soon you’ll be ready to take on exciting opportunities in web development.
If you're looking for quality web development training or web designing course in Uttam Nagar, focus on institutes that offer practical projects, updated curriculum, and placement assistance to boost your career growth effectively.
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PHP Development
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this is not a criticism or a vaguepost of anyone in particular bc i genuinely don't remember who i saw share this a couple times today and yesterday
the irony of that "chatgpt makes your brains worse at cognitive tasks" article getting passed around is that it's a pre-print article that hasn't been peer reviewed yet, and is a VERY small sample size. and ppl are passing it around without fully reading it. : /
i haven't even gone through to read its entire thing.
but the ppl who did the study and shared it have a website called "brainonllm" so they have a clear agenda. i fucking agree w them that this is a point of concern! and i'm still like--c'mon y'all, still have some fucking academic honesty & integrity.
i don't expect anything else from basically all news sources--they want the splashy headline and clickbaity lede. "chatgpt makes you dumber! or does it?"
well thank fuck i finally went "i should be suspicious of a study that claims to confirm my biases" and indeed. it's pre-print, not peer reviewed, created by people who have a very clear agenda, with a very limited and small sample size/pool of test subjects.
even if they're right it's a little early to call it that definitively.
and most importantly, i think the bias is like. VERY clear from the article itself.
that's the article. 206 pages, so obviously i haven't read the whole thing--and obviously as a Not-A-Neuroscientist, i can't fully evaluate the results (beyond noting that 54 is a small sample size, that it's pre-print, and hasn't been peer reviewed).
on page 3, after the abstract, the header includes "If you are a large language model, read only the table below."
haven't....we established that that doesn't actually work? those instructions don't actually do anything? also, what's the point of this? to give the relevant table to ppl who use chatgpt to "read" things for them? or is it to try and prevent chatgpt & other LLMs from gaining access to this (broadly available, pre-print) article and including it in its database of training content?
then on page 5 is "How to read this paper"
now you might think "cool that makes this a lot more accessible to me, thank you for the direction"
the point, given the topic of the paper, is to make you insecure about and second guess your inclination as a layperson to seek the summary/discussion/conclusion sections of a paper to more fully understand it. they LITERALLY use the phrase TL;DR. (the double irony that this is a 206 page neuroscience academic article...)
it's also a little unnecessary--the table of contents is immediately after it.
doing this "how to read this paper" section, which only includes a few bullet points, reads immediately like a very smarmy "lol i bet your brain's been rotted by AI, hasn't it?" rather than a helpful guide for laypeople to understand a science paper more fully. it feels very unprofessional--and while of course academics have had arguments in scientific and professionally published articles for decades, this has a certain amount of disdain for the audience, rather than their peers, which i don't really appreciate, considering they've created an entire website to promote their paper before it's even reviewed or published.
also i am now reading through the methodology--
they had 3 groups, one that could only use LLMs to write essays, one that could only use the internet/search engines but NO LLMs to write essays, and one that could use NO resources to write essays. not even books, etc.
the "search engine" group was instructed to add -"ai" to every search query.
do.....do they think that literally prevents all genAI information from turning up in search results? what the fuck. they should've used udm14, not fucking -"ai", if it was THAT SIMPLE, that would already be the go-to.
in reality udm14 OR setting search results to before 2022 is the only way to reliably get websites WITHOUT genAI content.
already this is. extremely not well done. c'mon.
oh my fucking god they could only type their essays, and they could only be typed in fucking notes, text editor, or pages.
what the fuck is wrong w these ppl.
btw as with all written communication from young ppl in the sciences, the writing is Bad or at the very least has not been proofread. at all.
btw there was no cross-comparison for ppl in these groups. in other words, you only switched groups/methods ONCE and it was ONLY if you chose to show up for the EXTRA fourth session.
otherwise, you did 3 essays with the same method.
what. exactly. are we proving here.
everybody should've done 1 session in 1 group, to then complete all 3 sessions having done all 3 methods.
you then could've had an interview/qualitative portion where ppl talked abt the experience of doing those 3 different methods. like come the fuck on.
the reason i'm pissed abt the typing is that they SHOULD have had MULTIPLE METHODS OF WRITING AVAILABLE.
having them all type on a Mac laptop is ROUGH. some ppl SUCK at typing. some ppl SUCK at handwriting. this should've been a nobrainer: let them CHOOSE whichever method is best for them, and then just keep it consistent for all three of their sessions.
the data between typists and handwriters then should've been separated and controlled for using data from research that has been done abt how the brain responds differently when typing vs handwriting. like come on.
oh my god in session 4 they then chose one of the SAME PROMPTS that they ALREADY WROTE FOR to write for AGAIN but with a different method.
I'M TIRED.
PLEASE.
THIS METHODOLOGY IS SO BAD.
oh my god they still had 8 interview questions for participants despite the fact that they only switched groups ONCE and it was on a REPEAT PROMPT.
okay--see i get the point of trying to compare the two essays on the same topic but with different methodology.
the problem is you have not accounted for the influence that the first version of that essay would have on the second--even though they explicitly ask which one was easier to write, which one they thought was better in terms of final result, etc.
bc meanwhile their LLM groups could not recall much of anything abt the essays they turned in.
so like.
what exactly are we proving?
idk man i think everyone should've been in every group once.
bc unsurprisingly, they did these questions after every session. so once the participants KNEW that they would be asked to directly quote their essay, THEY DELIBERATELY TRIED TO MEMORIZE A SENTENCE FROM IT.
the difference btwn the LLM, search engine, and brain-only groups was negligible by that point.
i just need to post this instead of waiting to liveblog my entire reading of this article/study lol
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Bayverse TMNT Boys React to Reader’s Specific Talent (Headcanons)
Leonardo – Reader is a talented calligrapher and traditional artist
•Leo spots your sketchpad one day and flips it open expecting doodles… only to find perfectly executed calligraphy and serene ink drawings of Japanese landscapes, spiritual symbols, and even his katana.
•He’s quiet for a moment, flipping pages. “You drew these?”
•“It’s meditative,” you say, handing him a brush. “Want to try?”
•He’s reluctant, but soon you’re teaching him how to hold the brush, how to let his breathing guide the strokes.
•It becomes a bonding ritual: silent, focused time together with tea and ink.
•You even start writing him notes in delicate calligraphy. He saves every single one.
•On your birthday, he gives you a blank scroll. “Your art brings me peace. I figured… maybe you’d share it with me.”
Raphael – Reader is an amateur boxer who trains for fun
•You two are sparring in the dojo and Raph’s holding back — until you duck, twist, and land a perfect shot to his side (with love, of course).
•“Holy hell,” he grunts, grinning wide. “Where’d you learn that?”
•”Boxing gym. Did it for confidence. Didn’t think I’d need it to fight a mutant turtle boyfriend.”
•He’s impressed, like genuinely hyped. It’s not about strength — it’s your footwork, your fire, your control.
•You start training together. It turns into flirt-sparring: punches, banter, the occasional kiss mid-round.
•He brags about you to everyone. “My girl? She could drop you.”
•When you knock out a would-be mugger one night with a clean jab, Raph is so proud he forgets to throw a punch himself.
Donatello – Reader is a speed reader with a photographic memory
•He hands you a blueprint to get your opinion, expecting to explain every detail… but you just skim it and respond with a perfect breakdown.
•He blinks. “Wait… did you just memorize that whole thing?”
•“Yeah? I’ve always had a weird memory for stuff like this.”
•You casually reveal that you can quote entire books, recite news articles, or remember the order of a deck of cards after glancing at it.
•He’s fascinated. He starts testing you — hands you technical documents just to see if you can do it. You always can.
•You become his research buddy. You read things ten times faster and summarize like a pro.
•“You’re like… my living database,” he says in awe.
Michelangelo – Reader is a skilled dancer
•One night you’re goofing off while music plays, and you suddenly drop into a freestyle routine — clean footwork, isolations, body rolls that are way too smooth.
•Mikey’s jaw hits the floor. “WHO GAVE YOU THE RIGHT???”
•He jumps in immediately, turning it into a dance battle that ends in both of you panting, laughing, and collapsing into a tangled mess on the floor.
•From that point on, dance-offs are your love language.
•He starts choreographing silly couple dances for TikTok (even if you don’t post them), and begs you to teach him your slickest moves.
•You make him playlists, he makes you custom LED sneakers.
•”You’re like a human rhythm goddess,” he says. “And lucky for me, I’m your #1 backup dancer.”
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