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Data Engineering Interview Questions and Answers
Summary: Master Data Engineering interview questions & answers. Explore key responsibilities, common topics (Big Data's 4 Vs!), and in-depth explanations. Get interview ready with bonus tips to land your dream Data Engineering job!

Introduction
The ever-growing volume of data presents exciting opportunities for data engineers. As the architects of data pipelines and custodians of information flow, data engineers are in high demand.
Landing your dream Data Engineering role requires not only technical proficiency but also a clear understanding of the specific challenges and responsibilities involved. This blog equips you with the essential Data Engineering interview questions and answers, helping you showcase your expertise and secure that coveted position.
Understanding the Role of a Data Engineer
Data engineers bridge the gap between raw data and actionable insights. They design, build, and maintain data pipelines that ingest, transform, store, and analyse data. Here are some key responsibilities of a data engineer:
Data Acquisition: Extracting data from various sources like databases, APIs, and log files.
Data Transformation: Cleaning, organizing, and transforming raw data into a usable format for analysis.
Data Warehousing and Storage: Designing and managing data storage solutions like data warehouses and data lakes.
Data Pipelines: Building and maintaining automated processes that move data between systems.
Data Security and Governance: Ensuring data security, access control, and compliance with regulations.
Collaboration: Working closely with data analysts, data scientists, and other stakeholders.
Common Data Engineering Interview Questions
Now that you understand the core responsibilities, let's delve into the most frequently asked Data Engineering interview questions:
What Is the Difference Between A Data Engineer And A Data Scientist?
While both work with data, their roles differ. Data engineers focus on building and maintaining data infrastructure, while data scientists use the prepared data for analysis and building models.
Explain The Concept of Data Warehousing And Data Lakes.
Data warehouses store structured data optimized for querying and reporting. Data lakes store both structured and unstructured data in a raw format, allowing for future exploration.
Can You Describe the ELT (Extract, Load, Transform) And ETL (Extract, Transform, Load) Processes?
Both ELT and ETL are data processing techniques used to move data from various sources to a target system for analysis. While they achieve the same goal, the key difference lies in the order of operations:
ELT (Extract, Load, Transform):
Extract: Data is extracted from its original source (databases, log files, etc.).
Load: The raw data is loaded directly into a data lake, a large storage repository for raw data in various formats.
Transform: Data is transformed and cleaned within the data lake as needed for specific analysis or queries.
ETL (Extract, Transform, Load):
Extract: Similar to ELT, data is extracted from its source.
Transform: The extracted data is cleansed, transformed, and organized into a specific format suitable for analysis before loading.
Load: The transformed data is then loaded into the target system, typically a data warehouse optimized for querying and reporting.
What Are Some Common Data Engineering Tools and Technologies?
Data Engineers wield a powerful toolkit to build and manage data pipelines. Here are some essentials:
Programming Languages: Python (scripting, data manipulation), SQL (database querying).
Big Data Frameworks: Apache Hadoop (distributed storage & processing), Apache Spark (in-memory processing for speed).
Data Streaming: Apache Kafka (real-time data pipelines).
Cloud Platforms: AWS, GCP, Azure (offer data storage, processing, and analytics services).
Data Warehousing: Tools for designing and managing data warehouses (e.g., Redshift, Snowflake).
Explain How You Would Handle a Situation Where A Data Pipeline Fails?
Data pipeline failures are inevitable, but a calm and structured approach can minimize downtime. Here's the key:
Detect & Investigate: Utilize monitoring tools and logs to pinpoint the failure stage and root cause (data issue, code bug, etc.).
Fix & Recover: Implement a solution (data cleaning, code fix, etc.), potentially recover lost data if needed, and thoroughly test the fix.
Communicate & Learn: Keep stakeholders informed and document the incident, including the cause, solution, and lessons learned to prevent future occurrences.
Bonus Tips: Automate retries for specific failures, use version control for code, and integrate data quality checks to prevent issues before they arise.
By following these steps, you can efficiently troubleshoot data pipeline failures and ensure the smooth flow of data for your critical analysis needs.
Detailed Answers and Explanations
Here are some in-depth responses to common Data Engineering interview questions:
Explain The Four Vs of Big Data (Volume, Velocity, Variety, And Veracity).
Volume: The massive amount of data generated today.
Velocity: The speed at which data is created and needs to be processed.
Variety: The diverse types of data, including structured, semi-structured, and unstructured.
Veracity: The accuracy and trustworthiness of the data.
Describe Your Experience with Designing and Developing Data Pipelines.
Explain the specific tools and technologies you've used, the stages involved in your data pipelines (e.g., data ingestion, transformation, storage), and the challenges you faced while designing and implementing them.
How Do You Handle Data Security and Privacy Concerns Within a Data Engineering Project?
Discuss security measures like access control, data encryption, and anonymization techniques you've implemented. Highlight your understanding of relevant data privacy regulations like GDPR (General Data Protection Regulation).
What Are Some Strategies for Optimising Data Pipelines for Performance?
Explain techniques like data partitioning, caching, and using efficient data structures to improve the speed and efficiency of your data pipelines.
Can You Walk us Through a Specific Data Engineering Project You've Worked On?
This is your opportunity to showcase your problem-solving skills and technical expertise. Describe the project goals, the challenges you encountered, the technologies used, and the impact of your work.
Tips for Acing Your Data Engineering Interview
Acing the Data Engineering interview goes beyond technical skills. Here, we unveil powerful tips to boost your confidence, showcase your passion, and leave a lasting impression on recruiters, ensuring you land your dream Data Engineering role!
Practice your answers: Prepare for common questions and rehearse your responses to ensure clarity and conciseness.
Highlight your projects: Showcase your technical skills by discussing real-world Data Engineering projects you've undertaken.
Demonstrate your problem-solving skills: Be prepared to walk through a Data Engineering problem and discuss potential solutions.
Ask insightful questions: Show your genuine interest in the role and the company by asking thoughtful questions about the team, projects, and Data Engineering challenges they face.
Be confident and enthusiastic: Project your passion for Data Engineering and your eagerness to learn and contribute.
Dress professionally: Make a positive first impression with appropriate attire that reflects the company culture.
Follow up: Send a thank-you email to the interviewer(s) reiterating your interest in the position.
Conclusion
Data Engineering is a dynamic and rewarding field. By understanding the role, preparing for common interview questions, and showcasing your skills and passion, you'll be well on your way to landing your dream Data Engineering job.
Remember, the journey to becoming a successful data engineer is a continuous learning process. Embrace challenges, stay updated with the latest technologies, and keep pushing the boundaries of what's possible with data.
#Data Engineering Interview Questions and Answers#data engineering interview#data engineering#engineering#data science#data modeling#data engineer#data engineering career#data engineer interview questions#how to become a data engineer#data engineer jobs
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not me going to digital tech sector job events and every company rep being like "you can scan our QR code to learn more" and me going "my phone can't do that" and taking a picture of their name instead to google them later like the tech-averse old man that I am
#(phone probably can do it I just refuse to figure out how)#apprenticeship search is going well why do you ask#they don't even have the urls under the QR codes anymore smh#I swear I know how to use a computer and do coding and stuff#I just dislike my phone connecting to the internet and paying with anything other than cash#I'm a normal 26 y/o looking for jobs in data and software stuff I swear#(oh yeah Idr if I posted on here but I'm gonna do a apprenticeship cause media industry can go fuck itself for the time being#I need job that will pay me money that I can rely on so we're becoming like a data analyst or an engineer or smth)
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they should've never made ada a hacker (specifically with her intercepting luis' emails to his college friend & that one scene in damnation where she forces the elevator to svetlana's laboratory to open to help leon & sasha + herself escape the self destruction sequence she intentionally activated) because i've taken it now to mean (i watch way too many computer software review & repair videos) she will be annoying about her preferred linux distributions to anyone who will listen, fellow spies, hackers & whichever partner wakes up to ada typing away on her laptop in their living room looking like she hasn't slept the whole night
#* file // : OOC — ( 𝐓𝐇𝐄 𝐏𝐎𝐒𝐓𝐄𝐑'𝐒 𝐂𝐑𝐔𝐒𝐀𝐃𝐄 . )#* file // : 004 — ( 𝐇𝐄𝐀𝐃𝐂𝐀𝐍𝐎𝐍 . )#i'm very sorry but any technical skill/proficiency with computers instantly makes you a little bit of a nerd#it's law#that's one of her many secretive hidden traits very few will fully realize because she has to keep her mystique & allure at the forefront#it's inciting & disarming because often people's perceptions of attractive women's intellect run opposite to their looks#& while being underestimated is workable it is as equally deadly depending on who sees her as lesser#it is not always empowering to demolish the preconceived notions forced onto you#especially for a woman like her#i've talked before about how useful her hacking ability is in the context of corporate espionage as a way to remove the need for a handler#or paying off others to do the research ada can very well do herself#but it is also a skillset that allows her to get employed under her various personas & aliases as a data analyst or a cybersecurity expert#(with faked credentials hosted on an unsuspecting previous employer's websites for however long her credibility needs to last)#to strike at the core of a corporation's private data#she's very talented#i like to think that during one of these assignments she ran into ethan winters sometime in the late 2000s#& it was just a random coincidence where she thought nothing of him beyond being a fellow systems engineer working in a gray office complex#only for him to become such a central figure in the BSAA's dulvey coverup her eyes perked up reading their internal documentation#thinking it all a little too funny#all this without even mentioning her later relationship with mia that me & les (terrorgone) have plotted out
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i don't really get the assumption that everyone who uses chatgpt is telling it to generate prose or w/e. if i want good fiction or poetry i know where to go for that and it isn't to a bot.
i use it when i need to complain about my emotional problems which are too embarrassing to tell a real person, and also ask it questions too specific for google, like about particular chemical elements or certain planetary placements in astrology or "recommend me music with sounds like [timestamp] in [song title]" lol
#random rambles#honestly i think it has potential to be a good learning tool because it allows for a higher level of detail than a search engine#maybe this is a hot take but i think its general premise is good actually#of course its no–holds–barred method of harvesting data is Not good#but i think with enough demand they will be forced to change how it works once first–world govts start pressuring them about it#idk i think we're in the same phase that dawns on humans every time a new bit of modern tech is made available to the average person#there's a lot of panic about what it 'could' do and what it means for Us and some of the fear is absolutely warranted#because heaven knows the first several versions of any major invention are flawed in multiple ways#but with time it gets more refined and less 'threatening' and we become familiar with it and eventually it becomes just another Thing lol
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Humans entering space and realizing we are so small. We are mice compared to these giant races with their advanced machinery and technologies and experiences beyond us- except that we're humans. And our engineers dive into the new tech and once we learn the principles we also soon realize how Inefficient everything is. Their "microchips" are the size of cars, their storage drives are basically buildings, and they somehow store less data than ours. So, human companies take advantage, and tech starts rolling out. Massive and there's a lot of wasted space so that it can be managed with larger hands/pincers/claws/tentacles, but also so much more efficient than anything the galaxy has seen before.
Human technicians start hopping ships and upkeeping the general maintenance, the stuff that most aliens put off or don't notice because they never access the crevices of their ships. As human companies become more popular and lead the tech world in everything from warp cores to game stations ("it's so compact! How are the graphics so good?" Says a 60' tall grimbleback, holding a new VR headset that has all of its components included because it's so BIG by our tech standards), soon many things have accessibility ports for humans to be able to use as well. This means that these shiprats hoping ship to ship cause such a huge improvement in everything running smoothly, and there's a huge downtick in pests on ships because those "pests" are not only big enough and aggressive enough to bite a pitbull or a person in half, they're invasive to so many planets and humans hate nothing more than dog killing planet overrunning monsters.
All the while, from the Aliens perspective, humans are an elusive race that don't fraternize much with them. You almost never see a human as most places aren't exactly safe for the little things to run around in. They do export so much stuff though, and the custodial staff at the Central Galactic Outpost insists that there's more humans around than any other race if you just know where to look.
And sure it's somewhat known that some of the little daredevils hop ships and help out in exchange for room and board, usually without permission, but that can't be that common, can it?
Maybe your ship is running better this cycle ever since you stopped at the last station, that just means that tuneup was better than you thought. And maybe for some reason that program you were working on last night is finished when you wake up, but you're so tired maybe you finished it before you passed out. Somehow that faulty light in the galley has fixed itself as well, which is odd, but maybe the Engineer finally got to it. You'd know if there was someone else on your ship.
Right?
... You leave a little bowl of berries out as a thank you, just in case. You're not sure what humans like but you've heard they have a sweet tooth.
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If anyone wants to know why every tech company in the world right now is clamoring for AI like drowned rats scrabbling to board a ship, I decided to make a post to explain what's happening.
(Disclaimer to start: I'm a software engineer who's been employed full time since 2018. I am not a historian nor an overconfident Youtube essayist, so this post is my working knowledge of what I see around me and the logical bridges between pieces.)
Okay anyway. The explanation starts further back than what's going on now. I'm gonna start with the year 2000. The Dot Com Bubble just spectacularly burst. The model of "we get the users first, we learn how to profit off them later" went out in a no-money-having bang (remember this, it will be relevant later). A lot of money was lost. A lot of people ended up out of a job. A lot of startup companies went under. Investors left with a sour taste in their mouth and, in general, investment in the internet stayed pretty cooled for that decade. This was, in my opinion, very good for the internet as it was an era not suffocating under the grip of mega-corporation oligarchs and was, instead, filled with Club Penguin and I Can Haz Cheezburger websites.
Then around the 2010-2012 years, a few things happened. Interest rates got low, and then lower. Facebook got huge. The iPhone took off. And suddenly there was a huge new potential market of internet users and phone-havers, and the cheap money was available to start backing new tech startup companies trying to hop on this opportunity. Companies like Uber, Netflix, and Amazon either started in this time, or hit their ramp-up in these years by shifting focus to the internet and apps.
Now, every start-up tech company dreaming of being the next big thing has one thing in common: they need to start off by getting themselves massively in debt. Because before you can turn a profit you need to first spend money on employees and spend money on equipment and spend money on data centers and spend money on advertising and spend money on scale and and and
But also, everyone wants to be on the ship for The Next Big Thing that takes off to the moon.
So there is a mutual interest between new tech companies, and venture capitalists who are willing to invest $$$ into said new tech companies. Because if the venture capitalists can identify a prize pig and get in early, that money could come back to them 100-fold or 1,000-fold. In fact it hardly matters if they invest in 10 or 20 total bust projects along the way to find that unicorn.
But also, becoming profitable takes time. And that might mean being in debt for a long long time before that rocket ship takes off to make everyone onboard a gazzilionaire.
But luckily, for tech startup bros and venture capitalists, being in debt in the 2010's was cheap, and it only got cheaper between 2010 and 2020. If people could secure loans for ~3% or 4% annual interest, well then a $100,000 loan only really costs $3,000 of interest a year to keep afloat. And if inflation is higher than that or at least similar, you're still beating the system.
So from 2010 through early 2022, times were good for tech companies. Startups could take off with massive growth, showing massive potential for something, and venture capitalists would throw infinite money at them in the hopes of pegging just one winner who will take off. And supporting the struggling investments or the long-haulers remained pretty cheap to keep funding.
You hear constantly about "Such and such app has 10-bazillion users gained over the last 10 years and has never once been profitable", yet the thing keeps chugging along because the investors backing it aren't stressed about the immediate future, and are still banking on that "eventually" when it learns how to really monetize its users and turn that profit.
The pandemic in 2020 took a magnifying-glass-in-the-sun effect to this, as EVERYTHING was forcibly turned online which pumped a ton of money and workers into tech investment. Simultaneously, money got really REALLY cheap, bottoming out with historic lows for interest rates.
Then the tide changed with the massive inflation that struck late 2021. Because this all-gas no-brakes state of things was also contributing to off-the-rails inflation (along with your standard-fare greedflation and price gouging, given the extremely convenient excuses of pandemic hardships and supply chain issues). The federal reserve whipped out interest rate hikes to try to curb this huge inflation, which is like a fire extinguisher dousing and suffocating your really-cool, actively-on-fire party where everyone else is burning but you're in the pool. And then they did this more, and then more. And the financial climate followed suit. And suddenly money was not cheap anymore, and new loans became expensive, because loans that used to compound at 2% a year are now compounding at 7 or 8% which, in the language of compounding, is a HUGE difference. A $100,000 loan at a 2% interest rate, if not repaid a single cent in 10 years, accrues to $121,899. A $100,000 loan at an 8% interest rate, if not repaid a single cent in 10 years, more than doubles to $215,892.
Now it is scary and risky to throw money at "could eventually be profitable" tech companies. Now investors are watching companies burn through their current funding and, when the companies come back asking for more, investors are tightening their coin purses instead. The bill is coming due. The free money is drying up and companies are under compounding pressure to produce a profit for their waiting investors who are now done waiting.
You get enshittification. You get quality going down and price going up. You get "now that you're a captive audience here, we're forcing ads or we're forcing subscriptions on you." Don't get me wrong, the plan was ALWAYS to monetize the users. It's just that it's come earlier than expected, with way more feet-to-the-fire than these companies were expecting. ESPECIALLY with Wall Street as the other factor in funding (public) companies, where Wall Street exhibits roughly the same temperament as a baby screaming crying upset that it's soiled its own diaper (maybe that's too mean a comparison to babies), and now companies are being put through the wringer for anything LESS than infinite growth that Wall Street demands of them.
Internal to the tech industry, you get MASSIVE wide-spread layoffs. You get an industry that used to be easy to land multiple job offers shriveling up and leaving recent graduates in a desperately awful situation where no company is hiring and the market is flooded with laid-off workers trying to get back on their feet.
Because those coin-purse-clutching investors DO love virtue-signaling efforts from companies that say "See! We're not being frivolous with your money! We only spend on the essentials." And this is true even for MASSIVE, PROFITABLE companies, because those companies' value is based on the Rich Person Feeling Graph (their stock) rather than the literal profit money. A company making a genuine gazillion dollars a year still tears through layoffs and freezes hiring and removes the free batteries from the printer room (totally not speaking from experience, surely) because the investors LOVE when you cut costs and take away employee perks. The "beer on tap, ping pong table in the common area" era of tech is drying up. And we're still unionless.
Never mind that last part.
And then in early 2023, AI (more specifically, Chat-GPT which is OpenAI's Large Language Model creation) tears its way into the tech scene with a meteor's amount of momentum. Here's Microsoft's prize pig, which it invested heavily in and is galivanting around the pig-show with, to the desperate jealousy and rapture of every other tech company and investor wishing it had that pig. And for the first time since the interest rate hikes, investors have dollar signs in their eyes, both venture capital and Wall Street alike. They're willing to restart the hose of money (even with the new risk) because this feels big enough for them to take the risk.
Now all these companies, who were in varying stages of sweating as their bill came due, or wringing their hands as their stock prices tanked, see a single glorious gold-plated rocket up out of here, the likes of which haven't been seen since the free money days. It's their ticket to buy time, and buy investors, and say "see THIS is what will wring money forth, finally, we promise, just let us show you."
To be clear, AI is NOT profitable yet. It's a money-sink. Perhaps a money-black-hole. But everyone in the space is so wowed by it that there is a wide-spread and powerful conviction that it will become profitable and earn its keep. (Let's be real, half of that profit "potential" is the promise of automating away jobs of pesky employees who peskily cost money.) It's a tech-space industrial revolution that will automate away skilled jobs, and getting in on the ground floor is the absolute best thing you can do to get your pie slice's worth.
It's the thing that will win investors back. It's the thing that will get the investment money coming in again (or, get it second-hand if the company can be the PROVIDER of something needed for AI, which other companies with venture-back will pay handsomely for). It's the thing companies are terrified of missing out on, lest it leave them utterly irrelevant in a future where not having AI-integration is like not having a mobile phone app for your company or not having a website.
So I guess to reiterate on my earlier point:
Drowned rats. Swimming to the one ship in sight.
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Hello. Can I please request some TP reader where both Lando and Oscar messed up. So reader becomes angry and they see a side they have never seen before. Could you also include sone grid dad Toto wolff? Like how Seb is Charles grid dad or Charles ollies. Thank you
Bruised Ego



The sun blazed down on the track, the roar of engines and the frantic chatter of pit walls echoing into the air as the race unfolded in high-speed chaos. In the McLaren garage, the tension was palpable. Monitors flickered with data, pit crews scrambled like clockwork, and standing at the very center of it all—heels planted firmly, arms crossed, jaw set—was Yn.
At just 22, she commanded more authority than people twice her age. The team principal of McLaren was a force to be reckoned with, admired by the paddock and adored by the drivers. Every engineer, mechanic, and executive deferred to her judgment. Even the most seasoned drivers quieted when she entered the room. And yes—though they would never admit it aloud—all the drivers were completely in love with her.
But right now? Love was the last thing on anyone's mind.
A crash. Between both McLaren cars. Oscar and Lando.
The screen replayed the collision in excruciating slow motion. Oscar had tried a risky overtake. Lando had defended too aggressively. The two McLarens tangled like dancers who missed a beat and spun into the wall, throwing away vital points in the Constructors’ Championship.
Yn’s expression didn’t change. Not even when the pit wall erupted in curses, groans, and stunned silence.
The garage grew colder somehow—not in temperature, but in spirit. Her gaze didn’t flicker from the screen. Her hands were clasped behind her back, chin slightly raised. She wasn’t yelling. She didn’t need to. Her fury was quiet, frozen, and absolute.
And everyone knew—Oscar and Lando were screwed.
When the race ended and the drivers were climbing out of their cars, the broadcast cameras picked up the moment. Yn stepped onto the track in her sleek black slacks and sky-high stilettos. The sun glinted off the silver pin on her McLaren blazer. She walked directly toward them.
"Office. Now," she said, pointing a perfectly manicured hand toward the garage. Her voice cut through the noise, through the interviews and celebration and commiseration.
Lando opened his mouth. "Yn—"
"No."
That was it. No further explanation. No room for argument.
Oscar looked like he wanted the ground to swallow him. Lando looked like a kicked puppy. Both followed her in silence, heads low, like scolded schoolboys being marched to detention.
The garage was dead silent as they passed.
They entered the office. She didn’t speak. Just pointed to the chairs across from her desk.
“Sit.”
They obeyed without a word.
Lando tried again, "Look, we didn’t mean—"
"Did I say you could speak?"
Silence.
She didn’t even sit down. She walked out, heels clicking loudly on the concrete floor. The door slammed shut behind her.
Lando stared at Oscar. "We’re dead. We’re actually dead."
Oscar whispered, "Do you think she’s getting Zak?"
"No," Lando gulped. "Zak would be merciful."
Five minutes passed. It felt like fifty. And then the door opened again.
Yn returned. And she wasn’t alone.
Toto.
The Mercedes team principal. Towering, calm, and intimidating in his own right. He gave them both a short, tight smile as he entered and leaned on the edge of her desk like he had all the time in the world.
Lando’s mouth went dry. "Why is he here?"
"To make sure I don’t smack you both on the head," Yn said coolly as she took her seat. Her expression was unreadable.
Toto nodded solemnly. “I volunteered.”
Neither Oscar nor Lando dared to breathe too loud.
Yn took her time, leaning back in her chair. “Let’s get this straight,” she began, voice dangerously soft. “That was not a racing incident. That was two idiots forgetting they’re not the only people on the track.”
Oscar shifted. Lando looked at the floor.
“You compromised both cars. You cost us points. You embarrassed the team. Do you know how hard your engineers work? How many sleepless nights they spend giving you a car that can fight?”
They nodded.
“Did you act like it mattered?”
They shook their heads.
“Of course you didn’t,” she said icily. “You both behaved like rookies. You want to race each other? Fine. Do it in sim. Not when we have a shot at a double points finish.”
She stood and started pacing. “If I hear one more word about ‘hard racing’ or ‘it was just bad luck,’ I will personally put you both on media silence for the next three races. Try me.”
Toto coughed into his hand to hide a chuckle. “She’s not bluffing.”
Yn turned. “Thank you, Toto. That will be all.”
Toto didn’t move. “I’m staying. This is entertainment.”
She narrowed her eyes. "Suit yourself."
Oscar finally tried to speak. "We’re sorry. It really wasn’t our intention—"
"Do you think I care about intentions?" she snapped.
Oscar shut his mouth.
“For twenty minutes,” she continued, “I’m going to remind you exactly what it means to wear that orange suit.”
And she did.
For twenty straight minutes, she tore them down and built them back up. Not once did she raise her voice. But the intensity, the sheer focus in her words, made it worse than any shouting.
Toto just nodded along, every so often adding, “Mmhmm,” or “She has a point.”
When she finally finished, she leaned back again, eyes hard.
“Get out.”
They scrambled up.
“Oh, and one more thing,” she added, voice deceptively light. “If either of you ever speaks rudely to your race engineer again—especially when they’re trying to help you—you’ll find yourself cleaning the garage with a toothbrush.”
The door didn’t even click shut before the McLaren crew outside burst into suppressed giggles.
Back inside the office, Yn collapsed into her chair, letting out a long breath. For the first time all day, the weight lifted from her shoulders.
Toto, still perched on her desk, smiled softly. “You did good.”
She raised a brow. “I wasn’t sure I wouldn’t actually hit them.”
He chuckled and reached out, brushing a strand of hair behind her ear. “That’s why I came. For protection.”
She smirked.
“Come have dinner,” Toto offered. “Susie made that tart you love.”
“Tempting.”
“You need a break. You’ve been carrying this team with sheer force of will.”
She sighed again, letting her head fall back against the chair. “Only if Susie promises not to mother me the whole night.”
“She already bought you a new coat. Just accept it.”
Yn laughed.
In the driver’s lounge, Lando and Oscar weren’t faring so well.
Carlos strolled in, smirking. “How’s your ego?”
Oscar groaned. “Gone.”
Pierre leaned around the corner. “Did she throw a stapler? I always imagined she’d throw something.”
“No,” Lando muttered. “She didn’t have to. Her eyes did it.”
Charles raised a brow. “Toto was there too?”
Lando nodded. “He enjoyed it.”
Max entered, towel around his neck, holding a Red Bull. “I told you not to fight each other. But do you listen to me?”
“Max, please,” Oscar begged. “Not today.”
“I mean, I’ve had some bad team talks. But that?” Franco said, entering with a grin. “That was historic.”
“She didn’t even let us talk,” Lando said miserably.
“Good,” Alex muttered. “You don’t deserve to talk.”
“Can’t believe you made her that mad,” George added. “She’s always so nice.”
“Not today,” Oscar whispered.
“Hey,” Yuki added brightly. “At least she didn’t make you cry. Yet.”
Lando looked at him. “Yet?”
Yuki smiled serenely.
Later that night, Yn sat at a small candlelit table at Toto and Susie’s place. The warmth of the meal, the soft background music, and Susie’s laughter were a balm after the chaos of the race day.
“You’re becoming more and more like me,” Toto said, raising his wine glass.
“God help me,” she murmured.
“Don’t worry,” Susie teased. “We’ll keep you from becoming too scary.”
Yn chuckled, letting herself relax, finally, as the stars began to rise over the horizon.
She’d handled it. Like always. And tomorrow, she’d do it all over again.
Soo, thought this was kind of fitting for the race today (even though Lando had a little drivers mistake there). Enjoy the story. My requests are open.
#formula 1#formula 1 x reader#f1#f1 x reader#lando norris x reader#oscar piastri x reader#oscar piastri#lando norris#charles leclerc x reader#lewis hamilton x reader#max verstappen x reader#george russell x reader#carlos sainz x reader#pierre gasly x reader#alex albon x reader#franco colapinto x reader#toto wolff x reader#grid dad!toto wolff#mclaren team principal!reader#mclaren#tp!reader#team principal!reader#xoxo babygirl 💋#canada gp 2025#montreal gp 2025
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DP X Marvel #27
Danny wasn’t trying to become a supervillain’s protégé. Honestly, he was just trying to survive another semester at MIT without spontaneously combusting from stress. At nineteen, between triple-majoring in Astrophysics, Mechanical Engineering, and Paranormal Biochemistry—and moonlighting as the occasionally-glowy, occasionally-exploding, semi-competent vigilante known to the public as Phantom—Danny was hanging on by a thread. A very frayed, very caffeine-soaked thread. So when one of his professors suggested a special “independent study project” with a visiting Latverian dignitary-slash-scientist, Danny said yes without thinking. He needed the credits. He needed the money. He needed the free lunch vouchers. What he did not need, apparently, was to accidentally apprentice himself to Doctor Fucking’ Doom.
At first, he didn’t know. To Danny, “Victor” was just this weird, intense European dude with a crazy sense of fashion (who the hell wore a green cape in broad daylight?) and a laugh that definitely belonged in a villain origin story. But Victor paid well, never judged him for falling asleep mid-sentence, and always had the best coffee imported from who-knows-where. Danny figured he was just some rich old nerd with a lot of quirks. Maybe a little murder-y, but hey, Danny was from Amity Park. His standards for “dangerous mentor figure” were catastrophically low.
“Daniel,” Victor intoned one day, standing over a schematic that looked suspiciously like a laser death satellite. “Tell me: what improvements would you make to a mobile interdimensional particle cannon capable of vaporizing Manhattan?”
Danny, who hadn’t slept in three days and thought this was just a theoretical design, squinted at the blueprints and muttered, “Uh… you forgot the phase stabilizer. Without it, the cannon would rip itself apart before you could fire. Also, your aim’s gonna suck unless you recalibrate the gyroscopic system.”
Victor went unnaturally still. “Explain.”
Danny yawned so hard his jaw cracked. “M’kay, so if you adjust the vibrational harmonics here”—he drew all over the deadly weapon diagram with a crayon—“and rework the mana-infused crystal lattice to resonate at a higher frequency… boom. Stable, precise, terrifying. A+ on your murder machine, Professor Von Evilcape.”
Victor stared at him for a long time. Then he laughed. Not just any laugh. A full, villainous, booming laugh that echoed through the lab and set off three alarms in the next building over. Danny didn’t even blink. He just kept doodling tiny ghosts on the margins of the schematic.
From that moment onward, Victor—Doctor Doom, actual dictator of Latveria, sorcerer supreme wannabe, world-class narcissist—decided Danny was his heir apparent. His secret weapon. His beautiful chaotic son who understood him better than any of the clowns in Latveria ever had. He didn’t ask Danny if he wanted the role. He just started sending Danny increasingly absurd “assignments” that Danny, running on Monster Energy and bad life choices, completed without registering how criminally insane they were.
Case in point: one evening, Danny stumbled into the lab with a Red Bull in one hand and a half-eaten burrito in the other. Victor handed him a device.
“Install this at Stark Tower.”
Danny blinked at the tiny, harmless-looking black box. “Uh, what is it?”
“A signal booster for quantum research purposes.”
Danny, who trusted absolutely no one and also didn’t care because he had a paper due at midnight, shrugged. “Okay, cool.”
He broke into Stark Tower that night with the ease of a sleepwalking raccoon, installed the “signal booster” inside one of Tony Stark’s servers, and left. The next morning, the news was screaming about a massive data breach that almost triggered World War III. Danny was too busy trying to finish his midterm essay on quantum entanglement to notice.
“Good work, Daniel,” Victor said approvingly during their next meeting, clapping him on the back so hard he almost faceplanted into a dimensional rift. “You have the soul of a conqueror.”
“Thanks, man,” Danny mumbled, chugging coffee straight from the pot.
Victor took it a step further. He started introducing Danny at fancy functions. “This is Daniel. He is my most promising apprentice. One day he will inherit my empire.”
Danny, half-dead from exams and not paying attention, just nodded absently and said, “Yup. Love the Empire Strikes Back. Great movie. Big fan.”
Victor beamed.
It wasn’t until six months later, after the “Study Abroad” paperwork (actually an all-expenses-paid trip to Latveria) and the suspiciously grand laboratory gifted to him “for his brilliance,” that Danny realized something was deeply wrong.
He was skimming through some documents on Victor’s encrypted network—because of course Doom had an encrypted network called “DoomNet”—when he found it.
Last Will and Testament of Victor Von Doom: In the event of my death, all of Latveria, my scientific research, all proprietary technology, magical artifacts, nuclear launch codes, hidden doomsday devices, and the title of Supreme Monarch will pass to my chosen heir: Daniel Fenton, aka “Phantom,” aka “My Beautiful Disaster Child.”
Danny read it three times.
“Wait. Wait, wait, wait,” he whispered, voice cracking. “Am I—AM I A VILLAIN PRINCE?!”
Cue the world’s most pathetic breakdown.
“NO NO NO NO NO. I JUST WANTED A DAMN SCHOLARSHIP!” He hurled a coffee mug at the wall. It phased through because he lost control of his intangibility again. “THIS IS WHAT I GET FOR TRUSTING ANYONE IN A CAPE.”
Danny spent the next two hours panic-researching Victor Von Doom. It was bad. It was really bad. It was, like, world-endingly bad. Murder records. Wars. Kidnapping Reed Richards’ kids. Banning Beyoncé from Latveria because she rejected his dinner invitation. BAD.
And it was too late. Doom had gone on international television that morning and announced Danny’s name as his successor.
“I have chosen my heir,” Doom declared, standing proudly atop his gold-plated balcony while cameras flashed below. “The boy shall inherit everything I have built. Bow before your future king, Daniel Fenton!”
Meanwhile, in his MIT dorm room, Danny choked on his cereal.
“Oh my God,” Tucker screamed over Facetime. “YOU’RE DOOM JUNIOR!”
Jazz was furiously typing. “Danny, that’s treason. Like, actual treason.”
Sam just stared at him with unholy glee. “So… when are you conquering America?”
“NEVER,” Danny screeched.
Too late. The Avengers showed up at MIT the next day. It was not subtle.
Tony Stark crashed into Danny’s quantum physics lecture, kicked open the door, and pointed dramatically at him. “YOU!”
Danny, hunched over his notes and running on negative hours of sleep, blinked. “Me?”
“Yeah, you, Doom Boy,” Tony said, stomping down the aisle while half the class screamed and ducked for cover. “You hacked my servers, hijacked my satellites, and installed a literal doom-signal into my mainframe. Care to explain, junior dictator?”
Danny held up his hands. “Okay, look. In my defense, I thought it was a Wi-Fi booster.”
Steve Rogers leaned in. “Are you actively trying to destroy America?”
Danny’s eye twitched. “Sir, I am actively trying to pass Organic Chemistry.”
Natasha Romanoff clicked a pen menacingly. “Are you or are you not plotting to overthrow the world?”
Danny hesitated. “I mean… define ‘plotting’?”
There was a long, painful silence.
Tony sighed, dragging a hand down his face. “Kid. You’re on, like, several different international watchlists. Half of SHIELD thinks you’re planning to nuke New York.”
Danny’s voice cracked. “I didn’t even know how to do laundry until last month.”
And thus began the most chaotic custody battle in history: Doom versus the Avengers versus Danny versus himself.
Victor, naturally, was thrilled. He sent Danny monogrammed armor. A custom throne. A letter that read “My son, all great rulers are hated before they are loved. However feat not. Seize your destiny.”
Danny sent it back with a post-it note that said “pls stop.”
Tony tried to recruit him instead. “Work for me. You like tech, you like coffee, you’re already better at hacking than Peter��”
“HEY,” Peter Parker shouted from across the hall.
Danny groaned into his hands. “I don’t want to work for anyone! I just want a nap!”
Sam Wilson patted him on the back sympathetically. “Welcome to adulthood, kid.”
Things escalated horrifyingly fast. Latverian officials tried to smuggle Danny out of Massachusetts under the cover of night. Doom built a life-sized gold statue of him in Latveria’s capital square. The Avengers started putting “Phantom Threat Level: High” on their briefing files. Nick Fury cornered him in a diner and deadpanned, “Son, you’re one bad day away from becoming an international incident.”
Danny, shoving pancakes in his mouth, muffled, “I don’t wanna.”
Of course, life didn’t let him off that easy.
When Doom inevitably “died”—allegedly vaporized by a malfunctioning time machine because of course he did—Danny woke up to find a legal team at his dorm room.
“Congratulations, Your Majesty,” the lead lawyer said with an evil smile. “You are now King of Latveria.”
Danny fainted on the spot.
He woke up fifteen minutes later to find Sam fanning him with a Doom flag and Tucker wearing a Latverian general’s hat he stole from one of the lawyers.
“So…” Tucker grinned. “Wanna invade Canada first?”
Danny screamed into his pillow.
And somewhere, deep in the void between worlds, Doom—very much alive and sipping espresso—chuckled darkly.
“Atta boy, Daniel,” he whispered. “Atta boy.”
#danny fenton#danny phantom#dp x marvel#danny phantom fanfiction#marvel#marvel mcu#mcu#mcu fandom#crossover#danny phantom fandom#marvel fandom#marvel fanfic#mcu fanfiction#dr doom#victor von doom
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Redline. Bonus 5.1 | N.R
Older!Motorsportboss!Natasha x Younger!Racing!Driver!Reader



Warnings: Mention of sex, feeling of replacement
Word count: 10,8k
A/n: I didn't think I'd type the title above ever again, but I'll have to do it a second time tomorrow, as there will be a second part..thank you so much ☀️ for this grandiose idea!!! Let's see if one of you finds the "mistake"/difference to the other parts..
The morning sun hadn’t even kissed the sky yet when your alarm buzzed quietly beside you. You silenced it with a quick swipe and glanced to your right. Natasha was curled up beneath the covers, her red hair spilling across the pillow in a rare moment of peace. Her breathing was soft, slow, even, and you took a second to soak it in.
You slipped out of bed quietly, careful not to wake her, and tiptoed across the suite to grab your gym bag. Your heart was already pumping, not just from excitement, but from something deeper, older. That itch in your chest that only the track could soothe. It was race season again. Time to put on the helmet and become who you really were.
The gym was empty, the way you liked it. No cameras. No agents. No engineers. Just the rhythmic hum of your breath and the burn of muscle as you pushed yourself through circuit after circuit, focusing on agility, reflexes, core strength. Every crunch, every punch, every bead of sweat was a promise you made to yourself, and to Natasha.
This season was going to be yours. Again.
By the time you stepped out of the shower, skin still tingling from the heat and heart pounding with post-workout adrenaline, you were practically vibrating. You wrapped a towel around yourself and padded back into the room, already mentally drafting a cheeky comment to wake Natasha with, something flirty, maybe teasing about her sleeping in while you were already hustling.
But the bed was empty. Still neatly made. A flicker of confusion passed through you. You checked your watch. Not that early..
You dressed quickly, tugging on a clean hoodie and joggers, and made your way down the hall to the team’s suite of offices. Most were still dark, except for one. Natasha’s. The door was open just a crack, enough to let the light spill out across the floor.
You approached slowly, the buzz in your veins dimming just a bit. Inside, Natasha sat behind her desk, eyes locked on her laptop, posture stiff. A dozen tabs were open on the monitor..data, driver analytics, telemetry charts. She didn’t look up right away when you stepped in. But you didn’t need to see her eyes to know something was off. You felt it, the way you feel a car start to slide just before the tires lose grip.
“Nat?” you said softly.
Natasha looked up, and her face didn’t match her usual morning calm. She had that tight look around her mouth, the one she wore when she was about to say something she didn’t want to.
“Hey. You’re up early.” Natasha said.
“I could say the same about you.” You leaned against the doorframe. “Didn’t expect to find you buried in data at six am.”
“I needed to get ahead of some things.” Natasha sat back in her chair, folding her arms. “Come in. Sit for a second.”
You blinked. That tone.
Not “I missed you.”
Not “How was your workout?”
Not even her clipped professional cadence.
Something else entirely. You crossed the room and sank into the chair opposite Natasha, studying her with narrowed eyes. “What’s going on?”
Natasha hesitated for a beat. Then she spoke.
“Willow Petrov.”
The name landed like a dropped wrench in a silent garage. Your brow furrowed. “From Formula 2?”
Natasha gave a short nod. “She’s twenty, Russian, ran with LunaTech last season. Three podiums. Got the best reaction time average in the pack. I’ve been watching her for a while.”
You tilted your head slowly. “Okay… why are we talking about her?”
Natasha exhaled. “She’s driving for us now. As your teammate.”
The room seemed to hold its breath. You blinked again, slower this time. Your brain raced to catch up, to reorganize the shape of your expectations. “What?”
“I signed her last night.” Natasha said, voice calm but unreadable. “It’ll be announced this afternoon.”
You stared at her. “I thought we were running solo again this season.”
“We were. But the board’s been pressuring for a second driver since last year. Sponsors too. We need more data from track simulations, better car-to-car telemetry feedback. And frankly, Willow’s too good to let go.”
A dozen thoughts flooded your head at once. You remembered Willow, bright, sharp, fearless. The type who cut corners like a knife and grinned at the podium like she belonged there, even when she didn’t win. A rookie, yes..but a talented one.
“She’s good.” you said slowly. “I’m not saying she isn’t. But this…changes things.”
“I know.”
“We have to split test runs, telemetry data, garage time. I’ll have to share my race engineer. She doesn’t know the car. Hell, she doesn’t know you. And I-”
Natasha stood then, walked around the desk, and crouched in front of you, placing a gentle hand on your knee. “Hey. Look at me.”
You did. “You are still my number one. On track. Off it. Nothing about that changes. But this team isn’t just about us anymore. It can’t be, if we want to grow. I need you to help me bring her in. Mentor her. Lead her.”
You searched Natasha’s face, heart twisting with something you didn’t want to name. Not jealousy. Not fear. Just..uncertainty.
“Can I think about it?” you asked quietly.
“You don’t have to decide anything. Just meet her. She’s arriving tomorrow.” You nodded slowly. Tomorrow. Everything was already changing.
The rest of the morning passed in a blur.
After the bombshell about Willow, you had thrown yourself into team meetings with a sort of sharp-edged focus, the kind Natasha had come to recognize over the months. When you were rattled, you didn’t fall apart, you doubled down. Your voice was steady during briefing, your analysis sharp as ever, but Natasha could feel the undercurrent. The quiet weight behind your eyes. The slightly-too-stiff posture. The questions that weren’t really about strategy.
Still, no one else in the room seemed to notice. To them, you were the reigning champion. The top driver of the Romanoff Racing team. Unshakeable.
Natasha knew better.
“Alright.” she said as they wrapped up for the day, clapping her hands once as the crew began dispersing. “Tomorrow we welcome Willow to the garage. I want everyone on their A-game. Let’s show her what a real team looks like.”
You didn’t speak as you gathered your notes. Just nodded and slipped your phone into your pocket. Natasha let you walk beside her in silence down the corridor, until you reached the private team garage, a sacred space for the two of you when the world felt too loud.
You finally spoke, voice quiet. “You think she’s ready?”
Natasha glanced at you. “She’s raw, but she’s smart. She’ll adjust. But she’s not you.”
You gave a tiny laugh under your breath. “That supposed to make me feel better?”
Natasha smiled faintly. “I’m not trying to make you feel better. I’m telling you the truth, Y/n.”
Dinner that evening was something simple. Homemade pasta. Natasha had cooked, which in itself was a rare gesture, part apology, part grounding ritual. You sat on the couch, legs tangled under the blanket, eating straight from the bowls, a slow jazz record playing softly in the background.
You finally started to loosen. You leaned into Natasha’s side, head resting on her shoulder, chewing quietly.
“She’s going to ask questions about you.” you murmured after a long stretch of silence.
“She might.”
“You gonna tell her we’re together?”
“I’m going to tell her you’re my top driver.” Natasha said with a smirk. “Everything else, she’ll figure out the moment she sees us look at each other.”
You gave a small scoff. “You’re obnoxiously confident sometimes.”
Natasha pressed a kiss to your temple. “And you love it.”
Later that night, the apartment had gone quiet. Natasha had gone to wash up, and you stayed curled on the couch, hoodie pulled up over your head, the laptop balanced across your legs. The screen glowed softly in the dark, video after video, all the same subject.
Willow Petrov | Rising Star - F2 Highlights
Willow Petrov Onboard | Monaco Hairpin Dive
Willow Petrov: 2024 Season Recap
Her style was aggressive, but clean. No wasted movement. Calculated chaos. And she had this look behind the helmet, fierce, wide-eyed, maybe even a little reckless. She reminded you of yourself, once.
Too much.
So when Natasha padded back into the room, damp hair tied in a loose knot, wearing only a black tank and sweatpants, she paused in the doorway, smirking at the screen before speaking.
“You stalking your new teammate already?”
You startled, slammed the laptop shut too quickly. “I was just..researching.”
“Mm-hm.” Natasha crossed her arms, clearly entertained. “Researching. With that little frown and everything.”
“I’m not jealous..” you muttered, cheeks flushed. “I’m just…making sure I know what I’m working with.”
Natasha stepped forward, eyes gleaming as she knelt in front of you, resting her hands on your thighs. “It’s okay if you are. A little.”
You met her gaze, trying to hold it, trying to be cool. But something warm bloomed in your chest at how amused Natasha looked, like this was something endearing. Like you weren’t being ridiculous, but…cute.
“She’s not a threat.” Natasha said softly. “To your seat. To us.”
You swallowed. “I just don’t want to lose what we have.”
“You’re not going to.” Natasha’s voice was sure, low, steady. “You’re mine. On every track. In every city. In every way that matters. There’s no one else I want in that car..or in this bed.”
You looked down at her, and your voice was barely a whisper. “Promise?”
Natasha rose onto her knees, kissed you slow and deep, her hand slipping to the back of your neck. “I promise.” she murmured against your lips. And for the first time that day, you let yourself believe it.
The next morning came bright and early, sun slicing through the tall windows of the paddock hospitality suite like a blade. The team’s logo, sleek and minimal, black and red, gleamed from banners, transport trucks, even the espresso machine. A few engineers were already moving in the garage, prepping telemetry equipment and adjusting the simulator booth in the corner.
You stood just outside, arms folded, watching the driveway. You told yourself you weren’t nervous. You’d given track tours a dozen times. You’d welcomed new engineers, new sponsors, new assistants. You’d even done a handshake round with a crown prince once, back when Natasha’s team had first gone international.
But something about this one felt different. When the black car finally pulled up, you recognized her instantly. She practically bounced out, tiny compared to the hulking luggage she hauled behind her. She wore the team’s new windbreaker, sleeves a little too long, brown hair in a messy braid, and a smile stretched across her face like it had been glued there for hours.
Big eyes. Too much energy. Nervous as hell. You swallowed a smile and stepped forward. “You must be Willow.”
Willow straightened like she’d been caught doing something wrong. “Y-Yes! Hi!”
“Hi.” You offered your hand. “Welcome to Romanoff Racing.”
Willow shook it with both hands, her grip too eager, almost bouncing on the balls of her feet. “Oh my God, I can’t believe this is real..” she said breathlessly. “I’ve been watching your races since I was fifteen, I mean, not in a creepy way, I just-God, that sounded creepy, didn’t it?”
You let out a short laugh. “You’re fine..” Willow blushed deeply, nodding rapidly.
Just then, Natasha stepped out from the garage, clipboard in hand, her presence commanding even in jeans and a fitted t-shirt. Willow visibly straightened again, as if she were back in military school. Natasha gave her a nod, eyes cool but not unkind.
“Willow. Good to have you with us.”
“Th-Thank you, Ms. Romanoff..” Willow stammered.
Natasha turned to you, that subtle look passing between you like a secret no one else could read. “I’ve got a strategy meeting with the core team. Think you can show her around?”
You nodded. “Sure.”
“Stick to pit lane, garage, and test paddock. Don’t take her near the media center yet. They don’t know we’ve signed her.” Natasha paused. “And for the love of God, don’t let her try to sit in your car.”
Willow blinked. “I would never- I mean, just looking! I swear!”
You couldn’t help it, you laughed again. Natasha smirked, kissed your cheek (subtle but intentional), and then disappeared into the garage.
Willow watched her go with wide eyes. “…She’s terrifying.”
“She’s not that bad.” you said, walking toward the pit entrance.
“She is. But like, in a powerful-boss-woman way.”
You shot her a glance. “She’s also my girlfriend.”
Willow froze. “Oh. Oh. Oh. I’m sorry, I didn’t mean..I didn’t know you two were, um- wow. Cool. Very cool. That explains the…cheek kiss.”
You arched a brow, biting down a grin. “You okay?”
“Yeah!” Willow squeaked. “Just trying not to implode.”
The track was still quiet, only the faint sounds of drills and tires being moved echoing through the pit lane. You walked her through the various zones: the telemetry stations, tire warmers, pit boxes, the private rest pods hidden behind the main lounge.
Willow asked questions, so many questions. About the car’s brake bias system, about fuel management in wet conditions, about how the team handled your post-crash comeback. Her eyes sparkled with a thousand unspoken thoughts, and despite yourself, you started to like her. She was too earnest to hate.
You stopped just at the edge of the garage, where your race car stood under soft LED lights, its sleek chassis black with crimson accents.
Willow gasped. “Is that yours?”
You nodded. “Every piece of her.”
“She’s beautiful.”
“She’s temperamental, high-maintenance, and will betray you the moment you relax.” You ran a hand across the wing. “But yeah. She’s mine.”
Willow stepped forward, a little reverent. “What’s it like? Sitting in her. That moment right before the lights go out?”
You turned to her, studying the rookie’s hopeful face. “It’s like…you disappear. And all that’s left is instinct. Speed. Survival.”
Willow looked down, serious now. “I don’t know if I’ll be good enough.”
“You wouldn’t be here if you weren’t.”
“I thought I’d have more time..” she admitted. “To grow. To learn. And now I’m being dropped next to you. You’re a world champion. You’re her partner. What if I screw up?”
You softened. “You will.” you said simply. “We all do. But we get better. That’s how this works. Just don’t try to be me.”
Willow looked up, surprised. “Be you. That’s who she signed.”
Willow nodded slowly. “Okay. I’ll try.”
You gave her a small smile. “That’s all you need to do.”
The tour ended as the midday sun baked the tarmac in a golden shimmer. Willow had talked nonstop for nearly an hour, and though you didn’t admit it out loud, the kid had started to grow on you. Somewhere between her overly enthusiastic obsession with brake cooling systems and the way her eyes lit up when they entered the data lab, you felt something unfamiliar settle in your chest.
Not irritation. Not jealousy. Something closer to nostalgia.
You returned to the garage, where the hum of the team buzzed around you like bees, techs checking tire pressure, interns typing rapidly, radios crackling between engineers. The pulse of the season was coming alive again, and you could feel it deep in your bones.
Natasha appeared just as you stepped back into the paddock. She’d changed into her track jacket, her red hair pulled back in a low ponytail, clipboard tucked under one arm. Her presence was casual, but commanding, as always.
“How’s the tour?” she asked, directing the question to Willow, though her eyes flicked briefly toward you.
Willow straightened again. “Incredible. I..I don’t even know how to process it all. I feel like I’m dreaming.”
Natasha gave her a small smile, the kind that was rare and real. “Good. I like drivers who know how to appreciate where they are. But now it’s time to stop dreaming and start driving.”
Willow blinked. “Wait. N-Now?”
Natasha gestured toward the second car in the garage, sleek, matte gray, less tuned than your beast but still mean enough to roar.
“Nothing major. Just a few laps. Get the feel of the track. It’s different when it’s ours.”
You arched an eyebrow. “Didn’t waste any time, did you?”
Natasha smirked. “Neither do you.”
Willow looked between you, nervous again but clearly vibrating with excitement. “I- yes. Absolutely. Thank you, Ms. Romanoff.”
“Call me Natasha when we’re not in front of sponsors.” she said, turning to toss her clipboard on the table. “Suit up. Let’s see what you’ve got.”
Within twenty minutes, Willow was in the car. The Romanoff test track wasn’t part of any international circuit. It was private land, built with obsessive precision, modeled after the most complex corners of Monaco, Silverstone, and Spa, all folded into a brutal loop of tight chicanes, high-speed straights, and elevation changes that punished hesitation.
It wasn’t a track for rookies.
You stood with your arms crossed beside Natasha at the observation deck just above pit lane, watching the camera feed light up as the car pulled from the garage.
“She looks scared.” you said.
“She should be.” Natasha replied. “Fear keeps your hands steady.”
The engine roared to life and Willow was off, taking the first few laps with visible caution. Corners were wide, braking early, no aggressive downshifts. You leaned against the railing, unimpressed.
“She’s holding back.”
“She’s learning the rhythm.” Natasha said, not taking her eyes off the screen. “Watch.”
You did. And after lap three, something shifted. The lines tightened. Her timing smoothed. She stopped dancing around the turns and started slicing through them. Lap four, she nailed the uphill chicane without touching the apex rumble strip. On five, she drifted wide just enough to preserve tire heat without compromising the downforce.
Your brow furrowed. “…Huh.”
Natasha’s smile was faint, knowing. “She’s good.”
“She’s very good.”
You watched in silence as Willow pushed through another two laps, faster each time. Still not elite, but promising. Focused. Hungry. She cut the final corner too sharp on the last run and skidded slightly, catching herself at the edge of the gravel. She brought the car in after that, helmeted head turning as she entered the garage and coasted to a stop.
When the engine went quiet, you let out a low breath. “…Okay,” you muttered. “That can’t go unanswered.”
Natasha turned. “Oh?”
Your smile grew slowly. “Give me ten minutes and my girl back in the paddock.”
“You want to race her?”
You turned to her, eyes gleaming with challenge. “You wanted her tested. Let’s see how she handles the heat.”
Natasha considered you for a beat, then nodded.
“Don’t go easy on her.”
“Wasn’t planning to.”
Ten minutes later, you were back in your suit. Helmet in hand. Every step toward the car felt like slipping back into a second skin. The hum of the garage faded. Everything outside the cockpit was background noise.
As you lowered yourself into the car, you glanced toward Willow, who was standing by the pit wall, helmet still on, clearly unsure whether to be thrilled or terrified. You gave her a thumbs-up before the visor came down.
And then, the track swallowed you. Willow took the lead on the first lap, you let her. Let her feel that taste of control, let her believe for a second she had the upper hand.
But by lap two, you were tightening the gap. By three, you were on her tail, reading every line she chose, every hesitation. On the fourth lap, as you hit the blind uphill switchback, you saw your chance.
You dove in, late brake, tighter line, a calculated brush that skirted legality, and took the inside.
Willow blinked. Hesitated. That was all you needed. From then on, it wasn’t even a contest. The next lap was yours, sharp, precise, and punishing. Your car became an extension of your body. Every muscle aligned with purpose. You were wind and fire, all instinct and fury, tearing up the track to prove one thing:
You still had it.
And by the time you crossed the line, your car a full second ahead, the point had been made loud and clear. When you pulled back into the garage, engines cooling with the ticking sound of victory, you climbed out, removed your helmet, and walked toward Willow, whose face was flushed behind her visor.
She flipped it up slowly.
“…Holy shit..” Willow whispered.
You smirked. “Welcome to the big leagues.”
Natasha joined you then, arms folded, the ghost of a grin tugging at her lips. “I think that counts as your initiation.”
Willow looked between you, still catching her breath. “I want to be that good.”
“You will be.” you said, slapping her lightly on the shoulder. “Just not today.”
As the sun dipped behind the track’s final corner, casting long shadows across the asphalt, Natasha’s voice cut through softly, “Looks like I’ve got two monsters on my team now.”
You looked over, and for the first time since the rookie’s name was mentioned, you smiled without reservation.
“Yeah.” you said. “But only one queen.”
——
It had been six days since the race. Six days since you smoked Willow on the track. Six days since the rookie came off the tarmac breathless and wide-eyed like she’d touched fire, and wanted more.
Since then, the team had shifted into full gear. Training simulations. PR meetings. Car telemetry reworks. Everyone was running on caffeine, deadlines, and pit-lane adrenaline. And somewhere in the chaos, you started to feel it:
Distance.
At first, it was small. A skipped coffee. A missed debrief. Natasha pulling Willow aside in the garage, gesturing with that intense, low tone she always used when she wanted to build a driver up from the inside out. You had heard it before. You remembered how rare it was to be spoken to like that.
Now you watched it from a distance. On the fourth day, you showed up early for simulator drills, but Natasha had already booked Willow in your slot. No heads-up. Just a polite nod from the tech.
“Romanoff said to prioritize rookie reflex calibration..” he mumbled.
You had just nodded and turned away, jaw tight. You weren’t the rookie anymore. You weren’t the rescue project. You were the reigning world champion. And somehow, you felt completely invisible.
That night, the compound was unusually quiet. The rest of the team had gone out for a media dinner, but you had passed. Natasha hadn’t even asked if you were coming, she’d assumed you weren’t, too caught up talking setups with Willow, who had practically bounced through the garage all day with her notebook and never-ending questions.
You stood alone now in the garage, long after the rest had left, staring at your car in the low lights. Just you and the beast. The car didn’t judge. The car didn’t compare. You ran your hand across the edge of the carbon fiber bodywork, fingertips ghosting over the Romanoff logo near the cockpit.
How many times had this car saved you? How many times had Natasha? And now it felt like none of it was enough.
A sharp click of heels on the concrete behind you broke the silence. You didn’t turn.
“I figured I’d find you here.” Natasha said quietly.
You swallowed. “Thought you had dinner with the prodigy.”
Natasha approached slowly, a slight edge of confusion in her voice. “Willow went with the tech crew. I was looking for you.”
“You’ve been doing a lot of looking lately.” you said, the words out before you could stop them.
Natasha paused. “What’s that supposed to mean?”
You finally turned to face her. “You tell me. You’ve been glued to her since the day she arrived. Training, testing, feedback loops, hell, you even rearranged my sim time.”
“That wasn’t personal, baby.” Natasha said. “She needs the hours.”
“And I don’t?”
“You’re already a world champion.”
“Right..” you snapped, stepping back. “So now I’m just the legacy act? The girl who came broken, who got rebuilt, but isn’t new enough or shiny enough to get your attention anymore?”
Natasha’s face hardened. “That’s not fair.”
“Isn’t it?” You laughed, but it wasn’t funny. “You didn’t have to fight for her. You didn’t have to convince her to stay when her nightmares made her puke at night. You didn’t hold her hand when she spun out and started screaming because she thought she was flying into a wall again. She came ready-made. Clean slate. Untouched.”
Natasha flinched, subtle, but it was there. “I never saw you smile at me like that, back then.”
“You mean when you didn’t trust anyone and couldn’t look me in the eye?” Natasha’s voice was low now. Dangerous. “Don’t rewrite history just because it hurts.”
Your breath caught. You stared at each other for a long moment. Everything in your chest was burning, shame, longing, fear. You hated how small you felt. How much you cared.
“I know what this is..” you said quietly. “She’s the driver you always wanted.”
Natasha stepped forward, firm. “Stop it.”
“She is.” you insisted, voice cracking. “No damage. No baggage. You didn’t have to rebuild her. You just got to mold her. And I-“
“You were never a project to me.”
“You say that, but it’s starting to feel like I was.”
The silence between you was deafening. Natasha took a breath, slow, deliberate. “Do you really think I love you because I had to?”
You didn’t answer, and natasha’s expression softened, less sharp, more raw. “I love you because you fought. Because you refused to stay down when every bone in your body told you to quit. I love the way you clawed your way back to the wheel, even when no one else believed in you. That’s not pity. That’s admiration.”
“Then why does it feel like you’ve forgotten I’m still here?” you whispered.
Natasha looked stunned, just for a second. Then she reached out, gently, cupping your face. Her thumbs brushed your cheeks, you hadn’t realized you’d been crying until then.
“I haven’t forgotten you, Y/n.” Natasha murmured. “I’ve been looking at you every day and thinking: God, she’s still the fire I fell for. But I didn’t realize you were feeling this.”
“I didn’t either..” you said, your voice hoarse. “Not until she showed up and you stopped seeing me the way you used to.”
Natasha shook her head. “No. I see you. I always see you. You just started turning away.”
You closed your eyes. You wanted to believe her. Wanted to let it go. But the doubt sat heavy in your gut like lead.
“You need to tell me when I miss something.” Natasha said, pulling you in closer. “Not when it’s too late. Not when you’ve already built a story in your head.”
You rested your forehead against hers. “She’s good.”
“She is.”
“But I’m still better.”
Natasha smiled. “Goddamn right, you are.”
A beat passed. Then you added, quietly, “But I still needed to hear it.”
Natasha kissed you then, slow, grounding, a promise sealed without words. And for the first time in days, you let yourself believe that you weren’t being replaced. You were still the heart of this team. Still hers.
——
The press tent was larger than usual, elevated seating for journalists, polished banners on either side of the platform, and every camera lens locked in with laser precision. The Romanoff Racing emblem hovered on every backdrop, flanked by the logos of their newest sponsors. A gentle buzz filled the air, expectation, speculation, heat from the lights.
And at the center of it all: Natasha.
She walked onto the stage like she owned it, because, in a way, she still does. Her tailored black blazer, fitted white blouse, and subtle smile made her look every bit the icon. Calculated cool. Controlled grace. She stood at the mic with the same poise she showed when strategizing before a stormy Grand Prix.
“Ladies and gentlemen..” she began, her voice even, but firm. “Thank you for joining us today. As most of you know, Romanoff Racing is entering its fifth season on the circuit. We’ve broken records, rewritten what a comeback can look like, thanks in large part to our champion, Y/n.”
There was a small wave of applause, and backstage, you exhaled slowly as the spotlight grazed you for a moment, just enough to burn.
“But this year..” Natasha continued, “we’re growing. I’ve made the decision to bring in a second driver. A rising star. Someone with the kind of raw instinct and racing spirit I haven’t seen in a long time.”
A pause. “Please welcome our new official team driver: Willow Petrov.”
The tent erupted. Cameras flashed wildly as Willow stepped onto the stage, her team jacket pressed and spotless, her blonde braid tucked neatly under a Romanoff Racing cap. Her cheeks were pink from nerves, but she beamed like a kid on Christmas. There was no hiding her awe.
She took her place beside Natasha and gave the mic a nervous glance before speaking. “It’s… honestly insane to be here. I used to watch her replays on YouTube between my F2 races..” she admitted with a laugh. “and now I’m wearing the same patch. I’m here to learn, grow, and drive my heart out for this team.”
Natasha smiled, laying a subtle hand on Willow’s shoulder as she guided her back a step. Then came the volley of questions, standard press fare at first, then sharper, messier.
“Natasha, was this a long-term plan to bring in new blood?”
“Willow, do you feel pressure being compared to a world champion teammate?”
“Y/n, how does it feel to share the spotlight after carrying the team solo for so long?”
That last one hit. You, seated now beside Willow and Natasha, leaned forward to the mic. Your smile was tight, practiced.
“We’re not here to compete with each other. We’re here to win, together. That’s what matters.”
A professional answer. Unshakable. But inside, something twisted. You watched as Natasha angled slightly toward Willow during the Q&A. A nod here, a subtle prompt there, encouraging. Guiding.
The same way she used to do with you. You didn’t even realize you were clenching your fist under the table until Willow’s elbow bumped you gently.
“You good?” Willow whispered, low enough the mics wouldn’t catch it.
You blinked and looked at her. The girl’s big blue eyes were full of concern, not competition.
And for a moment, you felt bad for being annoyed with her. “Yeah.” you murmured back. “Just waiting for the fun part.”
After the conference, you were ushered outside for the official media line, step-and-repeat photos, handshake shots, and a trio pose in front of the new car prototype. You had done this a hundred times. You knew how to stand. Where to smile. When to tilt your chin for that ‘effortless confidence’ angle.
But today, it all felt tight around the edges. “Okay, Natasha in the middle, Y/n on the left, Willow on the right..perfect!” one of the PR reps called out.
Flashbulbs exploded. Willow grinned wide, clearly new to the pressure but trying her best to keep up. Her hand hovered awkwardly near your back, unsure if she was supposed to pose with you or not.
You glanced at her. Then, with a tiny sigh, you reached out and gently pulled Willow a little closer.
“Relax..”you muttered. “We’re not enemies. We’re just expensive mannequins right now.”
Willow laughed, nervous but grateful. “You’re kind of intimidating, you know that?”
You raised a brow. “Me? You’re the one everyone’s calling the future of Romanoff Racing.”
Willow looked over at you, more seriously now. “Maybe. But you’re the heart of it.”
That stung in a way you didn’t expect. You weren’t sure if it was pity, or admiration, or just awkward honesty, but it cut through the noise.
More flashes. Another angle. Another forced smile. Then Natasha stepped between you for a tighter photo, resting a hand on each of your backs. The press roared, headlines already forming.
“The Queen, the Champion, and the Prodigy.”
You tried not to flinch at the way Natasha’s hand lingered slightly longer on Willow’s shoulder than yours. Tried not to let your smile falter. Tried not to think about how much had changed..and how fast.
Later, when the crowd had cleared and the cameras were packed away, you stayed behind in the now-empty paddock, hands stuffed in your pockets, sunglasses still on. Natasha found you there, leaning against one of the sponsor walls, staring at nothing.
“You did good.” Natasha said softly. “Held your own.”
You gave a small shrug. “I’ve had practice.”
There was a beat of silence. “You looked like you wanted to be anywhere but next to me up there.”
You turned toward her, finally taking the shades off. Your eyes were tired. Honest. “I just miss when I didn’t have to share you.”
Natasha didn’t smile. She didn’t lecture. She just stepped forward and took your hand. “You don’t have to share what we have. But you do have to trust it.”
“I’m trying..” you whispered. “But every time you look at her like she’s something special, I wonder if I’m just…fading.”
“You’re not fading.” Natasha said, her voice low and firm. “You’re shining. And the only reason I even brought her in was because I wanted to protect you. Give you someone beside you on the road. Not behind. Not in front. Beside.”
You closed your eyes, leaned into her touch. It still hurt. But at least now you knew: You weren’t invisible.
Not yet.
The week leading up to the race had been relentless. Training drills. Lap simulations. PR follow-ups. Tire compound testing. A new aero package install that barely made it past Friday’s technical inspection.
And somewhere in between, you had started sleeping with one arm under your pillow and one hand curled into a fist, like you were bracing for something you couldn’t quite name.
Willow, for her part, had thrown herself into the grind with youthful fire, running morning laps in the rain, asking the race engineers questions until midnight, sipping black coffee like it was a secret weapon. Her natural instincts were beginning to polish into something sharper. More refined. You noticed. And for the first time, you stopped feeling jealous, and started feeling hungry.
The qualifying day sun was harsh and dry, high in a cloudless sky, beating down on the Romanoff Racing paddock like a spotlight that wouldn’t turn off. The air shimmered with heatwaves above the tarmac. Cameras hovered, drones buzzed, and pit crews moved like silent machines around their cars.
This was it. Solo time trials. No traffic. No slipstreams. Just driver vs. track, one at a time. Every corner counted. Every tenth of a second was a kingmaker, or a curse.
The starting order for the qualifying runs had been drawn the night before. Willow would go out first for Romanoff Racing. You would go last.
The reigning champion. The final roar.
Inside the garage, Willow paced back and forth in her suit, her gloves half-on, eyes bouncing between her race engineer and Natasha. The kid was wired like a live wire, bouncing with nerves, soaking in every word Natasha fed her through the headset mic.
You sat on a stool in the corner, helmet in your lap, one leg crossed over the other, quiet and observant. You weren’t jealous, not really.. But there was a grating sound in your head you couldn’t turn off. Natasha’s voice. Gentle. Encouraging. Proud.
“Take a clean line through 11, watch the outside rumble. Brake later if the tires warm fast enough.”
“Like that. That’s the right read.”
“Trust your gut, don’t overthink the apex.”
You ground your jaw. You used to hear those words. Back when you needed them. Now, you didn’t get so much as a nod.
Willow stepped into the car and rolled onto the track. The garage emptied to the pit wall, where engineers stood with headsets, telemetry readouts glowing. Natasha followed, slipping on her shades like she was watching her personal investment roll into orbit.
You didn’t go with them. You stayed in the shade. Then you stood up, pulled your cap low, and walked. Elsewhere on the paddock, the atmosphere was different, less rigid, more relaxed. Some of the other drivers were lounging under the sponsor tents, sipping water, exchanging banter, or pretending not to care.
You wandered near the corner where some of the lesser-known, but fast, independent drivers hung out. Guys from underground teams. Not rookies, not legends..just raw talent.
You leaned against a stack of tires, arms crossed, not saying much at first. “L/N, you going soft on us?” one of them joked, a smirking Frenchman named Jules. “You’re not watching your little protégé?”
You shrugged. “She’s not mine.”
“You saying that like it’s not already in the headlines..” someone else teased. “The Queen and the Kid. All eyes on Romanoff.”
Another chuckle. Then a quieter voice chimed in, “You hear about that circuit run? Off-record? Midnight, no cameras, real speed.”
You raised an eyebrow. The group shifted subtly, gauging your interest. You didn’t respond right away, but your gaze held. One of them, stocky, buzz cut, tattooed fingers, grinned. “What, the world champ thinking about getting her hands dirty?”
A few laughs. Someone leaned closer. “Wouldn’t that be something? You on a back-alley grid with the rest of us rats.”
You gave a lopsided smile. Didn’t confirm. Didn’t deny. But something about it thrilled you. The rawness. The danger. The lack of polish. No PR team. No pressure..
Just you and the car.
They saw that spark in you. And they liked it. You didn’t agree. But you didn’t shut it down either. And somewhere deep in your gut, the idea didn’t seem so far-fetched.
You walked back in just as Willow’s final lap flashed across the telemetry screen:
1:20.408
Gasps. Claps. A low cheer from the Romanoff Racing pit team.
P1. For now.
Your stomach dropped. Natasha turned to you, eyes bright behind her sunglasses. “She nailed it. Best lap of the day so far.”
You didn’t reply. Just reached for your gloves. Something in Natasha’s tone, maybe pride, maybe surprise..lit a fuse inside you.
Willow climbed out of the car moments later, flushed and beaming, helmet off and braid soaked in sweat.
“I think I blacked out during sector three.” she panted.
“You didn’t.” Natasha replied. “You just drove like you meant it.”
You met Willow’s eyes briefly. The girl still looked like she worshipped you. But that made it worse somehow. Because now you had to remind everyone who built this team’s legacy.
Your lap was up next.
You pulled on the helmet. Closed the visor. The world shrunk to engine hum and breath.
Radio check.
“Comms clear. You ready?”
“Always.���
“No overdrive early. Hold back on sector one, save the tires for the back half. We only need one clean lap. Not a death wish.”
You tightened your grip on the wheel.
“I’m not here to be clean. I’m here to be fast.”
Natasha didn’t reply. The light turned green, and you floored it. You took sector one tight, ignoring Natasha’s caution. The tires screamed at the high-speed curve through turn six. You leaned hard into the chicane, barely clipping the apex, riding the edge of the curbs with millimeter precision.
Sector two: near-perfect. You braked a split-second later than anyone else dared at turn eleven, kissing the wall on exit without losing speed.
Sector three: the fast zone. No brakes. Pure throttle. Pure fury.
You were flying. By the time you crossed the line, your final time flashed across the board:
1:19.774
Silence. Then a collective inhale from the pit. You sat in the car, helmet still on, staring ahead as the data streamed in.
P1.
Back in the garage, Natasha pulled off her headset slowly. The corner of her mouth lifted. “She’s still got fire.”
Willow watched the screen, eyes wide, but there was no bitterness. Only awe.
“She’s not human..” Willow whispered. “She’s art with an engine.” Natasha didn’t reply. But the look in her eyes said enough.
You returned minutes later, pulling off your helmet in one slow, deliberate motion. Your eyes met Natasha’s. Not smug. Not smiling..Just raw.
“I needed that..” you said quietly.
Natasha stepped closer. “You earned that.”
Willow came up beside you, flushed and panting. “I thought I had it…”
You gave her a glance. “You almost did.”
You stood there in silence, three women. First, second, and the one who saw both sides. For now, Romanoff Racing ruled the grid. But underneath the steel and sweat and smiles..Something else was brewing.
——
The hotel room was quiet.
Beyond the floor-to-ceiling windows, the city sparkled under a velvet sky. Horns in the distance. Soft wind curling through the open slats of the terrace door. The whole world was moving, just not here.
Here, it was still. You lay on your side, facing the window, bare shoulders half-draped in sheets. Your hair still damp from a late shower, your mind still too full from the day. The numbers of your lap time looped in your head. 1:19.774.
A victory. But somehow, not enough. Behind you, Natasha was lying on her back, one arm tucked behind her head, the other resting near your spine. Not touching. Just there.
The silence between you was soft, not cold, but it carried weight. You don’t know how to speak the ache that lingered in your chest. The quiet, bitter curl of doubt that still whispered..
What if she doesn’t need me anymore?
Then, without warning, Natasha shifted. She reached, slow and deliberate, and pulled you gently onto her, guiding your body across her own like it was something she’d done a hundred times, and it was. Legs tangled. Hands at your waist. You blinked down at her, surprised.
“…What are you doing?”
Natasha looked up, eyes calm, steady. “Reminding you.”
You frowned, confused. “Of what?”
“That you don’t have to be scared.” Natasha said simply. “That I’m not going anywhere.”
You froze. Of course..Natasha’s fingers brushed your lower back, tracing the faint curve of your spine with absent reverence. “I know that look in your eyes..” she murmured. “The one you try to hide behind your helmet. The one that says ‘I’m slipping.’”
“I’m not-”
“You don’t have to lie to me, Y/n.”
You closed your mouth. Natasha’s voice softened, like velvet over steel. “You think because I’m proud of her, I’ve stopped being proud of you.”
“I know you are..” you whispered.
“Do you?”
You looked away. That silence told Natasha everything. She sat up slightly, pressing her forehead against yours. Her breath was warm. Her voice firm.
“You are not being replaced. Willow’s a driver. You are everything. You are the reason this team has a heartbeat. You are why I built this whole empire in the first place.”
Your throat tightened. “I just..sometimes I feel like-”
Natasha didn’t let you finish. She kissed you. Deep, slow, anchoring. And you melted into it, not because it was heat, but because it was home.
When Natasha rolled you fully beneath her, fingers trailing down your ribs, her mouth never left yours. Her touch wasn’t demanding, it was declarative.
You are mine. You are seen. You are still the fire.
You didn’t speak again. You didn’t need to.
The Next Morning – 6:48 AM
The car ride to the track was quiet in the front. Loud in the back. Natasha drove, one hand on the wheel, the other resting easily against the center console. Her face was set, calm, already mentally halfway through the first ten laps.
In the rearview mirror, she watched you. Head against the window, music in your ears, hoodie up, one hand loosely gripping your phone in your lap. You weren’t asleep, but you weren’t here, either. Lost in thought. In routine. In preparation.
Natasha didn’t say anything. She just watched you. Softly. In the passenger seat, Willow was a whirlwind of motion. She had her phone out, snapping photos of the sunrise over the city skyline, the rows of transport trucks pulling into the paddock, the backs of race trailers covered in sponsor logos.
“God, this is insane!!” Willow muttered, more to herself than anyone else. “I can’t believe we’re really here..”
Natasha smirked faintly. “It’s always real at the first corner.”
Willow didn’t even flinch. “I’m ready.”
She meant it. Her excitement wasn’t childish anymore. It was focused. Sharpened. Natasha glanced at her, proud. Then back at the mirror.
Your gaze was on the road. But your fingers tapped once, almost in rhythm to Natasha’s signal light. A quiet acknowledgment.
The moment the car pulled into the underground entrance to the paddock, cameras began flashing. They hadn’t even stepped out yet.
Natasha cut the engine and sat for a beat. “You two know the drill.”
You pulled out your earbuds and tucked them into your pocket. Still silent, but sharp now. Willow adjusted her jacket and reached for her media pass lanyard.
“God, there’s already like fifty of them..” she muttered. Natasha stepped out first. The sound of shutters exploding hit instantly. Flashes. Voices. Shouts.
“ROMANOFF, OVER HERE!”
“WILLOW, SMILE FOR SKY SPORTS!”
“Y/N! ANY COMMENT ON THE RIVALRY?”
You followed, hoodie up, sunglasses on. No expression. Willow followed last, almost jumping at the barrage of attention, but she didn’t flinch. She smiled wide. Waved once.
They didn’t stop walking. They didn’t answer questions. The three of you moved in sync toward the garage, driver, driver, boss. And behind every flash, the story was writing itself:
“Romanoff Racing Arrives, One Team, Two Stars, All Eyes On Gold.”
But behind the headline, between the silences and the stolen glances, only one truth mattered: You were here. And you were ready to burn the track down.
You sat in your chair, arms folded, legs crossed. Your race suit was half-zipped, the sleeves knotted at your waist. Your face unreadable.
Willow was across from you, helmet on the table, bouncing her leg under the chair, nervous energy leaking through the edges of her focused expression.
Natasha stood at the head of the room, pointer in one hand, the other resting on the back of her chair. Not smiling. Not lecturing. Just speaking, measured and exact.
“We’re going soft-hard-medium. Staggered stops. Y/n, you’re opening with pace. I want a gap by lap 12.”
You nodded. “Copy.”
“Willow..” Natasha said, voice shifting subtly, “you’re staying with Costa and Wolfe. Buffer zone. You’re not chasing him, not unless I call for it.”
Willow’s brow furrowed slightly, but she didn’t argue. “Understood.”
Natasha clicked a button. A screen lit up with a predictive sim. “There’s a 20% chance of light rain in sector three near the end. If it happens, we hold track position. No unnecessary battles.”
You tilted your head, watching her closely. This wasn’t her usual tone. There was something behind it. A stiffness. An uncertainty.
Minutes later, you sat in pole, visor down, surrounded by cameras and chaos. The air reeked of fuel and heat. A heartbeat pulsed under your palms, yours or the car’s, you didn’t know anymore.
“Y/n, final check. Comms clear?”
“Clear and ready.”
“Good. Watch your rear into turn three. Wolfe will try to dive late.”
“Let him try.”
“Willow, confirm comms.”
“Clear. Heart rate’s at 110. I’m breathing.”
“Good. Just survive the first five laps. The rest will come to you, okay?”
Your jaw twitched inside your helmet. There it was again..The tone-
Lights out.
The roar was immediate. Four-wide dive into the first corner. You took the inside clean, perfectly timed gear shift, shutting the door on Wolfe and Costa with ruthless precision.
By lap 2, you had already opened a 1.7 second lead.
Smooth. Surgical. Untouchable. Behind you, Willow stumbled. Turn six..wide. Lap four..too much brake into the chicane.
“Willow, pull it together. Reset your rhythm. Don’t chase, stabilize.”
“Copy. Sorry.”
Lap six, Willow found it again. She overtook Costa in a brave, inside line maneuver that nearly kissed the gravel. You heard the pit crew cheer. Natasha’s voice crackled with unexpected joy.
“That’s the fire. Keep it clean. Wolfe’s losing grip. You can take him in two.”
You grit your teeth. The car roared under you like a living thing, engine screaming at full tilt, tires gripping tarmac like claws on glass. You breathed slow. Measured. Intentional. Every part of you synced with the machine, the wheel, the brakes, the tiny flicks of balance that made or broke lap times.
You were leading. Clean start. Clean pace. Fastest lap by lap 11. Smooth as silk, precise as a scalpel. This race was yours.
In your rearview mirror, you saw Willow, P2 now, holding position. Not threatening, not faltering. Just…there. You didn’t think about her. You didn’t have time.
You thought about your line through turn 9, the slight understeer near the tunnel curve, the way your grip was softening on the softs with every corner carve. Your body was singing with focus. This was your world. And nothing, not the crowd, not the pit crew, not even Natasha’s voice, could shake it.
Until lap 34.
“Y/n. We’ve got a situation.”
“Talk to me.”
“Willow’s rear gearbox sensor is pinging. Possible instability. Data’s fluctuating. If Wolfe pushes DRS range and forces a brake duel, that casing could fail.”
You blinked through sweat. “Then pull her back.”
“No. We’re issuing a position swap. Now.”
Silence in your helmet. Your hands tightened on the wheel. What?
The wind outside felt louder. The engine scream thinned into white noise. “…No.”
“That’s not a request.”
“She won’t survive the lead! Not with a blown rear and Wolfe charging!”
Natasha was more cold this time,
“And she definitely won’t if she doesn’t have a wall behind her.”
“I am the wall, Natasha! Let me hold the front. Let me finish this.”
Another beat of silence. Then..
“Y/n. Position. Swap. Now. You protect her or she crashes out. Those are the only outcomes.”
Inside the garage, Natasha stood stiff at the pit wall, headset pressed tight, heart hammering harder than she’d admit. You hadn’t obeyed.
She stared at the live feed, your car just ahead, clean lines, perfect balance, but no sign of lifting. And Willow, driving beautifully, but unaware of just how fragile her car was, was still in second. Vulnerable.
Natasha knew what this was. This wasn’t disobedience. This was fear.
Not for Willow. For you. Letting someone pass when the win was in your hands? When every ounce of your soul knew you were better?
That wasn’t just sacrifice. That was surrender.
Your jaw was tight inside the helmet. Your heart hammered against your ribs, not from fear, but from fury. Your fingers ached on the wheel. Every instinct in you screamed to ignore the call.
This is your race. You built this team. You bled for this damn car.
But Natasha’s voice echoed in your mind, not just the words, but the way her tone had shifted. The ice. The command.
You didn’t want to listen. But Natasha wasn’t asking. She was telling.
You swore under your breath and eased off the throttle. Just enough, and Willow swept past you on the straight. The crowd screamed. The leaderboard updated.
P1: Willow Petrov
P2: You
And behind you, like a wolf in a storm, Wolfe loomed in P3. You gritted your teeth and dropped behind Willow, matching her pace, locking the line tight. If Wolfe tried anything now, he’d hit a wall of steel.
“Thank you.”
You didn’t respond. You couldn’t. Not without your voice cracking.
Final Laps
Willow held the front with everything she had. Her lines weren’t as perfect, her exits not as sharp, but they were enough. You buffered every corner, forced Wolfe wide, stole DRS range every time it threatened to open. You weren’t racing anymore. You were guarding.
Lap 39.
Lap 40.
The checkered flag waved. Willow crossed the line first. You followed, less than a second behind.
Back in the garage, Willow was pulled from the car by techs and PR and cameras. The first win of her Formula 1 career.
And you? You climbed out in silence. Helmet off. Sweat running down your neck. Eyes unreadable. You stood there beside the car, breathing hard, ignoring the cameras.
Across the garage, Natasha didn’t move. She just watched you. Not as a manager. Not even as a lover. But as a woman who had just asked someone she loved to let go of something sacred.
You walked past her. Didn’t stop. Didn’t look at her. Natasha reached for your hand, just a brush, but you pulled it away gently, and disappeared into the corridor.
Part 2
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Radio Silence | Chapter Nine
Lando Norris x Amelia Brown (OFC)
Series Masterlist
Summary — Order is everything. Her habits aren’t quirks, they’re survival techniques. And only three people in the world have permission to touch her: Mom, Dad, Fernando.
Then Lando Norris happens.
One moment. One line crossed. No going back.
Warnings — Autistic!OFC, strong language, complex family dynamics, ableism.
Notes — This chapter has given me SUCH a hard time. Please enjoy it, I feel like I put my entire soul into it. Also… Fernando’s return is announced in the next chapter (everyone cheer).
Want to be added to the taglist? Let me know! — Peach x
2020
Silverstone came around in the blink of an eye.
Amelia sat perched on the edge of the engineering desk, her legs swinging absently, trainers knocking gently against the metal drawer units below. Her gaze swept across Alex’s side of the garage, quick, focused, restless. She wasn’t here to be social. She was here to figure something out.
Something wasn’t right.
She’d been quietly monitoring it since Austria; since testing in Barcelona, even. The data, the footage, the telemetry. There were too many inconsistencies between Max’s car and Alex’s. And sure, she understood the baseline logic. Max was Max. His driving style demanded everything from the car and then some. His feedback loop with the team was honed to a science. But even so, there shouldn’t be this much of a disparity.
Not in identical machinery.
Not at this level.
Her brows pinched, eyes narrowing at the readout on the nearest screen. She hated the term “second driver” with a passion. It grated against every instinct she had. But watching Alex’s side of the garage felt like watching a different team operate altogether. Different priorities. Different urgency. It wasn’t malicious. Not outright. But it was subtle. It was systemic. And it was stupid.
A puff of frustration escaped her nose. She’d already brought up some of her theories to Adrian, offhanded and careful, like she was floating curiosities instead of suspicions. He hadn’t disagreed. Hadn’t confirmed anything either. But she could see it — how he was watching now, too.
Still, it was driving her crazy.
The way Max’s floor and rear suspension packages were being iterated on faster. The microscopic setup tweaks that were tailored to his style but never translated for Alex. The way team radio responses came faster, the tone of them just slightly more reactive. She could hear the difference because she listened for it.
It wasn’t cheating. But it wasn’t fair either.
And it was messy. Amelia didn’t like messy.
A burst of compressed air hissed across the garage as a mechanic adjusted Alex’s front wing, and Amelia’s head jerked toward it instinctively, eyes narrowing again. Her fingers twitched against her tablet, the internal debate warring louder than the buzz of the pit crew.
She lifted her ear defenders from around her neck and settled them over her ears. All of the noise softened to a low hum.
She glanced over her shoulder and spotted Max on the far side of the pit lane, deep in conversation with Christian by the pit wall. Calm and focused. He always looked like that before qualifying. Grounded. Unshakable.
Alex, by contrast, looked tense. He stood near his engineer, shoulders drawn tight, brows pinched as he nodded along, but his eyes kept flicking to the floor. Amelia watched for a beat longer, her heart tugging faintly. She wanted to fix it, whatever it was, but there was only so much she could do.
She looked down at her trainers.
They were her usual white ones, a little scuffed from the garage floors, but dependable. Comfortable. Familiar. But now, right at the edge of the left sole, something new: a messy swipe of orange marker.
LN4.
Her chest did something funny when she saw it.
Lando had crashed in her hotel room again, something that had quietly become routine. He always had his own room, but more often than not, he ended up in her bed instead of his. She didn’t mind. Would never say a word about it.
He was a good hugger now. He’d figured it out, finally, exactly how she liked to be held. Firm and tight enough to feel anchored. He’d taken to wrapping around her like a human shield, heartbeat steady, breath soft against the back of her neck. She hadn’t slept so consistently well in years.
He was usually gone before she woke up.
That morning had been no different. She’d blinked awake to an empty bed, the faint smell of his cologne still clinging to the hotel bedsheets. But when she’d gone to pull her trainers on, there it was; bright orange ink catching her eye.
Initials. A number. A quiet claim.
She didn’t know whether to roll her eyes or smile.
So she did both.
—
The McLaren garage had its usual pre-quali buzz. Max Fewtrell leaned against the back wall, wearing a team guest lanyard and a vaguely amused expression as he watched Lando loll around in his race suit.
“Alright, you’re being weirdly calm,” Max said, eyeing him. “You’re never this chill before quali. What is this? Zen Norris?”
Lando didn’t even look up from the banana he was unwrapping. “Just had a good night’s sleep, mate.”
Max raised an eyebrow. “Uh huh. Let me guess. In someone else’s hotel room?”
Lando gave him a slow, infuriating grin, then shrugged. “Maybe.”
Max stared at him. “No. Oh fucking hell. You’re not…?”
Lando just bit into the banana.
“You are,” Max said, half-laughing. “You’re back with her?”
Lando shrugged. “I wouldn’t say ‘back with’ like that, since we were never together in the first place, but yeah. We’re...talking.”
“Right,” Max said, drawing the word out. “Talking. In her bed. At night. Sounds familiar.”
Lando shot him a look. “Don’t start, mate. I’m still pissed at you for telling me to bin her off in the first place. Worst mistake of my life.”
“I stand by what I said then,” Max said, folding his arms. “And now she works for Red Bull. The actual enemy. She's probably hardwiring your secrets into Verstappen’s car while you’re asleep.” He said, eyes narrowed.
Lando rolled his eyes. “She literally tells me nothing technical. I tried a few weeks ago, asked her what they changed on the rear wing. She said ‘carbon things’ and then threw a tortilla at my face.”
Max laughed. “Okay, yeah, that’s… okay, that’s funny.”
Lando looked a little too smug. “Exactly. Mate, I know what I’m doing. She’s worth it, you know? Just wish I’d realised it sooner.”
“Oh, you definitely don’t know what you’re doing,” Max scoffed. “You’re back in your feels, acting like it’s not completely mad that your maybe-girlfriend works for a team that would pay to see you finish outside the points every Sunday.”
“She’s not just some Red Bull lackey,” Lando said sharply, shoulders tensing. “She’s Amelia. She’s a fucking genius, Max. That car? It’s hers as much as it is Max’s or Alex’s.”
Max gave him a dry look. “You do realise how insane you sound?”
“I don’t care,” Lando said, straightening. “She’s the smartest person I’ve ever met. Yeah, I screwed it up before. But I’m not walking away from her again. Not ever.”
Max blinked. “Bit dramatic, mate.”
“Whatever,” Lando said, smirking. “You’re just bitter because I’ve a hot, genius in my bed and you’ve got a Twitch stream and a meal deal.”
“I brought you that Pret,” Max muttered.
“And I’m grateful,” Lando said, clapping him on the shoulder like a smug little shit. “But I’m also head over fucking heels, mate. So.”
Max groaned. “Jesus Christ. You’re unbearable.”
“Yup.” Lando tossed his banana peel perfectly into the bin. “Get used to it.”
Across the garage, an engineer called Lando over for a final briefing. As he jogged off, Max shook his head. “Mad bastard,” he muttered. “Completely lost the plot.”
—
Amelia sat cross-legged on the floor of the Red Bull garage, the harsh overhead lights casting stark shadows across the slick concrete. Her tablet rested beside her, darkened screen still smudged with notes and numbers from the race. Her yellow golf ball rolled slowly between her hands, back and forth, back and forth; rhythmic and grounding.
Silverstone had always felt like a second home. Growing up watching races here, dreaming about being a part of it. Now she was properly in it. Deep in the heart of Red Bull Racing, elbows-deep in data, decisions, and disappointment.
Max had salvaged something, as he always did. P2 wasn’t nothing. But the numbers didn’t lie. Mercedes were still faster, smoother, untouchable on the straights. And the tire degradation? She closed her eyes, jaw clenching slightly. It didn’t make sense.
She could feel the quiet frustration that had hung over the garage all weekend. Engineers working longer hours. Adrian pacing more. Alex struggling to connect the car to the track. And her, Amelia, trying to play translator between machine and man, and still somehow coming up short.
Her fingers tightened painfully around the golf ball.
It wasn’t failure, not really. But it wasn’t a win either. And that unsettled something in her. She wanted better. She wanted cleaner gains. More decisive margins. Less almost and more perfect.
Her thoughts drifted to Max, to the way he’d found her after the debrief and muttered, “We’ll get them next week,” like it was a promise more than reassurance.
She dropped her head, staring at the tablet, teeth digging into the inside of her cheek. There had to be something.
And then—
It hit her like a flash.
She blinked, straightened, then scrambled to unlock the screen, fingers flying. Rear aero wake management. Micro-channel re-shaping on the rear floor edge. She muttered to herself as she typed. “Shift the outer wake—no, no, narrow it, and bleed the turbulence—”
Her heart kicked up. Her breath got shallow. The pressure in her chest gave way to something electric. Her hands fluttered before she even realised, wrists snapping, fingers stimming with giddy, instinctive rhythm as the idea built in her head. She scribbled on the screen with her stylus like it was oxygen. She was grinning, properly grinning.
She barely registered the noise of the paddock returning to life behind her.
A Sky Sports camera had swung past, catching a glimpse of her in the garage, tucked between tool cabinets and telemetry units, flapping hands and bright yellow golf ball balanced in her lap. The presenter spoke softly over the shot. “And there’s Amelia Brown. A quiet presence in the paddock so far, but proving to be a very hard worker indeed.”
In the Red Bull hospitality suite, Christian Horner glanced up at the screen, watching the feed with his usual half-interested expression. “Ah, there she is. Our shining example of disability-positive hiring.” It was offhand. Meant as a joke, maybe. But it hung awkward in the air.
Adrian didn’t laugh.
He turned his head slowly toward Christian, expression unreadable. “She’s the most promising technical mind I’ve worked with in a decade. And she is working with me on merit alone.” He said mildly, eyes still on the screen.
Christian blinked. “Right. Of course.”
Adrian sipped his tea. Said nothing more. But when he looked back to the TV, his gaze was thoughtful.
And in the garage, Amelia kept working, entirely unaware of the camera, the commentary, or the conversation she’d just ignited. Her mind was moving too fast now to care about anything else.
She’d found something. Something big.
And she couldn’t wait to show Adrian.
—
Max found her sitting alone on the pit wall.
She had her yellow golf ball in one hand, thumb rolling over its surface absently. The other held her tablet, still filled with drawings and annotations, now marked with scribbled arrows and half-formed formulas.
Max climbed up next to her with the casual ease of someone who did it a hundred times a year. “You solved the issue,” he said, legs dangling over the edge.
Amelia blinked, as if pulled out of her own thoughts. “It’s not solved,” she said automatically. “It’s a direction.”
“A good one,” Max replied. “Adrian was very happy when you showed him. I saw it on his face.”
She smiled at that, a flicker of pride showing before she quickly tucked it away. One hand rolled the golf ball. The other hand jolted, maybe spurred on by a burst of excitement. She didn’t notice she was doing it.
Max did.
He watched it for a moment, then leaned back on his hands. “You were doing that earlier. With your hands. They showed it on the live feed.”
She froze, just for a second.
Max didn’t sound judgmental. Just curious. But still, something knotted tight in her chest. The instinct came fast, automatic; hide it, clench her fists, smooth out the edges. Pretend it hadn’t happened. Pretend she was just like everyone else.
But then she remembered what Adrian had told her, calm and firm that day in the design office, looking at her without even a flicker of doubt.
Why should you ever have to hide the manifestations of your greatness?
So, instead of retreating, she let her hands speak the language her brain needed.
“Yeah,” she shrugged. “It’s called a stim.”
Max raised an eyebrow. “A what?”
“A… like, a repetitive movement. Helps regulate my focus. Or calm me down. Or… sometimes just helps me think,” she said, gesturing with the ball. “Ah, my hands flap on their own. And the golf ball’s got the right weight. Tactile enough to keep my hands busy while my brain does its thing. Means something to me.”
Max nodded slowly, eyes on the horizon. “You always do it when you're excited about something?”
“Sometimes. Or anxious. Or overstimulated.” She shrugged. “I mask a lot. Most people don’t notice the physical stuff. But the ball helps. I notice that I swing or bounce my leg a lot, too, but people don’t notice that as much.”
He was quiet for a long moment. “So, it’s part of the autism?”
She turned her head toward him, eyes narrowing. Not angry, just curious. “You saw my Twitter?” She was very open about her diagnosis there, sharing informational and up-to-date medical journals.
“I read part of your interview with RaceTech Weekly,” he admitted. “You said it’s not something you hide, but not something you announce either.”
“Yeah, well…” she exhaled. “Some people get weird. Or patronising. Or make jokes.”
“Christian,” Max said knowingly, a darker tone in his voice.
Amelia smiled, a bit twisted. “Adrian is nice about it, though.”
“Good.” Max looked at her again. “You shouldn’t be embarrassed.”
She stared at him. “I’m not—” And then paused. “Okay. I am. A little. But I’m trying not to be.”
Max just gave a half-nod, like that was fair enough. “You don’t need to explain it to me,” he said, kicking his foot gently out into the air. “I just wanted to know what it was. You looked happy.”
She blinked. “I was.”
He nodded again. “Good.”
Eventually, she bumped her shoulder against his. It was barely more than a nudge, but for Amelia, it was a big deal; intentional, physical contact she initiated. She didn’t do that often. Almost never. “Thanks for not being a dick about it,” she told him.
Max smirked, eyes flicking down to where their shoulders had touched before he leaned back. “Don’t thank me yet. Wait until I start asking to borrow the comfort golf ball during strategy meetings.”
“You’d lose it.” She sighed.
“You’ll forgive me.”
Amelia stared at him, dead serious. “No I wouldn’t.”
—
It was late. Too late for anyone still at McLaren HQ except security and cleaning staff.
Tracy stood across from him, arms folded, gaze cool and steady. She didn’t come to Woking often anymore, but something in Zak’s voice when he’d asked her to come by tonight had stopped her from saying no.
“You’re not sleeping,” Tracy said after a long beat. “You hardly even come home anymore.”
Zak rubbed both hands over his face, voice low. “I can’t stop thinking about her.”
“Good,” she replied, sharp but not cruel. “She should be at the front of your mind. Just like she’s always at the front of mine.”
Zak let out a bitter laugh and leaned forward, elbows on his desk, head bowed. “It’s been five months, Trace. Five months of silence. She won’t reply to my texts. Doesn’t even open my emails. I tried to speak to her at Silverstone and she looked straight through me. Like I wasn’t even there.”
Tracy sighed and lowered herself into the seat across from him, her expression tight. “You didn’t lose her because of one bad conversation, Zak. You lost her because you took something from her; something you had no right to. You tried to control what wasn’t yours.”
He looked at her, pain written into the lines of his face.
“She could’ve sued you,” Tracy continued, quieter now but no less firm. “Do you even understand that? Millions, Zak. She would never do it, of course, because she’s still loyal, still stupidly kind when it comes to you, but that doesn’t make what you did any less wrong. You treated her brilliance like a family asset. Like it belonged to you because she’s your daughter.”Her voice cracked, not with emotion, but fury. “That’s not how this works. That’s not how she works.”
“I didn’t mean it that way,” Zak said hoarsely. “I didn’t realise—Christ, Trace.”
“You were blind to it,” Tracy said, her voice steady but cutting. “Everything she was doing to elevate that team; improving car performance, supporting the drivers, stabilising Lando’s garage dynamic. She wasn’t just useful, Zak. She was essential. And now you’ve lost her to Red Bull.”
Zak sneered, bitter. “God. I just—why them? I would’ve understood Mercedes, maybe. Even Ferrari.”
Tracy didn’t flinch. “She’s built her own space in that garage already. They obviously respect her there. She’s on her way to helping Max Verstappen fight for his first world title. She’s not just surviving, Zak. She’s thriving.”
“I know that,” Zak said, his voice small, still dark and bitter. “I’ve watched. I’ve seen the press. Adrian Newey can’t stop signing her praises. But, Trace, I wasn’t even proud. I was angry.” He paused. “I didn’t understand it. I don’t even recognise her anymore.”
Tracy sighed. “She spent years trying to get you to see her. Always trying to fit herself into a box, hoping that maybe things would finally change and you’d suddenly realise what was standing right in-front of you.”
Zak looked down. His hands were clenched together, knuckles pale. “I miss her so much,” he whispered. “I miss her laugh. Her rants. Even that awful yellow water bottle.”
Tracy pursed her lips. “The water bottle is gone. She has a golf ball now. Still yellow.”
He looked up at her quickly. “A golf ball?”
Tracy smiled sadly. Shrugged. “Probably from her and Lando’s first date. I’ve never asked, but…”
Zak blinked. “He… They went on a date? He managed to get her to go to a golf course?”
Tracy nodded.
Zak closed his eyes, taking a deep breath as he tried to pull himself together. “I just want a chance. One chance to tell her that I was wrong. That I see her now. That I’m proud of her. That I—”
Tracy leaned forward, her voice gentle but firm. “You have to let her come to you. Not the other way around. When has she ever responded well to being chased, hm?”
Zak blinked, fighting back the sting in his eyes. “Do you think she ever will, though? Come to me?”
Tracy stood, brushing a hand over his shoulder as she walked past. “She’s her father’s daughter. Stubborn. But eventually, something will happen, and your name will be the first one on her mind. Just… be patient. And come home, Zak. You need a shower.”
He watched her walk out, the soft click of her heels echoing in the stillness of the room. Then he turned back toward the window, staring out over the empty car bays and spotless garage beyond. The place that, in so many ways, had become his refuge; and his prison.
He could be patient. He could.
He stood up, grabbed his jacket, and followed her out.
—
iMessage — 20:03pm
Amelia I think we should go on a date.
Lando Norris No, no, no. Babe, no. I’m supposed to be the one to ask you on a date, not the other way around.
Amelia Why? You haven’t asked. I want to go on a date with you, so I asked.
Lando Norris Ok. I’m still paying. Doesn’t matter if you asked or not. I’ll plan it too.
Amelia Of course you are paying. Women don’t pay on dates.
Lando Norris Some ppl think they should
Amelia Oh. Should I bring money then?
Lando Norris No babe. Never.
Amelia :)
—
He’d hired out an entire restaurant.
Fully staffed. Every table other than theirs empty.
It was insane. Completely over the top.
And yet, she couldn’t help but feel… warm about it.
Amelia ran her fingers along the smooth edge of her wine glass, her gaze drifting out the window as the sky darkened into soft shades of twilight. Normally, a full restaurant would have her on edge; the constant hum of conversations, the clatter of plates, the shuffle of waiters, the occasional laughter ringing too loudly in her ears. It always felt like too much. Too many sensory inputs, all at once.
Tonight, it was just them.
She glanced across the table at Lando, who was looking at her with that mischievous, bright-eyed expression. But there was something softer there too. A warmth, a genuine care she had come to expect from him.
"This is much better than golf," she said, trying to ease the tightness she felt in her chest. Her fingers tightened slightly around her wine glass, a small manifestation of her nerves.
Lando stared at her for a moment, then laughed; a loud, free sound that made her heart skip a beat. "Yeah? I’m sorry I dragged you there. I won’t ever do it again, I promise." He had that usual teasing grin on his face, but there was softness in the way his eyes lingered on her.
Amelia shifted in her seat, glancing down at the menu in front of her. There were so many choices, so many different things to try, and the overwhelming amount of options made her stomach twist. Her mind started to race, analysing every single dish on the list, the flavours, the textures. Would they be too spicy? Too sweet? Would she like them or regret the choice? It felt like too much.
"I like the beach," she muttered, trying to shift focus. "And I like boats." But her thoughts kept circling back to the food. The choices were suffocating.
Lando seemed to notice the change in her, the tension creeping into her shoulders. "Boats, huh? So you don’t get sea sickness, then?” he teased, leaning forward a little, trying to pull her out of her head.
Amelia nodded absentmindedly, her mind still too loud. “Boats are just… private. Calm.“
He paused, studying her for a moment, before his voice softened. “If the options are too much, we don’t have to pick anything just yet. You’re here with me, we can go slow. The restaurant is ours until midnight. No pressure.”
She sucked in a breath. “I— I’m sorry,” she said quickly, her voice small. “I’ve never been here before. It’s nice, I just... I don’t know what I’ll like.”
Lando reached across the table, taking her hand and giving it a firm squeeze. “Well, after the amount of room service we’ve eaten recently, I think know what you like, and what you don’t. Want me to just order for you?”
Amelia blinked, startled by his offer. “What?”
He looked at her for a moment, his gaze softening. Then, without warning, he stood and walked around the table. Before she could react, he pulled her chair back, coaxing her to her feet. He guided her back to his side and gently settled her onto his lap. His left arm wrapped around her waist, secure but not too tight, pulling her closer. Amelia felt the tension drain from her body as she sank into him, her back resting against his chest.
“We can share, yeah? I’ll pick a few things, and we can try them together,” he murmured, his voice low and warm.
Amelia hesitated, her voice barely a whisper. “They’ll stare.”
She could feel her cheeks warming, the faint pressure of being so close to him in a public space, even if the restaurant was empty. But despite her discomfort, she didn’t want to move. His arm around her felt right, comforting in a way she hadn’t expected. It was perfect.
Lando rolled his eyes, brushing a strand of hair from her face. “Let them.”
NEXT CHAPTER
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Hi honey. Could I please request a Carlos story. Maybe the reader is working for the strategy team and is part of Carlos crew. Carlos is absolutely in love with her but reader is very obvious
Thank you ♥️
Head over heels on love



The Williams garage was a well-oiled machine, every team member moving with precision and purpose. Yn had been a part of this world since 2024, first as an eager intern, and now, a crucial member of the strategy team. She was good at her job—so good, in fact, that when Carlos joined the team at the start of the 2025 season, she was immediately assigned to his side.
At first, Carlos hadn’t thought much of it. She was bright, diligent, and clearly talented, but as time went on, he found himself watching her more and more. The way she smiled when Alex or Lily made a joke, the way her brows furrowed in concentration as she pored over strategy notes, the way she always had time to check in on the engineers even after long nights at the factory.
And then there was her laugh. That beautiful, musical laugh that had become his favorite sound in the entire paddock.
Carlos was a goner.
Yn walked into the paddock, balancing a laptop bag on one shoulder and a few notebooks in her arms. She barely made it two steps before Carlos appeared out of nowhere, plucking the books from her hands with ease.
“I’ve got these,” he said smoothly, giving her a warm smile.
Yn blinked. “Carlos, you don’t have to do that.”
“I want to,” he replied simply, adjusting the strap of her bag over his shoulder. “Where to?”
“My office,” she said, still a little surprised. “You really don’t have to carry everything, you know.”
He just smirked. “I like taking care of you.”
Yn huffed, shaking her head, but she didn’t argue. It wasn’t the first time he had done something like this. Over the past few months, he had developed a habit of showing up just when she needed help, whether it was carrying her things, bringing her coffee, or sneaking in snacks when she was too busy to eat.
She figured he was just being nice.
She was wrong.
Carlos made himself comfortable in her office while she worked on the next race’s strategy, going over tire degradation data and potential weather conditions. He placed a container of food on her desk, opened it, and took out a fork, spearing a piece of chicken before holding it up to her lips.
Yn blinked at him. “Carlos.”
“Eat,” he said, unwavering.
She sighed, knowing he wouldn’t let it go, and took the bite. He grinned, looking entirely too pleased with himself.
“You know, you don’t have to babysit me,” she said, swallowing. “I can feed myself.”
“But you don’t,” he pointed out, offering her another bite. “You get too caught up in work and forget. So, I remind you.”
She took the bite begrudgingly, but inside, her heart fluttered. Carlos was always like this with her—kind, attentive, affectionate. She just assumed it was his way of looking out for his team.
Carlos, meanwhile, was trying very hard not to be too obvious, though he suspected he was failing miserably. Every time she leaned in to take a bite from his fork, he had to resist the urge to kiss her. He wanted to—desperately—but he also wanted her to realize on her own how much he cared.
“Do you have everything you need for the race weekend?” he asked casually, watching her type out a few notes on her laptop.
“Yeah, I think so. Just need to finalize a few strategies and—”
Carlos reached over and shut her laptop. She turned to him with an incredulous look.
“Yn, it’s late,” he said, voice softer. “Go home. Sleep.”
She hesitated. “I just have a few more—”
Carlos shook his head, standing up and offering her his hand. “Come on. I’m walking you out.”
With a sigh, she relented, taking his hand as he pulled her to her feet. The moment she was standing, he pulled her into a tight hug, pressing a kiss to her temple before resting his chin on her head.
Yn laughed softly, used to his hugs by now, but still, every time he kissed her temple or cheek, she felt a warmth spread through her chest.
She just didn’t think too hard about why.
The night before race day, the Williams team was gathered in the motorhome, going over final preparations. Yn sat at her usual seat, scribbling notes as Carlos, his engineer, and the rest of the strategists discussed potential scenarios.
When the meeting ended, Carlos lingered behind as everyone else filtered out. He leaned against the table, watching Yn as she absentmindedly tapped her pen against her notebook.
“You always work too hard,” he murmured.
She smiled, glancing up at him. “You always tell me that.”
“Because it’s true.”
Before she could respond, he reached out and gently cupped her cheek, his thumb grazing her skin. Her breath hitched slightly, and Carlos felt his heart hammer in his chest. He had been patient, waiting for her to see what was right in front of her, but he was reaching his limit.
“Yn,” he said softly.
She tilted her head slightly, looking at him curiously. “Yeah?”
His gaze flickered to her lips before meeting her eyes again. He wanted to kiss her. God, he wanted to kiss her so badly.
But he held back. Just a little longer.
Instead, he leaned in, pressing a lingering kiss to her cheek before pulling away. “Get some rest,” he whispered before walking out of the room, leaving Yn standing there, utterly clueless to the fact that she had completely stolen his heart.
🪼🦋🐳🪼🦋🐳🪼🦋🐳🪼🦋🐳🪼🦋🐳🪼🦋
Hello lovely people! Please enjoy this little piece. I would be very happy if you would send me some requests. See ya till next time!
-Cami🪼🦋🐳
#f1 x reader#formula 1 x reader#carlos sainz x reader#carlos sainz#carlos sainz x y/n#charles leclerc x reader#lewis hamilton x reader#f1 x female reader#george russell x reader#lando norris x reader#oscar piastri x reader#max verstappen x reader#ollie bearman x reader#kimi antonelli x reader
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whats wrong with ai?? genuinely curious <3
okay let's break it down. i'm an engineer, so i'm going to come at you from a perspective that may be different than someone else's.
i don't hate ai in every aspect. in theory, there are a lot of instances where, in fact, ai can help us do things a lot better without. here's a few examples:
ai detecting cancer
ai sorting recycling
some practical housekeeping that gemini (google ai) can do
all of the above examples are ways in which ai works with humans to do things in parallel with us. it's not overstepping--it's sorting, using pixels at a micro-level to detect abnormalities that we as humans can not, fixing a list. these are all really small, helpful ways that ai can work with us.
everything else about ai works against us. in general, ai is a huge consumer of natural resources. every prompt that you put into character.ai, chatgpt? this wastes water + energy. it's not free. a machine somewhere in the world has to swallow your prompt, call on a model to feed data into it and process more data, and then has to generate an answer for you all in a relatively short amount of time.
that is crazy expensive. someone is paying for that, and if it isn't you with your own money, it's the strain on the power grid, the water that cools the computers, the A/C that cools the data centers. and you aren't the only person using ai. chatgpt alone gets millions of users every single day, with probably thousands of prompts per second, so multiply your personal consumption by millions, and you can start to see how the picture is becoming overwhelming.
that is energy consumption alone. we haven't even talked about how problematic ai is ethically. there is currently no regulation in the united states about how ai should be developed, deployed, or used.
what does this mean for you?
it means that anything you post online is subject to data mining by an ai model (because why would they need to ask if there's no laws to stop them? wtf does it matter what it means to you to some idiot software engineer in the back room of an office making 3x your salary?). oh, that little fic you posted to wattpad that got a lot of attention? well now it's being used to teach ai how to write. oh, that sketch you made using adobe that you want to sell? adobe didn't tell you that anything you save to the cloud is now subject to being used for their ai models, so now your art is being replicated to generate ai images in photoshop, without crediting you (they have since said they don't do this...but privacy policies were never made to be human-readable, and i can't imagine they are the only company to sneakily try this). oh, your apartment just installed a new system that will use facial recognition to let their residents inside? oh, they didn't train their model with anyone but white people, so now all the black people living in that apartment building can't get into their homes. oh, you want to apply for a new job? the ai model that scans resumes learned from historical data that more men work that role than women (so the model basically thinks men are better than women), so now your resume is getting thrown out because you're a woman.
ai learns from data. and data is flawed. data is human. and as humans, we are racist, homophobic, misogynistic, transphobic, divided. so the ai models we train will learn from this. ai learns from people's creative works--their personal and artistic property. and now it's scrambling them all up to spit out generated images and written works that no one would ever want to read (because it's no longer a labor of love), and they're using that to make money. they're profiting off of people, and there's no one to stop them. they're also using generated images as marketing tools, to trick idiots on facebook, to make it so hard to be media literate that we have to question every single thing we see because now we don't know what's real and what's not.
the problem with ai is that it's doing more harm than good. and we as a society aren't doing our due diligence to understand the unintended consequences of it all. we aren't angry enough. we're too scared of stifling innovation that we're letting it regulate itself (aka letting companies decide), which has never been a good idea. we see it do one cool thing, and somehow that makes up for all the rest of the bullshit?
#yeah i could talk about this for years#i could talk about it forever#im so passionate about this lmao#anyways#i also want to point out the examples i listed are ONLY A FEW problems#there's SO MUCH MORE#anywho ai is bleh go away#ask#ask b#🐝's anons#ai
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LaRue Burbank, mathematician and computer, is just one of the many women who were instrumental to NASA missions.
4 Little Known Women Who Made Huge Contributions to NASA
Women have always played a significant role at NASA and its predecessor NACA, although for much of the agency’s history, they received neither the praise nor recognition that their contributions deserved. To celebrate Women’s History Month – and properly highlight some of the little-known women-led accomplishments of NASA’s early history – our archivists gathered the stories of four women whose work was critical to NASA’s success and paved the way for future generations.
LaRue Burbank: One of the Women Who Helped Land a Man on the Moon
LaRue Burbank was a trailblazing mathematician at NASA. Hired in 1954 at Langley Memorial Aeronautical Laboratory (now NASA’s Langley Research Center), she, like many other young women at NACA, the predecessor to NASA, had a bachelor's degree in mathematics. But unlike most, she also had a physics degree. For the next four years, she worked as a "human computer," conducting complex data analyses for engineers using calculators, slide rules, and other instruments. After NASA's founding, she continued this vital work for Project Mercury.
In 1962, she transferred to the newly established Manned Spacecraft Center (now NASA’s Johnson Space Center) in Houston, becoming one of the few female professionals and managers there. Her expertise in electronics engineering led her to develop critical display systems used by flight controllers in Mission Control to monitor spacecraft during missions. Her work on the Apollo missions was vital to achieving President Kennedy's goal of landing a man on the Moon.
Eilene Galloway: How NASA became… NASA

Eilene Galloway wasn't a NASA employee, but she played a huge role in its very creation. In 1957, after the Soviet Union launched Sputnik, Senator Richard Russell Jr. called on Galloway, an expert on the Atomic Energy Act, to write a report on the U.S. response to the space race. Initially, legislators aimed to essentially re-write the Atomic Energy Act to handle the U.S. space goals. However, Galloway argued that the existing military framework wouldn't suffice – a new agency was needed to oversee both military and civilian aspects of space exploration. This included not just defense, but also meteorology, communications, and international cooperation.
Her work on the National Aeronautics and Space Act ensured NASA had the power to accomplish all these goals, without limitations from the Department of Defense or restrictions on international agreements. Galloway is even to thank for the name "National Aeronautics and Space Administration", as initially NASA was to be called “National Aeronautics and Space Agency” which was deemed to not carry enough weight and status for the wide-ranging role that NASA was to fill.
Barbara Scott: The “Star Trek Nerd” Who Led Our Understanding of the Stars

A self-described "Star Trek nerd," Barbara Scott's passion for space wasn't steered toward engineering by her guidance counselor. But that didn't stop her! Fueled by her love of math and computer science, she landed at Goddard Spaceflight Center in 1977. One of the first women working on flight software, Barbara's coding skills became instrumental on missions like the International Ultraviolet Explorer (IUE) and the Thermal Canister Experiment on the Space Shuttle's STS-3. For the final decade of her impressive career, Scott managed the flight software for the iconic Hubble Space Telescope, a testament to her dedication to space exploration.
Dr. Claire Parkinson: An Early Pioneer in Climate Science Whose Work is Still Saving Lives

Dr. Claire Parkinson's love of math blossomed into a passion for climate science. Inspired by the Moon landing, and the fight for civil rights, she pursued a graduate degree in climatology. In 1978, her talents landed her at Goddard, where she continued her research on sea ice modeling. But Parkinson's impact goes beyond theory. She began analyzing satellite data, leading to a groundbreaking discovery: a decline in Arctic sea ice coverage between 1973 and 1987. This critical finding caught the attention of Senator Al Gore, highlighting the urgency of climate change.
Parkinson's leadership extended beyond research. As Project Scientist for the Aqua satellite, she championed making its data freely available. This real-time information has benefitted countless projects, from wildfire management to weather forecasting, even aiding in monitoring the COVID-19 pandemic. Parkinson's dedication to understanding sea ice patterns and the impact of climate change continues to be a valuable resource for our planet.
Make sure to follow us on Tumblr for your regular dose of space!
#NASA#space#tech#technology#womens history month#women in STEM#math#climate science#computer science
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Hi lovely! I was wondering if you could do a lando norris x reader in the Miami gp 24' (based on the dts episode of him) where he is starting to have some self doubt because he is having a hard time beating max in the race so the McLaran team brings reader to talk to lando through the headsets/radio while he's racing and she encourages him to win but also says that other people's opinions about him shouldn't matter to him. And after all he ends up winning the race and reader is the first person lando finds after winning for the first time. Tyy
𝐦𝐢𝐚𝐦𝐢 𝐯𝐢𝐜𝐭𝐨𝐫𝐲 | lando norris × fem!reader
summary | lando, full of self-doubt during the 2024 miami gp, hears your voice over the team radio. your words push him to fight harder, he overtakes max and wins his first race
warnings | emotional vulnerability / self-doubt, slight angst, fluff, comfort, intense racing tension
word count | 1.4 k



🖇 more ln4 🖇 f1 masterlist
The Miami sun bore down fiercely on the circuit, illuminating every curve and inch of asphalt. The 2024 Grand Prix had kicked off with full intensity, and you were stationed at McLaren’s control center, watching with your heart in your throat as Lando fought on the track.
From the moment the race began, the battle for victory seemed destined to be a constant duel between him and Max Verstappen, the relentless champion.
But something about Lando worried you. Through the radio communications, you could sense a subtle change in his voice, a small crack that hadn’t been there before. He sounded less sure of himself, as if that spark that had always made him shine on the track was starting to flicker.
"Everything okay out there?" you asked calmly, trying to project confidence.
"I’m... I don’t know, not sure I can do it this time," he replied, a hint of doubt in his voice. "Max is too strong. I don’t know how I’m going to get past him."
You knew Lando was an incredible driver, capable of pure moments of genius. But you also knew that the pressure of facing a rival like Max could make even the strongest start to waver.
"Listen to me, Lando," you said, trying to make your voice both firm and comforting. "You have something Max doesn’t. It’s not just speed or technique. It’s you. Your heart. Your courage. Don’t let anyone’s opinion make you doubt that. You’re not what others say, you’re what you know you’re worth."
There was a moment of silence, then you heard him take a deep breath. You knew your words were reaching him, that they were starting to sink in.
The race continued, and with each lap, the tension rose. Lando seemed to be fighting not only Max, but also that inner voice whispering that maybe he wasn’t enough.
But you were there, on that invisible radio channel, reminding him he wasn’t alone. That someone believed in him someone who knew he could do it.
"Lando, focus on Sector 3. You’ve got pace, you can catch him on the straight. You have DRS."
The engineer’s voice was clear, but deep down, all he wanted was to hear yours again. Amid the heat, the speed, and the pressure, your voice had become his only anchor.
You came back on the comms, on direct order from the team principal. "Lando, listen to me. Breathe. You’ve done this before. You’re more than a stat or a podium. You brought yourself here. No one else."
From inside his cockpit, with his hands clenched on the wheel and his visor fogged from the heat, Lando closed his eyes for a second. Not enough to lose control but enough to let your words reach him.
"Don’t let Max live in your head," you continued, that mix of firmness and tenderness only you knew how to use. "He doesn’t live there. You do. Remember why you started. Remember who you are. Not to beat him... but because you never give up."
And then, something changed.
The next sector was clean, precise. Pure art on wheels. The gap shrank lap by lap. The pit wall erupted with data and strategies, but Lando wasn’t listening to the noise anymore. He was only listening to you.
On lap 54 of 57, he made his move. Aggressive, but smart. He tucked into the slipstream and, coming out of turn 11, he had him: DRS activated, he dove down the inside and
he passed him.
"Let’s go, Lando, you did it!" you shouted over the intercom, forgetting all protocol. You weren’t part of the technical crew, but in that moment, you were everything he needed.
"Thanks to you," he replied, voice breaking, barely audible beneath the helmet. "You have no idea how much I needed that..."
The final laps were the longest of his life. Not because of difficulty but because of restraint. He wanted to scream, cry, see you.
The team buzzed, fans went wild. Final corner. Final breath. Checkered flags.
"P1. Lando Norris. P1."
For the first time in his career, he crossed the line first, not by accident, not by luck. By merit. By fight.
And when the car stopped at the pit line, and he removed his helmet through tears and ragged breaths, he didn’t look for his engineer or his team boss.
He looked for you.
Mechanics surrounded him, applauding, lifting him onto shoulders while camera flashes exploded from all directions. But he barely registered their faces. It was all noise, confusion, and overwhelming celebration.
Until his eyes found you in the crowd.
You were there, headset hanging around your neck, walking quickly toward him, eyes shining with emotion and pride. You didn’t wear a race suit or technical gear, but you were more a part of the team than anyone.
Lando didn’t think. He broke free from the arms congratulating him, from the cameras trying to capture him. He ran to you as if the real finish line was exactly where you stood.
And you moved too because you knew what was coming.
You met halfway, right in front of the pit lane barrier. He wrapped you in an embrace so tight it nearly lifted you off the ground. His body trembled—not from physical effort, but from the emotional release he’d held in for 57 laps.
"You did it..." you whispered, burying your face in his neck, feeling the heat radiating from his race suit.
"No. We did," he replied, his voice cracking. "I couldn’t have without you. Really. Hearing you... saved me."
Slowly, you pulled back, just enough to look him in the eyes. His face was streaked with sweat and tears, still tense from the intensity but his gaze was clear. Free.
"Lando, win or lose, that doesn’t define who you are. People are always going to talk. But I see you. I always have."
He smiled. Not the usual media smile, or the cocky driver one. A real smile. Raw. Completely human.
"I promised myself that if I won… you’d be the first person I’d hug. And look at us. I didn’t let myself down."
He kissed your forehead, and for a second, the world disappeared. No roaring engines. No screaming fans. Just him, you, and the certainty that the day wasn’t about the trophy.
...
Drops of champagne still sparkled in his hair as Lando stepped down from the podium, the trophy in one hand, and that impossible smile still painted across his face. The British anthem still echoed through Miami’s loudspeakers, and you watched from the paddocksurrounded by media, crew, and curious onlookers. Everyone wanted a piece of that moment. His moment.
But not you. You just wanted to be with him. In silence. No cameras. No noise.
After the press conference, the photos with the team, and congratulations from drivers who finally saw him as more than just McLaren’s friendly kid, he slipped away.
He found you next to the hospitality unit, alone, a bottle of water in hand and your headset already packed away. Lando didn’t say a word. He just walked toward you slowly and, once close enough, set the trophy down and pulled you into his arms.
This time, the embrace wasn’t about euphoria. It was about relief. Intimacy. Belonging.
"Can we hide from the world for a while?" he whispered in your ear.
You nodded without a word, taking his hand.
You climbed into one of the team’s private rooms the one he used between sessions. No luxury. Just a couch, a ceiling fan, and soft sunset light filtering through the blinds. He stripped off his race suit down to his waist, leaving only his sweat-soaked black shirt, his neck still red from the heat.
You sat on the couch, and he dropped beside you, resting his head on your lap.
"You know something?" he murmured, eyes tired but joyful. "During that final lap, I wasn’t thinking about Verstappen. Or the trophy. I was thinking about how you’d look at me if I won."
Your fingers began gently combing through his damp hair, lowering his heart rate more than any cooling system ever could. "And how am I looking at you now?"
"Like I’m worth it. Not for winning. Just… for being me."
You smiled, lowering your gaze to meet his. "You’ve always been worth it. The rest is just... the consequence."
He slowly sat up, leaning in. His hands took yours, warm and soft. "Today, I felt like a champion. But with you… I always feel invincible."
And then he kissed you. Not a quick one. Not one stolen between pit stops. A deep kiss, honest, tasting of victory and salt. Of unspoken promises, clearly understood. Of staying together, through every race, every doubt, every lap.
Because the real finish line was never the checkered flag.
It was finding each other at the end.
#🖇️ lando norris#lando norris one shot#lando norris x reader#lando norris imagine#lando x reader#lando norris#f1 x reader#f1 imagine#f1 x female reader#f1 x you
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A summary of the Chinese AI situation, for the uninitiated.

These are scores on different tests that are designed to see how accurate a Large Language Model is in different areas of knowledge. As you know, OpenAI is partners with Microsoft, so these are the scores for ChatGPT and Copilot. DeepSeek is the Chinese model that got released a week ago. The rest are open source models, which means everyone is free to use them as they please, including the average Tumblr user. You can run them from the servers of the companies that made them for a subscription, or you can download them to install locally on your own computer. However, the computer requirements so far are so high that only a few people currently have the machines at home required to run it.
Yes, this is why AI uses so much electricity. As with any technology, the early models are highly inefficient. Think how a Ford T needed a long chimney to get rid of a ton of black smoke, which was unused petrol. Over the next hundred years combustion engines have become much more efficient, but they still waste a lot of energy, which is why we need to move towards renewable electricity and sustainable battery technology. But that's a topic for another day.
As you can see from the scores, are around the same accuracy. These tests are in constant evolution as well: as soon as they start becoming obsolete, new ones are released to adjust for a more complicated benchmark. The new models are trained using different machine learning techniques, and in theory, the goal is to make them faster and more efficient so they can operate with less power, much like modern cars use way less energy and produce far less pollution than the Ford T.
However, computing power requirements kept scaling up, so you're either tied to the subscription or forced to pay for a latest gen PC, which is why NVIDIA, AMD, Intel and all the other chip companies were investing hard on much more powerful GPUs and NPUs. For now all we need to know about those is that they're expensive, use a lot of electricity, and are required to operate the bots at superhuman speed (literally, all those clickbait posts about how AI was secretly 150 Indian men in a trenchcoat were nonsense).
Because the chip companies have been working hard on making big, bulky, powerful chips with massive fans that are up to the task, their stock value was skyrocketing, and because of that, everyone started to use AI as a marketing trend. See, marketing people are not smart, and they don't understand computers. Furthermore, marketing people think you're stupid, and because of their biased frame of reference, they think you're two snores short of brain-dead. The entire point of their existence is to turn tall tales into capital. So they don't know or care about what AI is or what it's useful for. They just saw Number Go Up for the AI companies and decided "AI is a magic cow we can milk forever". Sometimes it's not even AI, they just use old software and rebrand it, much like convection ovens became air fryers.
Well, now we're up to date. So what did DepSeek release that did a 9/11 on NVIDIA stock prices and popped the AI bubble?

Oh, I would not want to be an OpenAI investor right now either. A token is basically one Unicode character (it's more complicated than that but you can google that on your own time). That cost means you could input the entire works of Stephen King for under a dollar. Yes, including electricity costs. DeepSeek has jumped from a Ford T to a Subaru in terms of pollution and water use.
The issue here is not only input cost, though; all that data needs to be available live, in the RAM; this is why you need powerful, expensive chips in order to-

Holy shit.
I'm not going to detail all the numbers but I'm going to focus on the chip required: an RTX 3090. This is a gaming GPU that came out as the top of the line, the stuff South Korean LoL players buy…
Or they did, in September 2020. We're currently two generations ahead, on the RTX 5090.
What this is telling all those people who just sold their high-end gaming rig to be able to afford a machine that can run the latest ChatGPT locally, is that the person who bought it from them can run something basically just as powerful on their old one.
Which means that all those GPUs and NPUs that are being made, and all those deals Microsoft signed to have control of the AI market, have just lost a lot of their pulling power.
Well, I mean, the ChatGPT subscription is 20 bucks a month, surely the Chinese are charging a fortune for-

Oh. So it's free for everyone and you can use it or modify it however you want, no subscription, no unpayable electric bill, no handing Microsoft all of your private data, you can just run it on a relatively inexpensive PC. You could probably even run it on a phone in a couple years.
Oh, if only China had massive phone manufacturers that have a foot in the market everywhere except the US because the president had a tantrum eight years ago.
So… yeah, China just destabilised the global economy with a torrent file.
#valid ai criticism#ai#llms#DeepSeek#ai bubble#ChatGPT#google gemini#claude ai#this is gonna be the dotcom bubble again#hope you don't have stock on anything tech related#computer literacy#tech literacy
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more Ninjagelion AU
Setup: In the aftermath of a cataclysmic event on the Dark Island where humans accidentally awakened an entity known as the [OVERLORD] the world was plunged into eternal chaos. 20 years later, Ninjago has managed to rebuild. Now in New Ninjago City, a bustling and lively hub at the heart of Ninjago, has been under attack by monsters- onis, dragons, serpents, unexplainable beasts,- creatures made from the [OVERLORD]'s darkness. Luckily the Special Division ELEMENTS is here to protect the realm from these monstrous threats, with the NINJA mechs. This cant be possible without some valuable members of the team!
Characters, lore, and more ↓
Characters:
Pixal: In this au she's a human scientist, and probably the one person who knows the most about how the NINJA mechs are created. She's in charge of the technical division, and head of research and development. During a monster battle, her order's are second to Cole's. Her highest priority is the integrity of the mechs, to the point she might be a bit negligent of the safety of their pilots. Pixal is deeply involved in some suspicious agendas involving the secret entities hidden under the base, and while she's the most knowledgeable person in the force, she's not the most trustworthy. Pixal is Zane's personal "doctor" and knows more about his schematics than anyone else. She created the Nindroid plugs (aka the Dummy system, an autopilot of sorts) with his personality data. Pixal is also one of the few people who know what happened to the original Dr. Julien and Echo.
Jay: For a little history on him, Jay is on the younger side, have graduated from college a couple of years ago. He originally interned here as an electrical engineer in the Weapons Deparment, but Pixal saw his skill and ingenuity and gave him an unrefusable return offer in the R&D department as her right hand. Jay's parents, Ed and Edna Walker were colleagues of Cyrus Borg and were involved in the engineering and design of the Geofront and NNC's civilian safety infrastructure, so Jay's always been somewhat interested in ELEMENT's work. It was kind of a dream come true when the Pixal Borg hired him. During monster attacks, Jay's in charge of making sure the NINJA mechs operate properly, have access to their weapons and gear, and making sure the NNC fortress moves as needed. Jay's always seen with his goggles and he almost never follows uniform protocol.
Jay is also one of the few Technicians who personally work with the Pilots, he's one of the first people Lloyd warmed up to at ELEMENTS, and he becomes kind of a big brother figure to him after one particularly crazy mission when he has to personally go out onto the field with Lloyd in Unit-01. When Nya arrives the pair work together a lot outside of pilot training, but Nya definitely likes him and he... needs to figure some things out. whoops!
Skylor: Having grown up in the aftermath of the 2nd (Overlord) Impact, Skylor's seen a lot of destruction and cruelty, even first hand from her own father who lead a doomsday cult that wreaked havoc on innocent communities trying to survive in the near apocalyptic event. Vowing to protect the world from similar chaos, she joined the NINJA program's tactical division. When the monster attacks began, she's in-charge of monitoring the enemy's health, pilot life signs, and mapping.
Dareth: His last name is Presley bc of the Elvis hair and inspiration lmao. He's not really a high ranking member of the organization but Cole and the others seem to really trust him, despite his mess ups. Dareth normally handles ferrying radio messages between ground teams and mission control. Dareth is a relaxed guy who values a positive work environment, even if that kind of makes him a bad employee. He's a very good uncle figure to a lot of members of ELEMENTS
MORE Cole: Cole is the leader of the tactical division. He was drafted into the military when he was only a young teenager in the aftermath of the [OVERLORD] but he was recognized by Wu and not long after he completed college and grad school he was quickly hired by ELEMENTS to oversee the tactical division. He's vengeful towards the Overlord's darkness monsters because his mother Lily was the captain of the disastrous expedition to the Dark Island 20 years ago. The dog tags he wears are his own and his mother's.
Lloyd and Zane, on neural headsets: As pilots of a NINJA mech they have a lot of pressure on them, obviously this can cause a lot of mental turmoil and stress. In order to pilot a mech they must synchronize their own mind to their mech's soul*, so stress isn't really a good thing for a pilot to have. Zane was programmed to not experience such emotions, but over the course of the series, its proven that he grows to feel quite strongly and become more human. Despite his programming, the lack of emotion early on was actually a detriment to his ability to pilot, since the NINJA soul wouldn't be able to synchronize it's feelings with an entity that feels nothing. Sometimes its necessary for pilots to wear more complicated neural headsets and spinal connections for more controlled sync testing. During the cross-sync experiment when Zane and Lloyd traded units, they were stuck wearing extra uncomfortable test suits -- too many wires and junk! The only downside to extra connection is that the mech could overload and go berserk. (which big surprise, happened!), so usually Lloyd, the designated Unstable Pilottm, only needs the barebones neural interface in most situations.
#lego ninjago#ninjagelion au#evangelion#I have a really fun idea Jay for this au. even when he's literally just tech support he's still so fun and cool and badass. to me.#r.e. ja/ya: they're both adults in this au but nya being a pilot and jay being a higher rank makes the power dynamic a little tricky?#eh see it as one sided or unrequited for now#pixal and zane mystery will be elaborated on later but they're *definitely* not romantically involved in this au lol.#I'm also gonna come up with more mech design ideas and alternat plugsuit stuff. especially the really crazy scifi ones.#i have this mini arc with unit-00 cross synch test and morro in mind that combines the magi/supercomputer hijack infection angel storyline.#and poor lloyd does (not) want to be stuck tangled up in so many cables and wires with morro in the cockpit with him.#my art#doodles#pixal borg#jay walker#skylor chen#dareth ninjago#zane julien#cole ninjago
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