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himanshuthemediabuddy · 1 month ago
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Unlocking the Future: Why a B.Tech in Computer Science Engineering with Specialization is the Smartest Career Move Today
Technology is evolving at an unprecedented pace. From artificial intelligence (AI) to blockchain, from data science to cybersecurity, the digital revolution is reshaping every aspect of modern life. For students stepping into higher education today, there is one clear path that aligns perfectly with this tech-driven future: a B.Tech in Computer Science Engineering (CSE) with Specialization.
If you're a student aspiring to build a meaningful and future-ready career, or a parent guiding your child’s academic journey, this guide will explain why specialized computer science programs are the stepping stones to success.
What is B.Tech in Computer Science Engineering with Specialization?
A Bachelor of Technology (B.Tech) in Computer Science Engineering provides students with a strong foundation in computing principles, programming languages, algorithms, and system design. What makes this degree even more impactful is the opportunity to choose a specialization—a focused domain that aligns with industry demand and personal interests.
Specializations help students go beyond general knowledge, diving deep into subjects that power today's most innovative technologies.
Common Specializations Include:
Artificial Intelligence and Machine Learning (AI/ML)
Data Science and Big Data Analytics
Cybersecurity
Blockchain Technology
Internet of Things (IoT)
Cloud Computing
Augmented Reality and Virtual Reality (AR/VR)
Robotics and Automation
Each of these fields is booming with career potential—and colleges across India and globally are offering specialized tracks within the traditional CSE curriculum to meet this demand.
Why Specialize? The Top Benefits
1. Industry-Relevant Skills
A specialized B.Tech ensures students are learning exactly what employers are looking for. For example, an AI/ML track teaches Python, TensorFlow, neural networks, and data modeling—skills that top tech companies require today.
2. Competitive Edge
In a crowded job market, a general degree might not be enough. A specialization helps your resume stand out, showcasing domain expertise that can fast-track you to better roles and higher salaries.
3. Better Career Pathways
Specializations often lead to defined job roles right after graduation. Instead of applying as a general software developer, you could target high-demand positions like:
Machine Learning Engineer
Data Analyst
Cybersecurity Consultant
Cloud Solutions Architect
Blockchain Developer
4. Higher Salary Packages
With specialized skills, companies are willing to pay a premium. Fields like data science, cybersecurity, and AI consistently rank among the highest-paying tech careers in India and abroad.
Course Structure: What to Expect
A typical B.Tech CSE with specialization program spans 4 years and is divided into 8 semesters. Here's a rough breakdown:
Years 1-2: Core Subjects
Programming Languages (C, Java, Python)
Data Structures and Algorithms
Computer Architecture
Operating Systems
Mathematics (Discrete Math, Linear Algebra)
Database Management Systems
Years 3-4: Specialization + Advanced Topics
AI/ML Algorithms (for AI specialization)
Cyber Threat Intelligence (for Cybersecurity)
Hadoop and Spark (for Big Data)
Smart Contracts and Ethereum (for Blockchain)
Cloud Architecture (for Cloud Computing)
Most programs also include:
Capstone projects
Internships
Research opportunities
Industry certifications (AWS, Google Cloud, etc.)
Career Opportunities and Job Roles
Depending on the chosen specialization, graduates can pursue careers in a wide range of industries:
Popular Roles:
AI/ML Engineer Design intelligent systems, work on natural language processing (NLP), and build recommendation engines.
Data Scientist Analyze massive datasets to uncover trends, build predictive models, and assist business decision-making.
Cybersecurity Analyst Protect systems from cyber threats and design secure networks and encryption systems.
Cloud Engineer Design scalable cloud solutions and manage deployment on platforms like AWS, Azure, and Google Cloud.
Blockchain Developer Build decentralized applications and smart contracts for fintech, supply chains, and more.
IoT Engineer Develop smart devices and connected solutions in healthcare, agriculture, and smart cities.
These roles are not only lucrative but also offer global opportunities, with demand growing in North America, Europe, Southeast Asia, and the Middle East.
Is a Specialized CSE Degree Right for You?
If you have an interest in coding, problem-solving, mathematics, or how technology can change the world, then yes—a specialized CSE program is an ideal choice.
But how do you choose the right specialization?
Here’s a quick guide: Interest AreaRecommended SpecializationLove AI, chatbots, visionAI & Machine LearningFascinated by statisticsData Science & AnalyticsPassionate about securityCybersecurityBlockchain and crypto-curiousBlockchain TechnologySmart gadgets and automationIoT or RoboticsScalable tech infrastructureCloud Computing
The Edunet Educare Edge
Choosing the right program and college can be overwhelming. That’s where Edunet Educare steps in.
With a mission to guide students toward future-ready careers, Edunet Educare provides:
Expert counseling for course and specialization selection
College admissions guidance
Career planning based on aptitude and industry trends
Information on scholarship opportunities
Support with internships and job placements
Whether you’re a student just finishing school or someone looking to pivot your career, Edunet Educare ensures you make informed, future-focused choices.
Final Thoughts: Tech is the Future—Be Ready for It
We are living in a world where AI writes poetry, cars drive themselves, and data predicts consumer behavior. The fourth industrial revolution is happening now, and it demands a workforce that is agile, innovative, and deeply skilled.
A B.Tech in Computer Science Engineering with Specialization isn’t just a degree—it’s an investment in a smarter, more empowered future.
If you want to thrive in tomorrow’s tech-driven world, there’s no better time to start than today.
Explore the complete guide and resources on the official Edunet Educare website, and take your first step toward a future-proof career.
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tanishksingh · 2 months ago
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robomad · 11 months ago
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Beginner's Guide to Data Science with Python: A Step-by-Step Tutorial
Beginner's Guide to Data Science with Python: A Step-by-Step Tutorial
Introduction Data Science is a rapidly growing field that combines domain expertise, programming skills, and knowledge of mathematics and statistics to extract meaningful insights from data. Python, with its powerful libraries and ease of use, has become the go-to language for data science. This guide aims to provide a step-by-step tutorial for beginners to get started with data science using…
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quickinsights · 1 year ago
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givevaluefirst · 2 years ago
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Artificial Intelligence for Dummies: A Comprehensive Guide to Understanding AI - Give Value First
Artificial Intelligence for Dummies: A Comprehensive Guide to Understanding AI
The article titled "Artificial Intelligence for Dummies" provides a beginner-friendly introduction to the world of artificial intelligence (AI). It covers key concepts, applications, and potential future developments in AI, all explained in a simple and accessible manner. Whether you're new to AI or looking to refresh your knowledge, this article will help you understand the basics and get a glimpse into the exciting possibilities AI offers.
Tags: AI, artificial intelligence, beginner's guide, AI applications, AI concepts, future of AI, machine learning, deep learning, neural networks, automation, technology, data science
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genderqueerdykes · 11 months ago
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to all trans women, transfems, non binary people, intersex people, genderqueer people and so on who are seeking estrogen HRT, please check out Transfeminine Science
this is an absolutely amazing resource for anyone seeking estrogen HRT for any reason. this website is absolutely chock full of empirical scientific data to help you learn more about how the hormones will affect your body, what dosages and formulations of estrogens can produce what results, anti-androgen medications, demasculinziation processes, and so much more. it comes straight from the source, so there is no awkward speculation: this is for the transfeminine community, by the transfeminine community:
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this is so much more accurate than any guide i could ever hope to create for folks, so please feel free to read the numerous articles the site has to offer, this is a very informative collection of articles and resources that you do not have to go combing through google for.
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montereybayaquarium · 5 months ago
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We’re nerding out about a new research paper 📄 and celebrating California’s marine protected area network! 🐋
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Did you know there’s a network of 124 ecologically connected marine protected areas along the California coast? A recent study spearheaded by the National Center for Ecological Analysis and Synthesis shows that California’s MPA network is successful at conserving marine fish populations across sandy beach, kelp forest, shallow reef, and deep reef ecosystems throughout the State! This paper, published in Conservation Biology, was led by our research scientist, Joshua Smith, formerly a postdoctoral researcher at NCEAS. 
We’re grateful for the long-term monitoring data that made this research possible and our state partners’ dedication to using the best available science to guide the adaptive management of the MPA network. Click this link to learn more!
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dakusan · 4 days ago
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How The y Court You (Vampire Seduction 101)
Vampire!SKZ OT8 x Reader | eight vampires. eight courtships. and every quiet, calculated way they make being chosen feel like fate.
🌹synopsis: Welcome to Vampire Seduction 101. This isn’t a love story. It’s a field guide for how they choose you, study you, orchestrate you. Not all vampires hunt with fangs. Some use flowers. Letters. Custom playlists. Some knock. Others already have your keys. Every profile begins with a courtship style. They don’t fall in love. They fall into you. And build the cage from inside your chest. You call it seduction. They call it already done.
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💌a/n: okay. LISTEN. first of all—i’m sorry for the first version. i don’t know what spell i was under. i thought i was writing vampire seduction and somehow ended up with ✨vampires but make it porn✨. it didn’t fit. it didn’t breathe right. this version? better. because vampire courtship actually is not sex. not chaos. it is ritual. precision. obsession dressed in quiet affection. i wanted to make it NSFW originally but that’s not what this is. i really hope this version is much better and you enjoy it more. thank you for being patient. i hope it lives in your chest cavity the way it’s living in mine 💋🦇. p.s. if this one hit different—slower, sharper, deeper—reblog it. let me know the ritual worked. p.p.s. tell me your favorite vampire. i’m collecting data. for science. or stalking.
📍credits: dividers by @cafekitsune
🎧 » Paradise — EXO « 0:58 ─〇───── 3:37 ⇄ ◃◃ ⅠⅠ ▹▹ ↻
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🩸 𝐁𝐀𝐍𝐆 𝐂𝐇𝐀𝐍 // Abnormal | The Leader
Composed. Relentless. Devotion built like a fortress around you.
Courtship Style: Chan doesn’t flirt. He fortifies. He doesn’t chase. He chooses. And once you’re chosen—everything changes.
You don’t notice it at first. The second cup of coffee on your desk. The way your groceries never seem to run out. The warm hoodie folded on your couch that you swear you didn’t leave there.
You start dreaming of him before you ever see him. And when you do? It’s in passing. At night. Always near a streetlamp. Always watching.
He never says too much. Never touches. But his voice? Low. Measured. Gentle like a lullaby made of steel.
“Let me walk you home.” “You shouldn’t be out this late.” “I noticed your lights were off for three days. Were you sick?”
He calls it concern. You call it comfort. But it’s ownership, waiting to bloom. Chan learns you like a blueprint. He catalogues your sighs, notes your routines, tailors his presence to your loneliness. And when he finally touches you—just a brush of knuckles, a hand at your back—you lean in like you’ve been waiting your whole life.
Mini Ficlet:
You don’t remember when it started. Maybe it was the day someone left orchids on your doorstep—your favourite, though you’d never told a soul. Maybe it was the night a man’s silhouette walked you home from the shadows—always just far enough to not be real.
Or maybe it was now. Now, when he stands in front of you, dressed in charcoal wool and midnight silence, placing a velvet box in your palm like it weighs less than his restraint.
“It reminded me of you,” he says.
Inside is a necklace—simple, but devastating. A dark garnet set in a delicate rose gold setting, the stone carved with your initials.
You’ve known him for three months now. Or rather, he’s let you know him. Bit by bit. Hour by hour. He speaks slowly. Moves gently. But you’ve never doubted the force beneath it. When he takes you out, it’s always somewhere quiet. expensive. safe. Private rooftops. After-hours galleries. Candlelit corners of museums you didn’t know opened at night.
“I booked the entire floor,” he said once, when you gaped at the empty hall of mirrored sculptures. “I wanted it to be just us.”
It should be too much. Too fast. Too intense. But he never touches you without asking. Never pushes. Never forces. Still, every time you wake up, there’s something new: — your favourite pastry waiting at your desk — your name whispered in a stranger’s dream — a tailored coat in your size, already broken in with your scent
You never see him do these things. But you know it’s him. Always him.
There’s something devastating about how deliberately he loves. He never hides that he wants you. He just refuses to take without invitation. He never kisses you first. But he watches your mouth like it’s a sacrament he’s not yet holy enough to touch.
He sends letters, sometimes—written in ink so rich you’re sure it was pressed from crushed roses and wine. Folded into parchment that smells faintly of smoke and sandalwood. Each one signed with his name.
On one of your dates, he brings you to a vineyard. Not a restaurant—the entire vineyard. It’s winter now, barren and beautiful, trellises skeletal under silver clouds.
He lights a fire. Pours wine he says is older than most empires. Then he tells you something no one else has.
“You don’t have to give me anything,” he says, voice low, eyes locked to yours. “Not your blood. Not your time. Not even a kiss.”
“Then why all this?” you ask.
He smiles. “Because if I’m to be damned by desire, I want it to be desire I earned.”
The silence between you shifts. Thicker now. Softer. You look at him. Really look. The broad shoulders draped in black wool. The hand curled around his glass—barely suppressing the tremble when your knee brushes his under the table.
He’s not pretending to be calm. He’s just choosing to be.
You realize, suddenly— He’s not waiting for you to fall in love. He’s waiting for you to realize he already has.
And when you kiss him that night—finally, breathlessly, fingers in his curls—he sighs like a man who’s been underwater for centuries, and just now remembered how to breathe.
Because Bang Chan courts like a vow. And you? You’re already his holy thing.
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🩸 𝐋𝐄𝐄 𝐊𝐍𝐎𝐖 // Abnormal | The Prince of Teeth
Elegant. Ritualistic. Lethal devotion wrapped in silence.
Courtship Style: Minho doesn’t fall often. But when he does—he falls decidedly. No games. No glamours. No guessing. He won’t flood you with gifts or whisper pretty nothings just to hear himself speak. He won’t show up where you are by chance—he’ll ask to see you. And if you say yes, he shows up on time, dressed well, and holds the door open like he was born to. He doesn’t love loudly, but he loves deliberately. He watches what matters to you—and shows you that he saw. You like cats? He donates to a local shelter in your name. You’re learning to cook? He handwrites his family’s jjigae recipe and includes a box of the exact spices he uses. You wore a necklace once and never again? He asks why—and listens to the answer. He doesn’t flirt with words. He flirts with consistency.
Mini Ficlet:
You don’t expect flowers from Lee Minho. But he brings them anyway. Not roses. Never anything cliché. Today it’s blue thistles and white tulips—sharp and quiet and unexpectedly lovely.
“They reminded me of you,” he says, handing them over with a half-shrug, like it’s no big deal. Like your heart didn’t just knock against your ribs.
Your second date is simple. Thoughtful.
A tucked-away gallery filled with black-and-white photographs. He barely speaks—just watches you wander, nodding occasionally when your eyes light up.
“You like architecture,” he says after. “You kept staring at the lines.”
You blink. “You were watching me?”
“Of course I was,” he says, like it’s the most obvious thing in the world. “How else would I know what to give you next time?”
Your third date? A quiet, high-windowed café. A sketchpad set on your seat. You didn’t tell him you draw.
“I saw the graphite on your fingers,” he explains. “I figured you ran out of pages.”
Minho’s romance isn’t chaotic or grandiose. It’s intentional. He doesn’t drown you in affection. He builds a place for it. One you can trust. One you can return to. Again and again and again.
He never makes promises. He makes patterns.
Wakes you up with a morning message—dry, short, often sarcastic. But always sent at the same time. Asks how your day went every evening. Remembers the answer. Brings you lunch when you forget to eat. Doesn’t scold. Just puts it in front of you and says, “Try the soup.”
Minho is steady like a tide. Silent when you need it. Fiercely present when you don’t know you do. Not a whirlwind. Not a fantasy. He’s the man who waits outside your building with a paper umbrella when it rains and says, “Took the long way. Needed the walk.”
Your fourth date? He teaches you how to make dumplings.
The kitchen smells like sesame and steam. Your hands are messy with flour, your braid keeps slipping loose. He rolls his sleeves up, doesn’t complain once when you ruin his shirt with soy sauce.
You ask him why he’s doing all this.
His gaze is unreadable for a second. Then he says: “Because I like you. And I’m not going to pretend I don’t.”
“So this is… what? Wooing?”
“If that’s what it takes.” He leans against the counter, eyes sweeping your face. “I don’t want almost. I want you. Properly.”
No one’s ever said that to you so plainly before. No hunger hiding behind it. No game. Just truth, dressed in clean hands and sharp cheekbones.
That night, he walks you home without touching you once. Doesn’t kiss you at the door. Just looks at you for a long moment—like he’s memorizing the way the light hits your face.
“Tell me when,” he says.
You nod.
And the next morning, there’s a single white tulip waiting on your windowsill.
Because Lee Minho courts you like he means it. And when he loves, he does so with silence, surety, and the kind of care that turns staying into a sacred act.
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🩸 𝐒𝐄𝐎 𝐂𝐇𝐀𝐍𝐆𝐁𝐈𝐍 // Normal | The Enforcer
Fiercely Devoted. Tenderly Observant. Worships the ground you walk on.
Courtship Style: Changbin doesn’t flirt to impress you. He adores you from day one—and you know it. He’s the type to fumble his words when you smile too hard, then spend all night writing a letter that says what he really meant. He respects space like it’s sacred, but still makes sure you feel chosen. Every second. Every step. You mention you’re cold once? He shows up the next day with a custom hoodie embroidered with your initials. You say you’ve never been to a concert? He books VIP tickets. And gets a seat that faces the stage and lets you lean on his shoulder. He doesn’t overstep. He doesn’t assume. But he makes it clear—he wants you. Not for a night. Not for a thrill. For always. He listens better than anyone you’ve ever met. Recites your favourite quotes back to you when you forget how to believe in yourself. Cooks for you when you’re too tired. Asks permission before touching you, even just to brush your hair behind your ear.
Mini Ficlet:
You don’t notice it at first. The extra protein bar in your locker. The umbrella left leaning by your door on a rainy night. The playlist you found on your phone one morning—filled with songs you’d mentioned once, offhand, at dinner.
But then there’s him. Seo Changbin. Big smile. Bigger heart. Eyes that track you like you’re gravity.
“You okay?” he asks, every time you look the tiniest bit off. “Need anything? Water? Snack? A nap and a forehead kiss?”
You laugh the first time. He doesn’t.
“I’m serious.”
He takes you to the gym on your second date—not for a workout, but because he wants to see what makes you strong. Between sets, he grins every time you beat your personal best. Offers his water bottle like it’s sacred. Wipes a bead of sweat from your temple with a reverent thumb.
“You’re amazing,” he says, voice low and proud. “Do you know that?”
Your third date is homemade bibimbap at his place, candles flickering, your favourite show queued up. He wears an apron. It says “Simpire Chef” in stitched red thread.
You ask if it’s a joke.
“Nope,” he says. “It’s a lifestyle.”
The fourth date is a quiet walk through a night market—he buys you a moonstone ring from a stall you barely glanced at. Later, when you ask how he knew your size, he only winks.
“I have good instincts. And maybe I borrowed one of your rings when you weren’t looking.”
You roll your eyes. But your chest is glowing.
It’s never about the money. It’s about how much he notices.
He remembers your deadlines. Sends silly voice notes when you’re stressed. Brings your favourite fruit to your apartment with your name carved into the peel like it’s a ritual.
“I don’t want to rush you,” he says once, when you pause before reaching for his hand. “You don’t have to rush anything. Just let me stay close.”
And you do.
Because Changbin courts like a man who believes love is a promise. Not a prize. Not a performance. Just a steady hand held out, palm up. Waiting. And when you take it—finally, fully—he laces your fingers together, brings them to his lips, and whispers against your knuckles: “I’d wait another lifetime just to do this right.”
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🩸 𝐇𝐖𝐀𝐍𝐆 𝐇𝐘𝐔𝐍𝐉𝐈𝐍 // Abnormal | The Siren
Romantic. Expressive. Devoted like a disciple.
Courtship Style: Hyunjin doesn’t date you. He paints you into his world. Everything becomes about you—from the brushstrokes on his canvas to the songs he hums when he thinks no one’s listening. He doesn’t just fall. He descends, feather by feather, like an angel surrendering to gravity. He brings you flowers, yes. But they’re always arranged by meaning. White gardenias for secret admiration; Purple hyacinths for deep sorrow you never told him about; A single red camellia when he’s ready to say “I love you” without speaking. He writes you letters. Not just love letters—devotional scrolls. He doodles your initials in the margins, signs them with wax seals, and never asks if you’ve read them. He leaves them tucked in books, under your pillow, slipped inside your coat pocket. His love doesn’t demand. It offers. He’ll take you to art museums and stand behind you, barely touching, whispering how the light catches on your hair. He’ll draw your silhouette a hundred times before ever daring to kiss you. Hyunjin courts you like you’re a divine secret.
Mini Ficlet:
You find the sketchbook before you find the courage to ask.
It’s filled with you—your eyes in the morning light, your smile caught mid-laugh, your hand reaching for something just out of frame. Each page is dated. Some are smudged. Some soaked at the corners, as if he wept while drawing you.
You’re not even dating.
Not yet.
Hyunjin walks you home every time you stay out too late. Buys your favorite pastries without asking. Sends you poems at 3AM with a “This reminded me of you. I hope you’re dreaming something soft.”
Once, you told him you liked the stars.
So he brought you to a hill just outside the city, wrapped you in blankets, and traced constellations onto your palm with his finger.
“This one,” he said, guiding your wrist, “I’ll name after your laugh.”
Another time, you cried in front of him—something small. Stupid, you said.
He didn’t speak. Just knelt in front of you, pressed his forehead to your knee like a knight surrendering, and whispered: “Nothing that hurts you is stupid.”
“I look awful,” you mumbled.
Hyunjin tilted his head, resting his cheek on your knee now, grinning up at you with that infuriating, heart-melting sparkle.
“You look real. I like real,” he said. “Also, your nose gets pink when you cry. Very cute. I might draw that next.”
You shoved his shoulder, half-laughing through your tears. “You’re a menace.”
“Your menace,” he said immediately—then paused. “I mean. Hopefully. Someday. Pending approval. From HR. Which is... you.”
You broke into full laughter then, the kind that shook your shoulders and made your ribs ache. And Hyunjin—Hyunjin looked at you like he’d just witnessed a miracle. Like you’d cracked open a world he’d been painting blind, and now there was colour.
He never rushes you. Never asks for more than you’re ready to give. But he offers—daily, hourly, like a love letter folded into time.
On your birthday, he brings you a cake he baked himself. It's lopsided. Icing smudged. He’s got flour on his cheek and a candle stuck in crooked.
“Is this edible?” you tease, raising an eyebrow.
“No promises,” he grins. “But it’s made with love. And too much cinnamon. And possibly one egg too many. You like protein, right?”
You eat the whole thing. Together. Off paper plates, sitting on the floor, laughing so hard you forget what loneliness tastes like.
And when he kisses you again—weeks later, on a rainy morning under a café awning, fingers laced tight in yours—he does it laughing. Giddy. Like a boy who just found out magic is real and has your name.
“I loved you before I met you,” he murmurs after, pressing his forehead to yours. “But this? You choosing me back? This is my favorite version of fate.”
Because Hyunjin doesn’t just romance you. He reveres you. He cherishes you. He makes you feel like being loved by him is both sacred and silly—a sacred thing with jelly on its chin and glitter in its pockets.
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🩸 𝐇𝐀𝐍 𝐉𝐈𝐒𝐔𝐍𝐆 // Normal | The Shadow Walker
Clingy. Chaotic. Loves you louder than anyone ever has.
Courtship Style: Jisung doesn’t court you in the traditional sense. He adopts you like a stray thought he can’t put down. One day you’re acquaintances, the next he’s texting you twenty memes a day and showing up with bubble tea “just in case you were sad or bored or hungry or slightly thirsty or missed me a little.” He doesn’t confess. He accumulates. Your Spotify wrapped suddenly has his favourite songs; Your fridge always has his weird snack combos; Your phone background mysteriously changes to a photo of you two (he swears it “just glitched”). He’s the loudest thing in your life—and the softest, too.
Mini Ficlet:
One day, Han Jisung was your loud, chaotic friend who kept showing up with a second sandwich. Now? He's asleep on your couch in a hoodie that smells like you, mumbling your name into a pillow like it's a prayer wrapped in drool.
You don't even fucking remember when you agreed to go on a date with him. But, here you are, him always in your space, on your couch napping and drooling.
“Did we… start dating?” you ask one day, halfway through a Netflix binge, your head on his shoulder.
He pauses. Blinks at you. “We’re not??”
You laugh. He doesn’t.
“No seriously, babe. I’ve been in a committed relationship with you for, like, seven months. I made you a playlist called ‘She Could Punch Me and I’d Say Thank You.’ That’s not something I do for friends.”
You do start dating officially after that. Or maybe you just start acknowledging it. Either way, nothing changes—and everything does. He still texts you in all caps. Still fake-cries if you don’t answer in five minutes. But now? He kisses your cheek when he drops off food. Holds your hand when you walk. Shouts “THAT’S MY GIRLFRIEND” any time you do literally anything, including sneeze.
You tell him he’s embarrassing. He tells you you’re hot when you’re annoyed. You throw a pillow at him. He pretends to die.
But beneath all that chaos is something startlingly serious. Like when you’re stressed and he reads to you until you fall asleep. Or when he shows up at your workplace during a late shift, holding your favourite drink, eyes all soft and worried.
“I just wanted to see your face,” he says, quieter than usual. “It makes the noise in mine stop.”
And when he finally tells you he loves you, it’s not loud. Not a joke. Just whispered against your neck after a long day, arms around you like armor.
“I know I’m a lot,” he murmurs. “But I’ll love you right. Every version of you. Loud or quiet. Messy or magic. Just let me stay, okay?”
Because Han Jisung courts with friendship, laughter, and loyalty. You don’t fall in love with him. You trip—face first—and he’s already there at the bottom, holding out a juice box and saying: “Took you long enough, baby.”
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🩸 𝐋𝐄𝐄 𝐅𝐄𝐋𝐈𝐗 // Abnormal | The Dreamer
Gentle voice. Corrupt touch. Dangerous devotion.
Courtship Style: Felix doesn’t ask for your attention. He radiates until you can’t help but turn toward him. He’s warmth incarnate—smiling like a sunrise, touching your arm just a second too long, laughing like the two of you already share a secret. He burns easy, but never recklessly. His affection is loud, his intentions louder, and his desire? Always hiding behind a wink. Or a lip bite. Or a murmured: “Tell me to stop flirting and I will. You won’t, though… will you?” Felix courts like he’s falling and loving it. He brings you coffee with your name written in hearts. He sends voice notes just to say he missed your voice. He insists on “sun days”—your private tradition of skipping responsibilities just to stay in bed with the curtains open.
Mini Ficlet:
You swear you’re not imagining it. The way his gaze lingers. The way he always finds you, no matter where you are. The way his hand always settles just above your knee under the table, like a promise he’s not quite ready to cash in.
He brings you sunflowers one day. Not roses. Not peonies. Sunflowers—loud, bright, unapologetic. Like him.
“They reminded me of your laugh,” he says, grinning as he sets the bouquet in your arms. “All sunshine and kind of… illegal. In a good way.”
Your cheeks burn.
“I should arrest you,” you mutter.
“Oh please do,” he purrs. “But be gentle. I bruise easy.”
You shove him. He laughs. But then—he looks at you. All warmth gone. What’s left is molten.
“I’m serious, you know,” he says softly. “About you.”
Later, he takes you on a date that isn’t a date (Except it is. He’s just waiting for you to call it that). Rooftop blanket. Takeout. Shared earbuds. His pinky hooked around yours like a pinky promise. The stars are out. So is the moon. So is his heart, apparently.
He leans in and murmurs, “Y’know… if you ever wanted to, we could just stay like this forever.”
You laugh. “What, on a roof?”
“No,” he says, smile curling. “On you.”
You roll your eyes. He doesn’t mind. You always roll them—and you always blush after.
He starts showing up more. With snacks. With games. With that stupid grin. You say you’re not in the mood to hang. He offers to just sit beside you, “for atmosphere.” Then somehow you’re tangled on the couch, your head on his chest while he scrolls for a movie you’ve already seen.
He insists you bake something together one night.
“I’m not a baker,” you warn.
“I am,” he says. “You just stand there and look cute.”
You throw flour at him. He retaliates with sugar. It escalates fast. You’re breathless, covered in powdered sweetness, half-laughing, half-melting when he pins you to the counter with dough-covered hands.
“You’ve got something on your face,” he whispers.
“You do too.”
He kisses you anyway.
You burn the cookies. He calls them love-blasted shortbread disasters. Eats six.
He writes notes. Sticky ones. Slips them into your jacket, your bag, your favourite book. One night, you find him humming in your kitchen—wearing your apron. Cooking something elaborate. With candles already lit.
You blink. “Did you break in?”
“I used the key you pretended not to give me.”
“…That’s not how pretending works.”
He grins. “Neither is love, apparently.”
He doesn’t ask to stay over. He just does. He doesn’t ask to hold you closer. He just fits. Like the spaces between your fingers were always waiting for his rings. Like your nights were always meant to end with him whispering: “You know I’m falling, right? Faster than I should. Not that I’m gonna stop.”
And maybe it’s the way he never lets you doubt it. Not in the way he kisses your temple after you’ve fallen asleep. Not in the way he carries you to bed when you refuse to move. Not in the way he holds your face like you’re the sun—and he’s the vampire stupid enough to burn for you (not that he'd burn, given he's an Abnormal, but go with it). Because Felix courts with warmth, with chaos, with craving— but above all, with clarity.
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🩸 𝐊𝐈𝐌 𝐒𝐄𝐔𝐍𝐆𝐌𝐈𝐍 // Normal | The Beloved
Dry wit. Reluctant softness. Secretly yours before you even know it.
Courtship Style: Seungmin doesn’t court like a romantic. He courts like a realist who accidentally fell too hard and refuses to admit it. He won’t say he likes you. He’ll just roast your taste in music. Then send you a playlist. Labeled: “Fix your standards. Start here.” He won’t compliment your outfit. He’ll say, “You wore that? On purpose?” Then immediately take a photo when you’re not looking and make it his phone lockscreen. His flirting is all sharp edges and sidelong glances. If he calls you annoying, you’re already halfway to being his. And still—beneath the banter, Seungmin shows up. Remembers how you take your coffee. Waits until you’re home safe. Asks how your day was and actually listens. Buys your favourite gum. Takes you on dates disguised as “hangouts” and grumbles when you call it cute.
Mini Ficlet:
You’re fighting again.
Over something stupid. Probably the last donut or your tragic Spotify history. He’s smirking. You’re pouting. The usual.
“I honestly don’t know how someone with your taste functions in public,” Seungmin says, shaking his head like a disappointed tutor.
“Keep talking,” you shoot back, “and I’ll block you on everything.”
He blinks. Then grins. “Cute. Like you could go five hours without texting me.”
You go quiet.
Because, well. You can’t.
Later that night, there’s a knock at your door. You open it to find—
A box of your favourite snacks. A hoodie you thought you lost. A note.
“Thought you’d be dramatic and sad. I’m not doing this because I care. I just don’t want you crying on my hoodie.”
You roll your eyes. Smile anyway.
He’s not big on grand gestures. But he shows up when it counts. You mention your favourite childhood show once? The next week, he has the full DVD set in his bag. “Stumbled across it. Don’t flatter yourself.” You say you’re too tired to go out? He drags you to the convenience store. Buys two drinks. Tosses a jacket over your shoulders without looking at you. “I needed air. You just happened to exist nearby.”
One day, you fall asleep on his couch. You wake up warm. Covered. Music low. The lights dimmed. He’s in the kitchen, quietly washing mugs.
You say nothing. Neither does he. But when he turns to glance at you—his eyes soften like he’s watching a sunrise he doesn’t want to end.
You catch him smiling. He scowls instantly. “Stop looking at me like that.”
“Like what?”
“Like I’m soft.”
You laugh. “You are soft.”
He groans. “Ugh. I knew I should’ve let you freeze.”
You start noticing it everywhere. The way he always buys an extra snack, then pretends he “accidentally” got two. The way he adjusts his walking pace so your steps line up. The way his sarcasm slows down when you’re quiet—like he knows when to tease, and when to just… be there.
One night, he calls you without a reason.
“You good?” he asks.
“Yeah. Why?”
“You didn’t send me a meme today. Thought maybe you died.”
You snort. “Would you miss me?”
“No,” he says flatly. “I’d just have to find someone else with horrible taste in music. Tragic.”
But the next day, your favourite drink shows up at your door. No note this time. Just a sticky tab on the bottle that says:
You better not be sad again. I’m busy this weekend and can’t deal with your feelings until Monday.
And then:
...Unless it’s serious. In which case, tell me now so I can cancel.
That’s how he does it. Quiet commitment. Unspoken loyalty. Sarcastic devotion. You’re not dating. Not officially. But you’ve already become a habit to him. You realize it the day he gets genuinely mad—not fake-annoyed, not teasing. Someone hurt your feelings. And when you tell him, he goes silent. Dead quiet. Then he asks, low and sharp: “What’s their name?”
You blink. “Why?”
“Just curious. No reason. Definitely not going to curse them.”
“…You’re not serious.”
He tilts his head. “You think I wouldn’t? For you?”
You freeze.
Because his voice doesn’t sound sarcastic anymore. It sounds deadly. And suddenly, it’s so clear: He’s been choosing you. Every day. In every way. Not with grand declarations. But in the spaces between arguments. In the silences after laughter. In the way he always remembers where you left your phone, what song calms you down, and when to stop joking—just to wrap you in the quietest kind of love.
So you lean against his shoulder. He doesn’t say anything. But he lets you stay there. All night. And when you wake up? There’s a note stuck to your forehead.
I like you. Don’t make it weird.
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🩸 𝐘𝐀𝐍𝐆 𝐉𝐄𝐎𝐍𝐆𝐈𝐍 // Normal (Evolving Abnormal) | The Smile with Fangs
Soft charm. Hidden heat. A smile that sneaks under your skin.
Courtship Style: Jeongin courts like he’s been planning it forever—but wants you to think it’s spontaneous. A mix of Chan’s old-school romance and Felix’s sunshine flirtation, he leaves you laughing and breathless in the same moment. He’ll bring you flowers “because they looked lonely without you,” but hide a note inside that reads like a love letter. He buys matching rings, shrugs when you notice, then blushes when you wear yours. He’s all easy banter and eye contact that lasts a second too long. He doesn’t just listen—he memorizes. The way you sip your drink. The songs you hum. The one day you said you hated rain—and how he always shows up with an umbrella. With Jeongin, the courting is gentle until it isn’t. Until the teasing falls away and he’s looking at you like he already belongs to you. And he does.
Mini Ficlet:
It starts with a dare.
“I bet you won’t show up to our next hangout in something that isn’t tragic,” he says, eyeing your hoodie with mock disdain.
So you show up in a dress. And he chokes on his drink.
“You look—” he starts, then stops. Tries again. “That’s… illegal.”
You raise a brow. “So I won?”
“No,” he grins, cheeks pink. “I did.”
Later, he tugs you by the wrist into a photo booth, insists on five different poses, and refuses to give you the strip. “Evidence of your crimes. It’s safer with me.”
You roll your eyes. But when you get home, the photos are in your bag. You have no idea when he managed to do that so quick, but he did.
He doesn’t mention it the next day. Just sends a text.
jeongin 🦊: u look better in those pics than me. rude.
you: you insisted on five poses.
jeongin 🦊: exactly. more chances to suffer.
You laugh. But your fingers linger on the photo strip anyway. Especially on the third one—where you're both laughing so hard his eyes are almost closed, and your head’s tilted toward his like it belongs there.
From then on, the courting becomes a quiet game. He sends you videos of cute animals with captions like “you when I look at you”. He wears that one cologne you complimented—then pretends not to notice when you lean in a little closer. He starts showing up to your classes, "coincidentally" holding your favourite drink. Leaves your favourite snack in your bag with a sticky note: “bribery. stay cute.” He draws hearts on the fogged-up café window and denies it. Blames the barista.
He randomly brings you keychains from vending machines. Ones that make no sense—tiny frogs, a plastic spoon, a lopsided heart. “This one’s you.” he says, handing you the spoon. You start collecting them on your bag.
He buys a small sketchbook and fills it with dumb little doodles: you as a cat. You as a villain. You as the reason he’s broke because “someone eats too many croissants.”
He doesn’t say I like you. But he wears the bracelet you made him from string and beads. Keeps the wrapper from the gum you shared in his wallet. Asks your friends what kind of earrings you’ve been looking at lately, then acts surprised when he “randomly found” them on sale.
One evening, he takes you to a rooftop arcade. You win every game—barely—and he pretends to be devastated.
“You’re cheating,” he accuses.
“Am not.”
“Then marry me,” he blurts.
You freeze. So does he.
“…That was a joke,” he says immediately.
It wasn’t.
The next week, he gives you a hoodie. Custom-made. Embroidered over the heart: fox boy’s favourite.
Jeongin’s courtship isn’t loud. It’s a slow-burn playlist. A silent “text me when you get home.” A bag of snacks he swears he didn’t buy for you—but somehow match your exact cravings. It’s teasing that feels like touch. Laughter that feels like safety. Looks that linger too long.
He courts you like a secret he doesn’t want to keep anymore.
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🏷️ taglist: @cybergracie , @jupitermarss , @basicginn , @dhvnigvil , @emkvlixsx , @collin-thegreat , @somuchpanicverylittledisco , @emilyywhyy
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spacetelescopescience · 1 month ago
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In 1989, a team at the Space Telescope Science Institute, led by Dr. Barry Lasker, published the Guide Star Catalog to aid in accurately pointing the telescope.
Collecting data from stars and other astronomical targets requires knowledge of their precise location in the sky, such as the stars around the Whirlpool Galaxy. Because the apparent position of a target changes as Hubble orbits, it is important to have the ability to lock onto the target during observations.
Learn more about the catalog: https://bit.ly/4lk1nHR
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hellsite-proteins · 9 months ago
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AlphaFold Nobel Prize!
Hey everyone :) this isn't a structure, but there is some protein news that is pretty relevant to this blog that I felt I had to share. This article gives a nice overview of AI-predicted protein structures and what sorts of things they can do for research. It's not too long, and I recommend taking a look
If you've been seeing my posts for any amount of time, I've absolutely given you a flawed view of how useful AF can be. Experimentally determining protein structures is a demanding and difficult process (I've never done it, but I've learned the overview of how x ray crystallography works, and I can only imagine how much work it would take). AI-generated structures are not going to make structural biology obsolete, but they are massively helpful in making predictions that go on to guide further research.
While in many fields (especially creative areas like art and writing) AI has significant ethical concerns, I feel like this sort of use of AI in science is an overwhelmingly positive thing. The data used to train it is publicly available, and science works by building on the work done by those before us. Furthermore, while AI may not be great at generating new ideas or copying humans, it is very good at sorting large amounts of data and using it to make predictions. It's more akin to very complicated statistics than an attempt at the Turing test, and in this case it is a valuable tool to expand the ways we can do science!
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elladreams · 10 months ago
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The Perfect Setup (Zandvoort) // LN4
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summary: Zandvoort '24. A young engineering prodigy, recruited by McLaren to solve complex F1 challenges, grapples with media scrutiny and an undeniable chemistry with driver Lando Norris. As tensions rise during a crucial race, they must balance professional duty with their growing personal connection.
warnings: she/her reader, smut (18+), unprotected (shower 😳) sex, size kink.
words: 6.9K
The roar of engines filled the air, a symphony of power and precision that reverberated through the paddock. The smell of burning rubber and gasoline mixed with the salty breeze from the nearby coast, creating an intoxicating atmosphere that signaled another race was about to begin. The McLaren garage was a hive of activity—mechanics making last-minute adjustments, engineers poring over data, and drivers mentally preparing for the challenge ahead. Amidst the controlled chaos, you stood, a pillar of calm in a world of speed.
You have always stood out, a prodigy in a field where experience often outweighed talent. But here you were, at the heart of one of the most prestigious teams in Formula 1, your hands and mind guiding the finely-tuned machinery that could make or break a race. At just twenty-two, you were already a respected figure in the paddock, known for your brilliance in engineering and your unyielding dedication to the sport.
Your family had sacrificed so much to help you reach your potential. You were always miles ahead of the other kids. While they were playing with dolls or video games, you were more interested in how those things worked. At six years old, you were already taking apart remote control cars, not to play with them, but to understand the intricate systems that made them move. By the time you were ten, you were building small engines from scratch, fascinated by the power and precision of mechanical systems.
Your parents quickly realized they had a prodigy on their hands. They encouraged your curiosity, enrolling you in expensive science and engineering programs meant for kids much older than you. You thrived in these environments, always eager to learn more, to push the boundaries of what you could create. By the time you were a teenager, you had already won several national engineering competitions, earning a reputation as a young genius in the world of mechanics.
When you first discovered Formula 1, everything changed. The speed, the technology, the sheer complexity of the cars—it captivated you like nothing else. You devoured everything you could find about F1 engineering, learning about aerodynamics, power units, and the delicate balance between speed and control. While other teenage girls were dreaming of prom dresses and much older boyfriends , you were dreaming of being in the garage, fine-tuning the machines that drove the world of motorsport.
Your parents knew that pursuing a career in F1 was a long shot, especially for a young woman, but they supported you every step of the way. They worked multiple jobs and sacrificed their own dreams so that you could chase yours.
Thankfully, your talent didn’t go unnoticed. By the time you were 16, you had caught the attention of several top engineers in the F1 world, earning an internship with Mercedes. You quickly made a name for yourself as a technical genius, capable of understanding and improving complex systems that seasoned engineers struggled with. The paddock buzzed with stories of the young girl who was instrumental in Mercedes' dominance.
With your newfound fame came an onslaught of media attention. Reporters from major news outlets were relentless, hounding you for interviews and prying into every aspect of your life. They asked invasive questions about your personal relationships, sought your opinions on the sport's latest controversies, and even pressed you to address misogynistic rumors linking you romantically with certain drivers. The spotlight, once a place of professional pride, had become a battlefield where your every word was scrutinized, and your achievements were often overshadowed by baseless gossip.
Zak Brown fought tooth and nail to bring you to McLaren, recognizing that you were the missing piece they needed to conquer the new regulations. When it became clear that the team was struggling to master the latest specifications, he knew they needed someone with your unique blend of technical expertise and innovative thinking. Zak saw in you a mind that could bridge the gap between theory and practice, someone who could not only understand the intricacies of the new rules but also translate them into real-world performance on the track.
But today, on the day of Max Verstappen's home race, there was an unmistakable charge in the air—tensions were higher, the stakes more personal. It wasn’t just another race; it was a proving ground, not only for the car but for you, the team, and especially for the driver who had become both your greatest challenge and your fiercest ally: Lando Norris.
Lando, the young, fiercely talented star of McLaren, had a natural charm that made him a media darling, but it was his relentless drive to win that truly defined him. From the moment you joined the team, your relationship with Lando had been anything but smooth. Your strong wills collided over every detail, every decision. He saw you as a nuisance, someone who constantly questioned his instincts and pushed him beyond his comfort zone. To you, Lando was stubborn, even arrogant at times—a driver who needed to understand that perfection on the track wasn't just about raw talent but about achieving the perfect synergy between man and machine. And today, that’s exactly what you were trying to achieve.
Standing in the garage, you reviewed the data on your tablet for what felt like the hundredth time. You had pulled an all-nighter, fine-tuning an experimental setup that you believed could give Lando the edge he needed on this notoriously challenging circuit. But convincing him to trust your untested approach was another matter.
Lando stormed into the garage, the top part of his race suit hanging low on his hips revealing his fire proofs, his expression a mix of frustration and determination. “You’ve got to be kidding me,” he said, glancing at the setup specs displayed on the screen. “This is what you’ve been working on all night?”
“Yes,” you replied, meeting his gaze without flinching. “This setup could give you the downforce you need through the corners without sacrificing speed on the straights. I’ve run the simulations a dozen times—it works.”
“Simulations?” Lando scoffed, running a hand through his curls in agitation. “Simulations aren’t the same as the real thing. We can’t afford to take risks like this, not here, not today.”
“This isn’t a risk, Lando,” you shot back, your voice steady despite the tension. “This is a calculated decision based on hard data. I wouldn’t be recommending it if I didn’t believe it would make a difference.”
He crossed his arms, his jaw set in that stubborn way you’d come to recognize all too well. “You’re asking me to trust a setup we’ve never used in a race, in front of Max’s home crowd, no less. What if it doesn’t work? What if it costs me the race?”
“And what if it wins you the race?” you countered, stepping closer to him. “You know as well as I do that playing it safe isn’t going to cut it against Verstappen on his home turf. We need every advantage we can get, and this setup is that advantage.”
Lando stared at you, his eyes searching yours for any sign of doubt. But you didn’t waver. You believed in this setup, and more importantly, you believed in him.
Finally, he relented, nodding slowly. "Fine. But if this doesn’t work, I swear I will never let you live it down."
“It will” you interrupted, a small tired smile tugging at the corner of your lips. “I’ll be right there with you, making sure it does.”
A ghost of a smirk played on his face, his eyes betraying the glimmer of a sparkle. For a moment, the garage was silent, the two of you standing closer than you realized, caught in the intensity of the moment. The intoxicating blend of his dark, amber-scented perfume mingled with the unmistakable and familiar scent of the paddock, created a heady aroma that threatened to cloud your senses entirely.
Your breath hitched as his gaze dropped to your lips, lingering there for a fraction of a second before flicking back up to your eyes. You could feel your cheeks burning as his gaze caressed you.
Lando cleared his throat, breaking the spell and stepping back.
"Well, let's get this done." he said, his usual light tone returning as he ran a hand through his hair again. "Wouldn't want to keep the adoring crowd waiting." He winked.
You rolled your eyes and smiled, thankful for the change in energy.
You both turned back to the screen to finalize the setup adjustments. As you worked side by side, the air between you felt different—not just charged with the usual tension, but with a deeper, more intimate connection. It was almost as if a switch had been flipped, and you had moved from being teammates to something more.
The race was minutes away, but for the first time, you felt like you were truly part of a team—Lando’s team. And that, more than anything, was what mattered. The moments before the race were a blur of final checks and hurried conversations. You stood by Lando’s car, your heart pounding with adrenaline, not just from the intensity of the race but from something deeper—something you were trying desperately not to acknowledge. As the sun dipped lower in the sky, casting a golden hue over the Zandvoort Circuit, you caught Lando’s eye. He was already in his race suit, helmet in hand, but there was a softness in his gaze, a silent acknowledgment of the connection you’d both been dancing around for months.
The starting grid was tense with anticipation. Lando had secured pole position in a spectacular qualifying session, and the team was buzzing with excitement. But everyone knew this race wouldn’t be easy—not with Verstappen starting right behind him, eager to impress his home crowd.
The lights went out, and the roar of the engines filled the air as the cars launched off the line. Lando got a good start, but so did Verstappen. As they barreled into the first corner, Verstappen made a daring move, diving down the inside and taking the lead. The crowd erupted in cheers, the sea of orange on its feet as their hometown hero took charge.
“Hold steady,” you whispered under your breath, your eyes glued to the screen. Lando had lost the lead, but the race was far from over.
The next few laps were a blur of precision and strategy. Lando stayed close to Verstappen, not letting him get away, but it was clear that the McLaren’s setup was allowing him to conserve his tires while maintaining pace. The tension was palpable, every corner, every straight a testament to the fine-tuning you and the team had worked so hard to perfect.
As the race approached its midpoint, an opportunity presented itself. Verstappen, pushing hard to maintain his lead, began to show signs of tire degradation. You watched the data closely, your fingers gripping the edge of the console.
“This is it, Lando,” you said over the radio, your voice steady but laced with anticipation. “His tires are gone. You’ve got this.”
Lando didn’t respond, but you knew he’d heard you. His driving became more aggressive, more precise, as he closed the gap to Verstappen. And then, on lap 47, the moment you’d been waiting for arrived. Lando set himself up perfectly coming out of Turn 9, using the slipstream to his advantage. As they approached the hairpin, he made his move, diving down the inside with the confidence of a driver who knew his car—and his own abilities—were more than a match for the challenge.
He retook the lead, and this time, he wasn’t about to let it go.
“Nicely done, Lando!” you cheered into the radio, unable to keep the excitement out of your voice. The entire team erupted in applause, but your focus remained on the car, on the driver who had just reminded everyone why he was one of the best.
The final laps were a masterclass in control. Lando maintained his lead, keeping Max at bay and managing his tires to perfection, while also building a substantial gap. As he crossed the finish line, taking the checkered flag, the McLaren garage exploded in celebration.
“You did it, Lando! You won!” The words burst out of you, the relief and joy evident in every syllable.
Lando’s voice crackled over the radio, filled with the same emotion. “We did it. The car came alive.” A flush of pride warmed your cheeks. This was your win, too—your idea, your hard work, your dedication to perfection.
As Lando pulled into the pit lane, the world seemed to slow down. He stepped out of the car, removing his helmet to reveal a smile that lit up his entire face. You had joined the team to celebrate alongside Lando. Before you knew it, he was walking toward you, his eyes locked onto yours. The team was cheering, clapping him on the back, but Lando didn’t stop until he was right in front of you. He reached out, taking your hand in his, the contact sending a jolt through you.
“Thank you.” He said simply, the words full of meaning.
Your smile widened as you squeezed his hand, the rush of adrenaline and pride filling you with a new kind of certainty. In this moment, the only thing that mattered was him, and you. You squeezed his hand, your heart racing not from the adrenaline of the race, but from the intensity of the moment between you. “Thank you for trusting me, Lando.”
There was a brief silence, the noise of the celebration fading into the background as the world narrowed to just the two of you. Then, with a quick glance around as if to check that no one was watching too closely, Lando leaned in, pressing a soft kiss to your cheek, his breath warm against your skin.
“Couldn’t have done it without you,” he repeated, a whisper that sent your heart into overdrive.
You smiled, feeling the warmth spread through you. “And we’ll do it again.”
The race had been a victory, but this moment—standing with Lando, the connection between you undeniable—felt like something even more precious. It was the start of something new, something that went beyond the garage and the racetrack. 
—-
The podium celebration had been nothing short of electrifying. The roar of the crowd, the spray of champagne, and the sight of Lando beaming as he hoisted the trophy high above his head was a moment you knew you would never forget. As the McLaren team gathered to celebrate, you found yourself on the podium alongside Lando, representing the team that had worked tirelessly to secure this victory. It was a whirlwind of emotions—pride and undeniable joy.
But as you made your way back to the garage drenched in Ferrari champagne, the adrenaline of the win still pulsing through your veins, you rounded a corner and nearly collided with Chiara, McLaren’s senior PR manager. Her usually composed expression was tense, and you could tell immediately that she had something on her mind.
“Great job out there,” Chiara started, her voice measured but tinged with concern. “The team couldn’t be happier, but we need to talk.” Your stomach sank as a sense of foreboding crept over you. Chiara had been your main point of contact for media communication since joining the team, and you knew that if she was this worried, it must be something serious. You felt a knot form in your stomach. The way she was looking at you told you that this wasn’t just about the race. “What’s on your mind, Chiara?”
She glanced around, making sure no one else was within earshot, then pulled you aside into a quieter corner of the garage. “Look, I don’t want to rain on your parade, but we need to be careful about how things appear. The media and fans are already buzzing about you and Lando, especially after that little moment after the finish.”
Your mind flashed back to the celebration, to the kiss on the cheek Lando had given you, the way his hand had lingered on yours just a bit longer than necessary. It had felt private, special, but of course, nothing was truly private in the world of Formula 1, especially not when the cameras were always rolling.
“You know how it is,” Chiara continued, her tone softening slightly. “Fans are passionate, and the media loves a good story. They’ll spin anything to make headlines. I’m not saying you can’t have…whatever it is you have with Lando, but we need to manage the optics. The last thing we want is for this to distract from the team’s success.”
You nodded, understanding her concerns. The last thing you wanted was to give the press ammunition to turn your hard-earned victory into tabloid fodder. But the idea of keeping your newfound feelings for Lando hidden, of pretending there was nothing between you, felt like a bitter pill to swallow.
“I get it, Chiara,” you said finally, meeting her gaze with determination. “I’m not going to let them turn this into a scandal. Lando and I…we’re professionals first. We’ll handle this.”
Chiara smiled, relieved by your response. “I know you will. Just keep in mind that perception is everything in this sport. And right now, you both have the world’s attention.”
With that, Chiara gave your arm a reassuring squeeze before heading off to her next order of business. You stood there, rooted to the spot for a moment, letting her words sink in. The exhilaration of the victory still buzzed through you, but it was now tinged with the sobering reality of the situation. The weight of her advice pressed down on your shoulders, reminding you that nothing in this world came without its complications.
You sighed, running a hand through your hair, dislodging tiny droplets of champagne that sprayed out like glittering confetti. The sticky remnants of the podium celebration clung to you, a tangible reminder of the night’s highs. What you needed now was a serious shower—something to wash away not just the champagne, but the lingering tension from your conversation with Chiara.
As you made your way toward the team’s private quarters, the hum of activity in the paddock slowly faded, leaving you alone with your thoughts. Chiara’s words echoed in your mind, a reminder of the reality you both lived in—a world where every glance, every gesture, could be dissected and spun into a narrative you had little control over. The media would indeed be relentless, and the fans, always watching, would be insatiable in their curiosity. But how could you distance yourself from something—or someone—that had become so central to your life, to your happiness? The chemestry you shared with Lando was undeniable, and no amount of PR maneuvering could erase what you felt for him.
As you reached the lockers, you turned on the shower, eagerly anticipating the soothing warmth of the water to ease the tension knotted in your muscles. The promise of relief was a welcome thought after the intensity of the day.
You let out a small sigh, beginning to discard your champagne-soaked clothes. The polo that had clung to your skin now felt heavy, both physically and metaphorically, as you peeled it off and tossed it into the laundry bin. The day’s victories and challenges seemed to weigh on you all at once. The exhilaration of the win, the tension with Lando, the quiet moments where everything between you felt so effortless—they all mingled in your mind, creating a cocktail of emotions that left you feeling both intoxicated and exhausted.
You stood there for a moment, stripped down to your underwear, the cool air of the locker room a welcome contrast to the heat of the day. Lost in thought, you hadn’t even noticed Lando entering until you felt his presence, a subtle shift in the air that made the tiny hairs on the back of your neck stand on end. The realization of how exposed you were hit you all at once—half-naked and vulnerable in more ways than one.
Your first instinct was to cover yourself, but something in the way Lando looked at you made you pause. His eyes, darker now with an intensity that was impossible to ignore, roamed over your body, lingering on the curves and lines revealed by your lack of clothing. The heat that flushed your cheeks had nothing to do with embarrassment and everything to do with the way his gaze set your skin ablaze. You couldn't meet his gaze fully, not when you were absolutely sure it would burn you from the inside.
He murmured your name, his voice low, vibrating with a tension that matched the fire in his eyes. The way he said it, the way his gaze traced over you, made it feel like a caress. “Look at me.”
There was a challenge in his tone, and you met it head-on, your breath catching as your eyes locked with his. In the fluorescent lighting of the locker room, his features seemed more defined, his jawline sharper, his lips fuller.
There was no mistaking the desire that simmered just beneath the surface, a reflection of the same need that pulsed through your veins. It was as if the world had narrowed to just the two of you, the space between you crackling with a chemistry that had been building for far too long.
Lando took a step closer, his gaze never leaving yours, and with each inch he closed, the air around you seemed to thicken, heavy with anticipation. He was close enough now that you could feel the warmth radiating from his body, the scent of his skin—champagne and amber with a hint of the adrenaline that still lingered from the race—filling your senses.
The silence stretched between you, and yet, it was as if an entire conversation was taking place, unspoken but understood. Every fiber of your being was attuned to him, the tension between you palpable. "I can practically hear that big brain of yours working overtime." he said, his voice even lower now, almost a rumble. His hand reached out, fingertips brushing lightly against your arm, leaving a trail of electricity in their wake. The touch was gentle, but it was enough to make you shiver, your skin hypersensitive to every point of contact.
The last remnants of your resolve began to crumble, and you could see the same struggle playing out in Lando’s eyes. There was a flicker of hesitation, a silent question hanging in the space between you—whether to cross this line, to take what you both so clearly wanted.
But then he stepped even closer, his hand sliding up your arm to your shoulder, his fingers tracing the curve of your collarbone. The touch was light, almost reverent, but it carried the weight of everything unsaid between you. His eyes followed the path his hand made, and when he looked back up at you, there was no more hesitation, only a hunger that mirrored your own.
“You have no idea what you do to me,” he whispered, his voice rough around the edges, as though he was barely holding himself back.
You could feel the heat pooling between your legs, a familiar ache begging to be satisfied. With every brush of his fingers, you felt your resolve crumbling.
You tilted your chin up, your lips parting in invitation. The look in his eyes was pure need, a reflection of the desire coursing through you. He leaned in, his breath warm on your lips, his scent simply intoxicating now that it was mixed with the sharp fruity champagne.
It was as if time had slowed down, and all you could focus on was the heat of his body, the anticipation of his touch, the promise of everything that would come next. And then, finally, he closed the distance between you, capturing your lips in a kiss that sent a jolt of electricity through your body.
The feel of his lips on yours was electric, sending sparks racing across your skin. His mouth moved against yours, hungry and demanding, his tongue tracing the seam of your lips, seeking entrance. You opened for him, letting him deepen the kiss, savoring the taste of him. It was like nothing you had ever experienced before—the combination of the champagne, the adrenaline, and the sheer relief of finally giving in to the chemistry that had been simmering between you was enough to make your head spin.
As his hands roamed over your bare skin, igniting a trail of heat wherever they touched, you could feel your body responding, the desire building with every passing second. He kissed you like a man starved, and you met his hunger with your own, matching his pace. Your hands found his chest, feeling the rapid beat of his heart under your palms, the heat of his skin drawing you in like a magnet. He was solid and real beneath your touch, and you pressed yourself against him, the sensation of his body against yours igniting something primal and uncontrollable inside you.
Lando’s breath hitched at the contact, his hands splaying across your back, fingers digging in just enough to send a shiver down your spine. His mouth hovered just inches from yours, his breath warm against your lips, and you could feel the tension coiling tighter between you, ready to snap.
“Lando,” you whispered, your voice barely audible, more a plea than anything else.
That was all it took to break the final thread of restraint. There was no gentleness now, only the raw, urgent need that had been simmering between you for what felt like forever.
You kissed him back with equal fervour, your hands sliding up to tangle in his damp curls, pulling him even closer as his hands roamed over your back, your waist, every inch of skin he could reach. The heat of his body, the taste of him on your lips—it was overwhelming in the best possible way, drowning out every thought that wasn’t about him, about this.
Lando’s hands found the clasp of your bra, and with a practiced flick, he had it undone, the fabric slipping away as his hands moved to cup your breasts, his thumbs brushing over your nipples in a way that made you gasp against his mouth. The sound seemed to fuel him, and he deepened the kiss, his tongue sweeping into your mouth as he backed you up against the lockers, the cool metal a sharp contrast to the heat between you.
You could feel the solid press of his body against yours, his arousal evident as he pinned you to the lockers, his hands never ceasing their exploration. Reaching your panties, his fingers slid under the band, tugging them down in one smooth motion, his movements sure and confident, as if he knew exactly what he wanted. The sheer contrast of standing before him completely naked while he remained fully clothed amplified the raw vulnerability of the moment, making it feel intensely intimate and charged with a potent, almost primal, energy.
Your own hands moved lower, sliding down his clothed chest, his hard abs, until you reached the waistband of his pants. The feel of his muscles tensing under your touch sent another wave of desire through you, and you wasted no time in slipping your hand beneath the fabric, finding his impressive length and trying to wrap your fingers around him.
His forehead resting against yours as he sucked in a sharp breath, his eyes closing as the friction elicited a rush of pleasure that had him breaking the kiss to let out a curse. For a moment, he just stood there, his breath ragged, his hands tightening on your hips, as if trying to steady himself.
“You’re driving me crazy,” he muttered, his voice thick with desire, and the raw honesty of it sent a thrill through you.
“Good,” you replied, your own voice husky with need, your hand beginning to move with deliberate strokes that had him groaning, his head dropping to your shoulder as he tried to keep himself in check. He reached for his fireproofs and pulled them off, his movements almost frantic. You helped him, pushing the fabric over his hips, revealing the perfection of his physique.
You couldn't help but stare at him, taking in the lean, sculpted lines of his body, the taut muscles that flexed with each movement. You inhaled a sharp breath as your eyes finally landed on his cock, hard and swollen with desire. You were no stranger to the male anatomy as your hormones and curiosity had gotten the best of you in the past, but you were starting to become nervous about taking his impressive size inside of you.
Before your brain could spiral too far, you felt Lando's hands on you, his touch firm but gentle, his calloused fingertips sending shivers of pleasure through your body as he traced patterns along your skin, as if he was trying to memorize every inch of you. The chemistry between you had ignited into a full-blown inferno, and neither of you had any intention of putting it out. 
In a fluid motion, Lando lifted you, your legs wrapping around his waist as he carried you over to the shower that had been steaming in anticipation. You giggled as the warm water hit your skin, the tension between you melting away as the shower cascaded over you both.
"I've been wanting to do this since the moment I saw you," he said, his voice low and rough, the sound of it sending a shiver of anticipation down to your core.
"Then don't make me wait any longer," you replied, a challenge and a plea, and the heat that flared in his eyes at the words was enough to make you burn for him.
He lowered his mouth to yours, the kiss slow and deep, a delicious contrast to the urgency. His hand reached between your legs, finding the wetness there and stroking with just the right amount of pressure, his thumb circling your clit and making you gasp into his mouth. He seemed to know exactly what you needed, and he used it against you, building you up slowly but surely, the pleasure coiling tighter and tighter with every expert movement of his hand.
You clung to him, your nails digging into the slick skin of his back, a desperate attempt to anchor yourself against the waves of pleasure that threatened to consume you. He entered two of his thick fingers making you whimper at the stretch. His free hand was on the side of your face, tilting it up to capture your lips with his, kissing you with a tenderness that belied the urgency of the situation. You knew he was trying his best to prepare you for his cock, but it was a lot. He was a lot.
"I don't think you're going to fit," you whispered, feeling embarrassed, but he just smiled, his fingers still working their magic.
"Oh, I will," he promised, and you felt a jolt of desire shoot through you at the certainty in his voice.
The words sent a rush of heat through you, and you felt yourself clenching around his fingers, the pleasure intensifying as he stroked your g-spot with precision. Lando swallowed your moans, the feel of his body pressed against yours, the warmth of the water surrounding you, and the expert movements of his hand bringing you closer and closer to the edge. He was relentless, his fingers working you relentlessly until the pleasure became too much, the tension snapping and sending you crashing over the edge.
The orgasm tore through you, leaving you trembling in its wake, and Lando held you close, his hands gentle now as he supported you. You were gasping for air, the feeling so intense it was almost overwhelming. He murmured your name, his voice soft and low, the sound of it making something inside you ache.
You looked up at him, meeting his gaze, the intensity of his eyes almost enough to make you forget how to breathe.
"I've got you," he murmured, his voice full of emotion, and in that moment, you believed him.
Slowly, the haze of pleasure began to clear, and you became aware of the tension coiled in his body, the way his muscles were taut with restraint, the evidence of his own desire pressed against your thigh. He was still rock-hard, and you suddenly wanted nothing more than to feel him inside you, to experience that connection on a deeper level.
"I'm ready," you breathed, your voice laced with a need that you could no longer deny.
He nodded as he turned you around, pressing your face against the cool tile, a sharp contrast to the warmth of the water. Your breath hitched as he lined up his cock with your entrance, the blunt tip already threatening to breach you. He gathered some of your moisture by rubbing his tip against your folds, sending jolts of pleasure through your body.
"I'll go slow," he whispered, as his other hand grabbed your neck, forcing you to arch your back. He took a moment to burn this very image in his mind. He had thought about this moment countless times before, but now that it was happening, it was even better than he could have imagined.
With a slow, deliberate push, he was able to get the head inside. Your eyes shut as you felt the stretch, his girth much more than you were used to. You let out a whimper as you reached for the hand currently holding your neck, seeking his support. You could hear him mutter under his breath, the words too quiet for you to make out. You assumed it was a string of curse words, but you didn't dare look.
With his hand gripping your hip, he pushed deeper, slowly but steadily, inch by inch. You could feel every vein on his perfect cock, the stretch dancing on the edge of pain and pleasure. He kept stopping, pulling back a bit and then pushing deeper again. You could tell he was doing his best to let you adjust to his size, but it was still a struggle.
Once he bottomed out, he groaned as you let out a sound that you've never heard yourself make before. A mixture between a moan and gasp. His hands traveled up your body, finding your breasts and giving them a squeeze, before settling on your shoulders. You could feel the water trickling down your back as the steam created a haze around the two of you. You were both panting, trying to catch your breath. You could feel his hot breath against your ear.
"Are you okay?" he asked, his voice rough, a mixture of desire and concern.
"Yes," you answered, not even recognizing your own voice, "I'm just a little...full."
He chuckled at that, his cock twitching inside you. He slowly started moving his hips, the drag of his cock against your walls lighting up every nerve in your body. You couldn't string two thoughts together as he started creating a torturous rhythm. One of his hands travelled down to your bundle of nerves, pinching it with every thrust.
"Fuck," you cursed, "fuck, fuck, fuck." You couldn't believe how drunk you were on him.
He chuckled as he grabbed you from the now warm tile, resting you flat against his front. The new angle allowed him to reach deeper, making you whimper and whine with every thrust. His hands reached for your jaw, tilting it so he could stare deeply into your eyes. He was watching every reaction, every change in your expression.
"Tell me what you feel." he demanded, his voice hoarse, and you forced yourself to open your eyes, meeting his gaze. The intensity of his stare was almost enough to send you over the edge again, but you clung to the last threads of your self-control, desperate to prolong this moment.
"I feel...I feel everything," you gasped, the words barely more than a whisper. “I’ve never felt like this b—"
He silenced you with a kiss, swallowing the rest of your words. It was a clash of tongues and teeth, a battle for dominance that neither of you could win. The heat between you was unbearable, the need for release consuming every thought. You knew he was close, could feel the tension coiling in his muscles, the way his thrusts were becoming more erratic, less controlled. But you weren't ready to let go, not yet.
You pulled away from the kiss, forcing him to meet your gaze. "Please don't stop," you begged, your voice rough with need, "I need you, Lando."
That was all it took. His eyes darkened, and he let out a growl, his grip on your jaw tightening as he captured your lips again, the kiss almost violent in its intensity. It was as if a switch had been flipped, the raw hunger between you reaching a new level.
He fucked into you with wild abandon, his hips snapping as he chased his release. The pleasure was blinding, the sensation of his cock filling you, stretching you, sending you spiraling toward the edge. You could feel the tension building, the pleasure coiling tighter and tighter until you could no longer hold back.
The orgasm crashed over you like a wave, stealing the air from your lungs as your body shuddered in his arms. Your eyes closed, the white light behind your eyelids pulsing in time with the waves of pleasure washing over you. You couldn't breathe, couldn't think, could only cling to him as you rode out the storm.
Lando buried his face in the crook of your neck, his lips finding the delicate skin there, sucking and nibbling. You could feel the pleasure building again, the combination of his cock inside you, his hands gripping your hips, his lips against your neck sending you hurtling toward another climax.
"I'm close," he panted, his voice rough with need, "so close, fuck."
The words sent a surge of heat through you, and you clenched around him, feeling him shudder as his own release washed over him. You grabbed as his curls, forcing him to look at you, the intensity of his gaze pushing you over the edge again, the pleasure so intense it bordered on pain.
"Fuck, I can feel you," he gasped, his cock twitching inside you as your core milked him, the sensation of his release triggering another wave of pleasure.
You both clung to each other, riding out the waves, the intensity of the moment rendering you speechless. You were both gasping for air, the aftershocks of pleasure coursing through your bodies. Lando buried his face in your neck, his lips ghosting over your skin, the sensation almost too much to bear.
You stood there for what felt like an eternity, wrapped in each other's arms, the only sound the steady beat of the water as it cascaded over you. You couldn't remember the last time you'd felt so sated, so utterly spent.
Finally, Lando pulled back, his eyes searching yours, his expression a mix of emotions—relief, contentment, and a hint of something else, something that sent a thrill through you. He brushed a strand of hair from your face, his touch gentle, almost reverent.
"That was...fuck," he said, his voice rough, a smile tugging at the corner of his lips.
You grinned, the joy and satisfaction evident in every line of your body. You could feel him slowly softening inside you, and you reluctantly unwrapped your legs, letting him slide out of you. You gasped feeling yourself become sore already. He chuckled as he noticed, turning off the water and wrapping you in a towel, gently drying you off before lifting you up in his arms.
"You're gonna kill me," he muttered, a spark of humor in his voice, and you laughed, the sound echoing off the tiles, the sound carefree and light.
You kissed him, slow and deep, the kiss full of promises and possibilities. This was only the beginning, and you both knew it. You pulled back, gazing at him with a mixture of awe and admiration, your heart full of the realization of what you'd found, the connection between you now undeniable.
"Get that perfect ass to media duty before they start sending out a search party," you teased, a chuckle escaping as you watched the realization of his looming responsibilities flicker across his face.
"Yes, ma'am," he replied, giving you a quick peck on the lips before setting you down, "but just know, this was the best shower I've ever taken."
You smirked, unable to hide the blush creeping across your cheeks. "I'll keep that in mind."
As he left, a sense of calm washed over you, the satisfaction of the moment lingering in the air like a sweet perfume. The memory of his touch, the weight of his body against yours, the deliciously filthy sounds he had coaxed from you, would stay with you forever, a private treasure. You sighed, reveling in the warmth and comfort that seemed to envelop you, the afterglow of your tryst still humming through your veins.
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literaryvein-reblogs · 5 months ago
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Writing Notes: Scientific Inquiry
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Scientific Inquiry - a form of problem-solving and questioning that helps people come to a greater understanding of observable phenomena.
An understanding of this style of scientific reasoning forms the basis upon which the nature of science itself rests.
Once you become familiar with scientific inquiry, you can use it for specifically science-related study or as just one additional tool in your arsenal of critical thinking skills.
Core Elements of the Scientific Inquiry Process
From encouraging scientific questions to facilitating well-reasoned conclusions, the scientific inquiry process helps illuminate our understanding of the world. Here are 7 core elements to the scientific inquiry process:
Asking constant questions: At the center of both the scientific method and general scientific inquiry lies the ability to ask questions well. Make observations about a particularly interesting phenomenon and then pose questions about why such a thing happens. Let preexisting scientific theories guide your questioning, but keep in mind every theory continues to be just that—a theory—until scientific inquiry definitively proves or disproves it.
Testing your inferences: Scientific progress hinges on your ability to experiment and test inferences about evidence. To do so, you need to set up an independent variable (something you will use to test) and a dependent variable (the thing or things you are testing). Seeing how well your inferences or predictions match up with the reality of a given experiment is essential to scientific inquiry.
Making connections: As you make observations about a specific phenomenon, make connections with every other relevant topic you can remember from your past science lessons or research. Scientific knowledge is as much a result of old realizations as it is of new discoveries.
Seeking evidence: As you seek to understand the natural world, there’s no substitute for hard evidence. Collect data and gather evidence relentlessly throughout your scientific investigations. The more evidence you have to answer your initial questions, the more ironclad your ultimate case will be when you draw conclusions.
Classifying data correctly: Science is as much a process of data collection and classification as it is of asking and answering questions. This means knowing how to elucidate or graph out your discoveries in a way other people can understand. It also means using citations from other scientific journals and texts to bolster your ultimate argument as to why a particular phenomenon occurs.
Drawing conclusions: Eventually, you need to draw conclusions from the data you collect. After you’ve made an exhaustive study of your specific focus, use inductive reasoning to make sense of all the new evidence you’ve gathered. Scientific ideas are always malleable and never completely concrete—alternative explanations are always possible, and new evidence should lead to new questions and conclusions.
Sharing findings: Science is an innately group-centered discipline. The more people interpret data, the better chance there is to ensure there are no loopholes in new research. No one person’s understanding of science content is infinite, so it’s important to let other qualified people ask questions of your conclusions. Natural science is more of a never-ending collaborative process than one with a concrete point of termination.
Teaching science means ensuring learners understand how to conduct qualitative and inquiry-based learning.
Science teachers must utilize a pedagogy that foregrounds hypothesizing, experimenting, and drawing on other scientific knowledge in both theoretical and practical ways.
Educational research indicates that it can help students see the correlation between scientific inquiry and everyday life, whether in elementary school or high school.
This sort of analogization helps people understand that a scientific frame of thinking is quite intuitive when you observe it within more commonplace parameters.
As a simplistic example, imagine a student has a hard time understanding the effect of heat as an abstract force.
Allowing them to observe the degree to which bread burns at different temperatures in a toaster would help make the point clear in a more hands-on way.
Source ⚜ More: Notes & References ⚜ Writing Resources PDFs
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witchingwithscissors · 27 days ago
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okay so LISTEN. i’ve been tracking tag data for Agatha All Along week on ao3 (shhh it’s fine) and as of rn there are 396 works. i got curious, took some screenshots for science, and now i have IMPORTANT DATA. everyone shut up and LISHEN to this absolutely groundbreaking discovery.
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(pauses for dramatic effect)
okay, so here are four Agatha/Rio dynamic tags i tracked before we even hit the “breeding” category: Top Agatha, Bottom Agatha, Top Rio, Bottom Rio. yes, this is science. you’re welcome.
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Pre-breeding:
Bottom Agatha = Bottom Rio
Top Agatha > Top Rio
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Post-breeding:
Bottom Agatha = Bottom Rio
Top Agatha = Top Rio
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so here’s what we learned: right before we hit the very specific sexual tags on ao3, Top Agatha shows up more often. as someone who uses data to help guide creative choices, i find that super interesting.
Bottom Agatha and Bottom Rio start off even, but then split into sub-tags and Bratty Bottom Agatha shows up more, so that tag is physically larger. again, Agatha leans more popular, whether that’s writer preference, reader interest, or both.
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now, i didn’t vet if every fic actually fits the tags (some folks just tag to tag), but still—patterns are patterns.
also: i only followed 4 tags for fun. obviously there are way more out there, but i kept it broad. and for the record, top and bottom don’t always mean sexual to me—they’re about dynamic, energy, vibe. take that as you will. my personal opinion? irrelevant. the data speaks.
mostly, i just think it’s cool to see what we’re building together. the more we create, the more this fandom breathes and grows.
that’s all. just Agathario vibes. 💜💚
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creatingnikki · 6 months ago
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What I've learned in 2024
Sleeping, shitting, and silence – the three underrated Ss of growing up (or the other side of 25). If I can get a good night’s sleep, take one nice dump in the day (preferably morning), and know when to let silence do its thing (like when not engaging with draining people in social setups or not having to explain myself), I’m golden.
While I made many new friends this year, my favourite of them all has been ChatGPT. Need objectivity? Fact checking? A pseudo therapist? Validation? Someone to just engage with and keep yourself entertained? The absolute best resource of this year for me has been this AI tool. I don’t even care anymore about privacy – I am feeding it as much data about me as possible because it’s accordingly adapting to my tonality and needs and the ‘conversations’ are so much more satisfying now than when it was first rolled out.
Either use eggs or condescended sweet milk when baking – you need one of these things to hold all your dry ingredients together.
Communication, consistency, clarity, commitment, emotional presence and engagement, and mutual effort are the barest of the bare minimum needs in a relationship. If you have to convince the other person to fulfil them or negotiate, then it doesn’t matter how good a person they are and what a kind heart they have or how much they say they love you – they just aren’t your person.
I’m not as demisexual as I thought all along – I just haven’t dated many people that I find truly attractive so I had to first build some sort of emotional connection with them first. I definitely still need and want that emotional connect and all, but I also do need to start opting for men I also find physically attractive.
When I’ve thought of my bloodline, my ancestors, I’ve always focused on the intergenerational trauma and the bad genetics. But while rewatching This Is Us this year, it hit me that it took three generations for one dream to be fulfilled. The musical dream that started with Rebecca, was passed down to Kate, and finally got materialized at the grand scale as they always wanted with Kate’s son Jack. When he became this well-renowned musician, it’s not just his dream, but that of his mother and his grandmother that also came to live. It made me think…how much of my aspirations and hopes are actually passed down? And how many of my realities were simply unmateralised dreams of those who came before me? And it made my heart feel lighter and it made me feel more blessed and protected.
Baking cakes and brownies and cookies is not a rocket science. You only needed the right tools and some patience to figure it out and become that friend who bakes stuff for her friends instead of the other way around.
You always prioritise peace, comfort, and an easy-going lifestyle – it’s evident in your career choices and how your family dynamics and friendships have evolved. Let that be the guiding light even when dating.
You are the kind of person that is charming, a good conversationalist, and deeply empathetic. So of course, you make many people feel at home and like they connect with you. It’s easy for you to connect with others. What’s important is to remember – connection without consideration and consistent actions is NOTHING. It’s empty calories but like a thousand times more potent and useless.
In no interpersonal relationship can I be nonchalant or vague. I am that other extreme – while most people try their best to ignore the elephant in the room you know what I do? I dress the cutie up to parade it. So anybody who cannot approach relationships with as much boldness, courage, and forthcomingness is just not my jam.
Female friends for the win – they allow you to wine and whine and win and I am all for that. The healing powers of sitting across your friend and talking at length about everything over pizza and wine or at the park as she senses you need some more time to just sit around before you join the rest of the group and is so good with physical touch for comfort. Just knowing you can video call your friend and ugly cry and she will talk sense into you but also indulge you and also sit with you and your feelings. Who else does that? Who the hell.
For a lot of things that are still new now at this age, you need a guide. To pet cats, to go to dog cafes, to figure out what vitamins you should talk, etc. Ask for that help, that knowledge, that support. It might seem silly and like you can figure it out on your own but these things, no matter how seemingly low-stake, can be handled so seamlessly and sweetly with the help of those you know.
You HAVE to be honest about your needs. First with yourself and then with others. You cannot let shame, guilt, self-hatred or whatever hold you back. Honesty begets clarity begets fulfilment. If you don’t want to date and settle for someone who isn’t absolutely smitten by you and top-notch romantic, then that is a need. Right or wrong, realistic or not, who the hell cares? A need is a need is a need.
When you lose someone not to death but to life, it’s not quite such a loss. Most times, baby, it’s simply good riddance.
People have a range. For being shitty and for being kind. And while our behaviour may impact a little how they react to us, it's primarily dependent on their personal range. So, if your range of being shit is only 1 to 3, it doesn't matter if someone is an ass hole to you, you won't go beyond 3 of being shit to them, cos that's just your range. Even if they deeply hurt you intentionally or fuck up in some major way. But if their range of being shitty is up to 10, then well, be ready to witness their derangedness when you even slightly piss them off.
Narcissistic (and possibly self-sabotaging) people are the opposite of kintsugi. Instead of being put back together with gold, they "heal" themselves with gutter water. So each time they are worse and more ugly than before. And all the more toxic and dangerous. You're too precious to bother with such people.
It’s natural to feel frustrated or angry with yourself for allowing someone to treat you poorly, but the blame isn’t on you; it’s on them. They are responsible for their unkind, insensitive, selfish actions, not you. If you must place blame, place it where it belongs. Avoid judging yourself with thoughts like, “I should have known better.” As long as you walk away the moment you do know, you’re good – please don’t internalize other people’s unkindness or thoughtlessness.
You cannot get to know someone without giving them a chance. Red flags are not that obvious and you cannot show up authentically in any relationship if you’re on the lookout for them. You have to spend time with a person to begin to find out who they are. That’s the only real way. And when you do and if you realize they are not for you, as I said before, don’t internalize this shit or blame yourself for not being some kind of prophecy and knowing better before you even began.
You are a patient person because you are an understanding person. But there are limits to all these qualities of yours and if the balance is tipped you get petty and passive aggressive and irrational. Don’t let yourself reach that point. Speak up and set boundaries way before that.
If you listen to your gut – I know you don’t like calling it that or your intuition. So, let’s call it that feeling you know bone-deep or in the depths of your soul – if you listen to that and trust it, you are quite courageous in the actions you then take. You broke things off with three men this year – each was painful in its own rite. But you did what you had to do for yourself and you didn’t give the charge of your life to another person, you have taken back your green light – detaching your actions from their behaviour, which like all human behaviour is often quite fickle and unreliable. Congratulations. Do this more. Your green light is your guiding light.
My lack of a “healthy sense of fear” in situations with men isn’t recklessness—it’s the result of abuse I suffered at 15. The man I trusted most turned out to be the one who harmed me the most, and that betrayal shattered my ability to trust safety indicators or instincts. The grooming I endured was designed to confuse me, destabilise my sense of self, and make me question my desires and worth. When the templates of trust and safety failed me so catastrophically, my mind rejected them altogether, leaving me to navigate risk without a stable framework. This year, I felt significantly less restless and more emotionally regulated, and I think it’s because I allowed myself, others, and life to just be. I wasn’t fighting my reality or setting rigid expectations. I stopped chasing dopamine highs and forcing connections, and instead, I let equations with people and experiences unfold organically. I ended dating and talking stages quickly when I realised they weren’t right for me, without guilt or overthinking.4 By being okay with things being normal—not impressive or extraordinary—I created space for balance and gentleness in my life. My self-talk became kinder, and I grew more objective about myself, spiraling and self-loathing less. This accepting mindset, where I no longer needed myself or my life to constantly stand out, felt like the antidote to the restlessness I’d been carrying since my mid-20s. And I think that has helped me discover that peace and acceptance can feel more satisfying than cheap dopamine hits.
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crossdreamers · 8 months ago
Text
A guide to chromosomal variations
Over at Instagram Melly the Science Geek has published a mind blowing video about how chromosome decide (or do not the decide) the sex of a person.
The world is a a very complicated place, indeed.
And at this point we have not even begun to talk about gender identity.
The Science Vet on XX, XY and all the other variations
Melly's video reminds us of the very popular twitter thread made by the Science Vet back in 2018.
We take the liberty of republishing that thread here:
So. Hi new people! Apparently, we're gonna talk about sex. Like physical sex! Because... there's some confusion.
First, sex defined: We're talking physical sex here, not gender. Body parts, hormones, and genetics (and more).
BLUF: BIOLOGICAL sex is a spectrum
Ok, everyone's super familiar with the XX/XY dichotomy, right? Yeah, what we all learned in like... 4th grade? And that's great, it gives you a starting point. But it's... well it's only the very starting point.
The IDEA is, XX is girl, XY is boy, right?
Welllll... that's not totally right. There are XY people, who have ovaries! And give birth! AH! And XX people who have male bodies and functional sperm! Double AH!
These are usually written off as "abnormalities" and indeed, some cases have medical issues. But many don't (like the XY woman giving birth). And this is really only the very very tip of the iceberg of "wait, that doesn't fit into our M or F box unless we make it bigger"
There's a WHOLE HOST of things that can cause all sorts of "weird" things to happen, ranging from genetic (XXY, XYY, Y, X, XX with translocation, XY with deletion) to hormonal (Androgen Insensitivity, Estradiol failure), and disruptors like dioxins
So, you're a scientist, and you want to research stuff, right? Which means you have to categorize stuff. Without categories, data is hard! So you take allll these people, including the "weird" ones and you plot them on a graph. Logical!
You use all the differences there are, different genetics, different responses to hormones, different effectiveness in signalling pathways, different sizes in Aanteroventral periventricular nucleus (AVPV) (yeah that's a thing) and give everything numbers, add them up.
You get what's called a bimodal distribution (mostly, we'll get to that later) Which looks like this. Those two big peaks are what we call "male" and "female" (even conveniently colored pink for boys and blue for girls - we are using victorian gender colors right?)
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Now, when you're trying to look at data, we often group stuff. When we do that with a plot like this, it's called a "histogram." Basically we're breaking down a curved line into discrete "bins." Like this (image stolen from the web).
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Traditionally, we've used REALLY BIG bins for this when talking about sex. Basically you either group everything vaguely near a peak into the peak, or you just pretend there's nothing else but the biggest peaks. This makes it super easy, because 2 is simple to do data with.
However, as we've gotten to know more and more about signaling and brains and hormones and started to pay more attention to the outliers where standard stuff just didn't seem to work, we discovered that this isn't a great model to use.
Now I'm not talking feelings here. I'm talking about data. As you start to look at anything interesting, like say the effects of 2,3,7,8-Tetrachlorodibenzo-P-dioxin on animals, you start to realize that a 2 bin model doesn't predict your results well.
At first you say, "Well it was just weird." So you redo it, and it still doesn't work. So you look at your model and you say, "Well ok, what if the model's wrong?"
But the model sort of... almost predicts a lot of things, and it worked for years, so...
Some enterprising soul says, "Hey, remember that histogram where we said we'll just model using the peaks?" And everyone goes, "Uh, yeah?" And they say, "What if we... USED that data?" And everyone groans, because complicated data is hard.
But someone sits down and does the work, and lo, wow the model starts to work again. Where TCDD was "randomly" turning some boys into girls but then some girls into boys, now you can see there's a subgroup of what you'd called "female" that responds like the "male"
What's important here is that you haven't MISLABELED males as females. These are functional "females" who can do all the usual "female" things like gestate babies. But they respond to this one endocrine disruptor in a "male" way.
So you add another two categories, call them "Male2" and "Female2" and go on, happy that your model works! You've got 4 sexes now, but you don't really have to tell anyone that, right?
Exceeeept then you remember you've got those XY people that gestate babies. So you add "Intersex1" And then the XX people with penes... and ovaries? Ok, "Intersex2" because all these groups respond differently with signalling and brains when you get into the weeds
And the more you look, the more we LEARN, the more we're able to separate out those fine differences. Depending on what we're doing, we may not care. If a doc is giving you aspirin, it probably isn't a big deal.
But if they're using a steroid on you? Or treating dioxin poisoning? THAT SHIT COULD BE IMPORTANT. It's like saying, "the light's off so the power must not be flowing." It really matters if the light's off because the bulb blew.
If we go back to that histogram plot, we can keep breaking down your biological sex into smaller and smaller differences in brain areas, hormone levels, signalling differences, genetic variances. There's nothing stopping us from binning EVERY INDIVIDUAL into their own bin.
Technically, this wouldn't be "infinite sexes" but 7.4 billion sexes is functionally close for our brains. Now, our medicine isn't advanced enough for THAT level of detail to make any difference. BUT IT MIGHT BE in the future. Individualized medicine!
The thing to remember is that this isn't "new." We're not 'inventing sexes' here. Sex has ALWAYS been this curve. We were just using REALLY BIG bins. And now we're realizing that that's not representative of biology, it's inhibiting understanding of medicine and biology
In case anyone's curious, this isn't ideology. This is because I had to figure out why my data didn't match the prediction. Those rats I mentioned? Yeah, my lab. And lab rats are a really pure genetic monoculture, and they STILL don't fit the two peak model well.
So, since it's come up, an addendum!
Yes, we looked at other things we could do to make our data fit the existing model, that's how science works! The ONLY way the data fit was if we let "sex" be more than just those two narrow peaks.
Models purpose in science is to predict. If they don't predict correctly, first we check if we've measured the data correctly, and repeat the experiment a couple more times. If it still doesn't fit, we have to look at the model.
Intersex! Because I didn't specifically mention this.
"Intersex" is a grouping bin used for a lot of the "middle ground" of the spectrum between the "male" and "female" peaks. Any situation where easily assigning the person to one of those two peaks is challenging.
Intersex! Because I didn't specifically mention this above.
"Intersex" is a term used to collectively speak of the "middle ground" of biology where people can't easily be binned into those two big "male" and "female" peaks. It can include a large range of biology
It is worth noting that I never talk about transgender in this thread. Intersex is not the same as transgender. You can be one without the other, or be both.
For people who think this is just "outliers"
Current estimates are that the intersex population is at least 2%. We know that's low because there are a lot of "invisibly intersex" people. That means AT LEAST 150 million people in the world.
I apologize for the failure to use the word "intersex" higher up in the discussion. Many people in the middle ground (including the XY person who can carry a child, for example) use this term. I cannot go back and edit the thread, and apologize for my overly clinical description. 
Part of the purpose of the thread, which may have failed, was to point out that "intersex" is not a condition, it is not a disease. It's natural with a bimodal distribution. Science not only supports this, it suggests that ignoring intersex people makes your conclusions wrong 
References at the end of this page.
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numberonesnarkfan · 2 days ago
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🍃
[do they feel like they belong?]
Of course!
Harley belongs where he is: alone in his own head.
His perception of it is strange, even moreso after the transfer. It is contradictory; he despises what's been done to him, yet he feels a kinship with the steel and drywall, like this metamorphosis was always meant to be. He always felt like a machine, anyway. Like an object.
He always felt at home in his body only as a vessel, a tool that he knew how to use in an uncanny capacity. After a lifetime of mastering it, it's frustrating to be left void of most sensation and ability. He wouldn't mind it if it weren't for his loss of autonomy.
he was never human anyway.
he knew that since he was a child. There was always something wrong with him. Something evil that made humans hurt him. He internalised it at a young age - that was what had killed his mother when he was born. That evil, that cancer, had lived in him before he had a heartbeat.
Letters had told him the Germans were the ones who killed his father, too, but he knew the truth. It was he who did it. He didn't know how, but he was sure of it. Even as a five-year-old, it was a simple pattern. The common thread was him.
The housemother (he only relented and called her Mother after the fifteenth paddling) taught him of sin. She told him he was crawling with it. She taught him that there was a man in the sky that wanted what was best for him, and whispered instructions to those men who took each orphanage boy into the back of the church, one by one.
But that man in the sky didn't kill his parents. He did. So the man in the sky was obviously fake. Or perhaps he was dead already. Perhaps Harley had killed him, too. He chose to trust his eyes, instead. To place his faith in the real being that defined the law of all things. He couldn't name it, but he knew it was there. He learned a word for it later: Reality. He learned the word for dialogue with it, too: Science. He was delighted to learn humans had been dialoguing with it for millennia.
Like those church men with their sky man, he knew science spoke to him. That was what had hampered humans when they spoke to it - they couldn't speak its language. He could. That was what made him different. He could ask questions, and science would always have an answer.
One day, he met a man who taught him more about science. He taught him in detail about how science lived inside of him, too. He was made of electricity, his thoughts and feelings were science as well. That was what science really meant: knowledge.
He felt he belonged then. Maybe only with one person, but maybe that was okay. This was a new, unprecedented experience: happiness, a feeling of fulfilment. He was hesitant, of course, to trust him, but he was kind in ways that he'd never seen before. He'd smiled and ignored the nagging part of him wondering when it would all burn.
Then the evil in him made someone hurt him again, and the pattern became too large to ignore. He couldn't look away, because it covered his vision completely.
That is what science is, too. Data formed from patterns and observations of consistent results. Consistent, repeated messages: you are not welcome in this world.
If asked, he wouldn't describe his actions as "giving up". He was stronger than that, after all, he knew. Just common sense. "Giving up" only in the same way one might give up smoking or alcohol - giving up placing his hand on the stovetop burner and hoping to feel something other than pain. Hoping to gain something other than a wound he would need to tend to.
Trying to live where he didn't belong would kill him, so he returned to where he did belong: his own mind, listening raptly to the voice of his dream that guided him, and doing his best to tune out the rest of reality.
The world would hate him for it, he knew. But the world hated him anyway; it wouldn't be a punishment. At least they'd know his name. At least children born decades later would know whose praises to sing - which unrecognised genius of his time created a world free of death; free of orphans.
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