#how to become a data engineer

[juliebowie]

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.

[dkettchen]

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

[steakout-05]

wait how much of the original Robo Barry do you think they were able to salvage after he got blown up. like in the short he first appears in, you see a little bit of broken metal Barry picks up when he grieves Robo Barry's death but there had to be more of him left right. do you think some of his memory was salvagable. do you think he remembers dying. holy shit. imagine being able to remember your own death in full or partial clarity. do you think he lies awake at night thinking about it over and over. do you think he's the only one who actually has to grapple with his own mortality even as a mechanical being. Barry and Betty can easily just revive themselves with as many hearts as they need, but Robo Barry probably has to work harder to maintain himself. he's stronger than both his human counterparts but he's also more fragile than them at the same time. getting repairs has to be harder than a simple revive, surely. and eventually his parts would begin to wear down. he has to rely on other people more to maintain his body and when those people aren't around anymore, what is he supposed to do then? i think that would actually be such an interesting thing to explore and there's a lot of irony to a robotic metallic person who is weaker than his human peers despite how strong he is. damn. maybe Brains made Robo Barry a little too much like Barry Steakfries. dude gave him his own mortality crisis lmaoooo

[yngai]

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

[ifriqiyyah]

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

[phantomrose96]

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.

[captain-ultimat-doggo]

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.

[nasa]

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! 

[prokopetz]

Okay, so you know how search engine results on most popular topics have become useless because the top results are cluttered with page after page of machine-generated gibberish designed to trick people into clicking in so it can harvest their ad views?

And you know how the data sets that are used to train these gibberish-generating AIs are themselves typically machine-generated, via web scrapers using keyword recognition to sort text lifted from wiki articles and blog posts into topical subsets?

Well, today I discovered – quite by accident – that the training-data-gathering robots apparently cannot tell the difference between wiki articles about pop-psych personality typologies (e.g., Myers-Briggs type indicators, etc.) and wiki articles about Homestuck classpects.

The upshot is that when a bot that's been trained on the resulting data sets is instructed to write fake mental health resource articles, sometimes it will start telling you about Homestuck.

[harisystems]

ChatGPT - How to Become a Data Engineer - Become a Big Data Engineer

[bi-writes]

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?

[littjara-mirrorlake]

Principles of Asexual Heredity in the Phyrexian Organism

We know these things for sure about Phyrexian reproductive biology:

Phyrexians reproduce asexually; it is well known that one drop of oil, from one individual, is enough to birth a population of offspring (such as all of New Phyrexia) or convert a non-Phyrexian organism.

Phyrexians natively born of the oil ("core-born") inherit mnemonic and phenotypic (appearance) information from the oil that created them. For example, core-born Phyrexians of the Orthodoxy naturally develop porcelain metal; it is an inherited, lineage-specific trait. The oil also carries ancestral knowledge such as the Phyrexian language and echoes of history.

The five suns of Mirrodin somehow caused the originally mono-black lineage of Phyrexian oil to splinter into five colored lineages. They may have all arisen from one drop of oil, but they are phenotypically diverse.

(Little canon data is given about the genealogies of core-born newts, but it would most logically follow that Phyrexians descend from single-parent lines, a family tree with continually forking branches and no unions of mating as with sexually reproducing organisms.)

The mechanism I propose for the diversification of Phyrexians on Mirrodin is mana-induced mutagenesis. As a deeply magical material, it follows that Phyrexian oil is prone to being influenced by concentrated sources of mana, such as the suns of Mirrodin (which were trapped in the core, in close proximity to the progenitor oil, during the birth of New Phyrexia). Exposure to mana can thus cause de novo mutation in glistening oil that manifests as novel phenotypic traits in resulting Phyrexians. These mutations are not random, guiding phenotypes to align with the color causing the mutation.

Then there is the issue of inheritance via phyresis, or compleating another organism which was not originally Phyrexian by introducing Phyrexian genetic material into its body. To keep it simple I will begin with mono-color infections: an organism is infected with oil from a Phyrexian whose lineage traits (i.e. white-aligned Orthodoxy lineage, porcelain) may not match their own color identity.

Hypothesis: Phenotype (what color/type of Phyrexian an infected individual becomes) is determined solely by the color of infection, not the subject's own colors. Crucially this isn't the same as color identity; i.e. one can be a porcelain Phyrexian and still have a Boros identity by gaining red-aligned values or retaining them from a pre-compleation life, even though their phenotype is white only. (Much like how elves are associated with green mana, but Simic-identity elves exist.) This phenotype color, in turn, is also what would be passed down to any newts the turned individual creates, or subjects they themselves infect.

MOM corroborates this hypothesis. A mono-black-aligned human, upon exposure to Progress Engine oil, becomes a Phyrexian with a pure blue-aligned phenotype. The changes to their color identity are additive--they retain black alignment--but their phenotype is blue only. All the transforming creatures of MOM follow this pattern.

However, Planeswalkers in ONE did not. For example, Jace was infected by Vraska, who had both black color identity and a black/Thanes-aligned phenotype, but spontaneously developed eyestalks and other traits characteristic of blue Phyrexians from the Progress Engine.

New hypothesis: Individuals with a strong enough internal concentration of mana, i.e. Planeswalkers, cause oil to mutate in vivo to align with their own color, much like how the suns mutated oil in Mirrodin's core. This further shows that mana-induced mutagenesis is color-specific. This should however create a new blue lineage, independent of the Progress Engine, also spawned of blue mana but not necessarily identical. I do not have an explanation for Jace's resemblance to the Progress Engine besides convergent "evolution."

Proposed further study (not ethics-approved): Infect a colorless Planeswalker, i.e. Ugin, with colored oil to test whether a null color identity still has mutagenic effects.

To complicate this, though, we also have examples of Phyrexians who are chimeras of multiple colors, combining traits of different lineages. Vishgraz was assembled with material (genetic and otherwise) from a white, a green, and a black Phyrexian. It makes sense that Phyrexians put together in this patchwork way could have a combination phenotype. Atraxa was not assembled from scratch, but infected with four separate colors at once. Maybe there are just four types of oil circulating in her body?

I am, of course, interested in inheritance. If these Phyrexians show combined phenotypes, what colored trait(s) do they actually pass down? Do they have individual "cells" that are still only white, only green, only black, etc., or did the colors somehow combine on the most basic hereditary unit level? Thankfully, we actually do have an example of a "chimera" Phyrexian asexually producing core-born offspring: Ixhel.

Ixhel shares multiple colors with Atraxa, not only in her color identity but also apparent phenotype (she has both Orthodoxy porcelain and Swarm copper). Two possibilities here: 1) She truly inherited both genetically; Atraxa passes down multiple colors when she reproduces. 2) Her "core" physiology is still rooted in one color, i.e. white porcelain, and the green parts were added after the fact. I don't have an answer for this, but it's intriguing to consider.

Proposed further study: Attempt to isolate the smallest "unit" of Phyrexian heredity (one single nanobot of the oil) and test if it can only store information about one color, or multiple. See if a germ is formed from only one of these units, as with eukaryotic zygotes, or from multiple.

My theories of Phyrexian reproductive biology remain highly speculative, but every new piece of data adds fuel to this fire, and I have plenty to elaborate on in later posts. If only the interplanar ethics committee would stop delaying my research.

[jamminvroomvroom]

something in the orange.

ln x fem!reader

in which lando can’t always have what he wants. and neither can you.

i’m so back! missed u xoxo i kinda hate this with a passion but i had to force myself to write something bc i was getting the writers jitters lmao. pls tell me what you think and what you want next! hugs

inspired by: something in the orange by zach bryan (ouch)

songs to set the mood: call out my name by the weeknd, all of evermore actually, leave the door open by the silk sonic

warnings: 18+!! minors, BEGONE!! smut, angst, wee bits of fluff, language, alcohol mentions, inappropriate workplace relationship (reader is an engineer @ mcl), slight age gap (r is older), mutual pining, mutual denial (kinda), unprotected sex (L bozo)

3.2k words

the first time it happens doesn’t really count.

you’re drunk and lando’s worse. tensions boil over at some after party, neither of you can bare it, and he’s shoving his key card into the slot of his door while he sloppily kisses your neck. you cannot take

any responsibility for your actions that night and disregard it as a write off.

explaining away the morning after, when you fuck him again, sober and begging, is a different story.

oh, well.

it happens again. and again, and again, and again.

different cities set the mood and the danger turns you on. you trade your mclaren administrated work shirt for lingerie, and your inhibitions for good sex.

he’s younger, just a couple of years between you, but he doesn’t show it. he makes you forget it, every single time he rearranges your spread limbs on a mattress. he makes you forget his age, and the fact that careers will be over as soon as another soul finds out what you get up to when the chequered flag falls.

lando makes it easy. a flick of the wrist and a curl of the tongue makes you sob, and he smirks into the crease of your thighs every time. and when it’s over, and you’re both spent under linen sheets, you can’t even regret it. not when he makes you laugh until you cry and keeps you warm as you drift off to sleep on the rare occasions that you let yourself stay.

it can’t continue. it can’t, you tell him and yourself. every morning after is punctuated with promises that this is the end. and every time, you manage without each other until the next race weekend, when he looks at you in that knowing way that makes your thighs clench.

-

lando can’t think straight.

he never can when he slides between your thighs. it feels like home.

you’re somewhere in the middle east, he can’t actually remember where right now, not when he pushes deeper and you clamp down around his cock, so hard that he chokes out a shaky breath.

“how do you feel even better every time?” lando groans, grinding into you nice and slow.

you slur out a moan in response, tipping your head back even further as you do. it gives him the perfect opportunity to burrow into your neck, kiss over your collarbone, rock into you harder.

everything is warm, slick. this whole situation, it’s a well oiled machine now. lando sends a text and you turn up five minutes later. he ushers you into the room and then, clothes leave a trail from the door to the foot of the bed. what was once a place holder, a way to get some after a shitty race, had become something to look forward to, something that made his heart race. the anticipation, the danger of you made him weaker than he ever had been.

at first, he hated the hold you had on him. it didn’t mean that he could end this, though, not when he couldn’t help but stare at you in the garage. not when he was transfixed by the glimpse he’d get of your collarbone under your work blouse, or the stray hairs that fell over your face when you were concentrating on the data screens.

“lando, i need- i need…” you gasp, trailing off as you arch even further into his sweat glistening body.

lando smirks, sliding a hand down your

body, pinching your nipple on the way. he already knows what you need. he finds your clit, teasing over it a couple of times.

you lock eyes, warning him to give you what you want. he just grins, licks his lips and continues faint glides over the bud. it sends shockwaves over your body, and you convulse underneath him. you writhe, and writhe, and whimper and keen as your orgasm washes over you. his eyes snap shut, barrelling into you as the pleasure hits.

then, there’s silence.

he lays on top of you while you both return to planet earth, no sound but pants of breath and a soft hum from you when he finally pulls out. you smile softly when you rise from the bed, swinging your shaky legs over the side to stand.

“you staying?” lando breathes. he’s laying on his front, arms flexed as they cross beneath his head.

“not tonight, lando.” you tilt your head apologetically, voice soft and sweet. he frowns. you ignore it, and search for you underwear.

“come on, stay.” he sounds desperate to his own ears, cringing at the way the words come across, but your filter it out. you’ve become an expert at navigating - and more often than not, ignoring - the emotional strings that he tugs on. the ones that attach to your cold, cold heart.

“can’t. you’re gonna have the team here bright and early. ‘m not risking jon seeing me here when he comes to wake you up.” you explain, jumping into your jeans as you tug them up your legs.

“he won’t care.” lando argues, childlike in his negotiating.

“i care.” you scold. you hear the soft thud of his head hitting the pillows. you know you’ve won this round.

lando’s quiet for a while after that, letting you dress yourself. as you’re searching for the bag that you can’t remember if you brought or not, he springs from the bed, making a beeline for the door. you think he’s being gentlemanly, but quickly realise you’re being foolish. the fucker is blocking your exit.

“lando.” you raise an eyebrow, crossing your arms, unimpressed.

“i know, i know, i’m gonna let you go. i just…” he scratches the back of his neck awkwardly, pondering his next words.

“you just…” you usher him along.

“i’ll let you go if you promise to have dinner with me over the summer.” he smirks.

“are you… have you lost the plot?” your eyes almost bulge out of your head.

he tried this, sometimes, tried to get you to go on a date, or get you to do something alone that didn’t involve engineering or a surface that you could fuck on. you’d naively thought he was past this.

“can we just try?” he gives you a look somewhere between i want you so bad and the infamous lando norris puppy dog eyes. lava heats your cheeks and your belly, and the butterflies come out of hibernation. you couldn’t deny, you wanted to try. but, at what cost?

“text me.” you murmur, gesturing for him to move.

“so, that’s a yes?” lando questions.

“text me, and i’ll think about it.”

he decides that he’s gotten the best possible answer out of you, and finally let’s you make your great escape.

you almost collapse on jelly-like knees the second the door shuts behind you. standing your ground with him was getting too difficult, too tiresome. the boy was hard fucking work, and he always got what he wanted.

you’d often daydreamed about him taking you out, getting dressed up nice to sip wine and eat too expensive food, and eventually getting undressed. you realised, however, that those kinds of thoughts were to be banished, after you got caught up in fantasies during a race and almost had the pit crew put mediums on during a bout of rain.

wanting him was dangerous. it could be career ending, reputation destroying, heartbreaking.

one date wouldn’t hurt, just to satisfy his appetite. he’d probably get bored eventually. you wouldn’t let it get further than one meal, one last night with him, and then it would stop.

one more time. just one.

-

you’re waiting on your sofa for the text that tells you he’s arrived.

your hair is curled, messy. just how he likes it. you’re wearing something short and black. your high heel taps against the floor as you bounce your leg nervously.

he’d texted, just like you’d told him to, and then a date was set. just one dinner, one time only. you were gonna tell him that, too.

it’s a bit of fun, you think. dinner and shag. companionship. it was lonely on the road, and sometimes each other was all you could have. it made sense, you figured, that he had honed in on you. you’d done the same to him.

just when you think he’s late, there’s a knock on your door. you were an expecting an “i’m here” text, not the full package. after all, this date was just a formality, right?

you try not to shake as you make your way to the door. lando looks so good that you almost cave and say, “sure, let’s give this a go, eh?”. he’s wearing a shirt that fits painfully well, clinging nicely to a delectable frame. the buttons he’s left undone provide a gorgeous window to his collarbone and the necklaces that hang from his thick neck.

“you look beautiful.” he compliments, rakes his eyes over your body.

“don’t look so bad yourself.” you try to tease but it comes out flustered. you ignore the way his eyes light up.

“you ready?” he asks, you nod.

your heart flutters when he effortlessly takes your hand in his.

-

the restaurant is in the middle of nowhere, and you’re the only two people dining. maybe it’s because of the ‘closed’ sign that gets placed on the door when you arrive. so, he’s gone all out, you think. you’re shocked at how hard he’s tried to keep this private. maybe this isn’t the formality you think it is, maybe this isn’t his way of feeling better about meaningless sex. maybe it wasn’t as meaningless as you pretended it was.

he had you belly laughing within minutes, laying the charm on thick. wine and conversation flowed effortlessly and you were quickly regretting saying yes to this. you were in danger.

in a moment of silence, you catch his eye from across the table.

“you know, this is a one time thing, right?” you almost whisper. you almost kick yourself, why would you say that now? it doesn’t even phase him.

“that’s what you think.” he grins, devilish and stunning.

“i mean it.” you smirk.

“sure you do, honey.” he says, it sounds a lot like ‘game on’.

-

you stir, eyes slowly fluttering open. orange light washes over you, dancing in the pair of eyes you find staring back at you.

the eyes watching you sleep belong to the same person whose strong arms are wrapped around you, nice and secure.

you croak out a good morning, and he grins at how hoarse you sound. it was all his fault for making you whimper and scream, begging and crying for a release.

the date had gone really well.

“coffee?” lando offers.

“just the one, need to get home.” you bring things back to reality.

two coffees and four orgasms later, you head home.

-

the blurry pictures of you and him leaving the restaurant make you ill.

no one can quite tell it’s you, not yet anyway. twitter is ablaze.

faceless accounts call the blurry woman in the pictures the cruelest of names. you cry for hours, and then you stop for a bit, cry some more. rinse, repeat.

you pull on a jacket, scramble for your car keys. this time, you’ll mean what you say.

-

there’s a knock on the door.

when he opens it, you shuffle inside like you always do, coat hangs on the hook with a scarf to match. silence lingers until you reach the kitchen. the kettle hisses. you didn’t even know that he knew how to use one.

“this has to stop.” you say. emotionless. inside, agony sinks into every emotional cut and scrape. you don’t let him notice.

“i know.” he agrees. he’s seen the pictures, too. “okay.”

the kettle is forgotten, two mugs abandoned; he carries you to bed.

one last time.

-

two fingers loosen you up for him, drawing you steadily over the edge. he doesn’t stop there, no. he slows right down, letting you ride out your high, but only for a second. he speeds up once again, grinding his fingers into you at godspeed, and you feel your eyes dampen with tears.

your entire body glistens with sweat and your release, the overstimulation making your toes curl and your back arch. you wonder if the tears streaming down your face are just a result of the way his fingers are curling so deliciously against your walls, so good that it hurts, or if it’s because you know this will be the last time he gets his hands all over you.

“lando,” you cry, grasping at nothing. he’s got you naked in the middle of his bed, and he’s still fully clothed, kneeling between your spread thighs like a man on a mission.

his motivation is to make you stay, to make you regret the fact that once this is over, you’re choosing not to come back. his need for you, that raging desire that fuels your every encounter, it has only increased tenfold since the night of your date. but lando isn’t stupid, he knows that after those photos were published the brakes were on this… thing. this was his only chance to convince you to keep this going, but he was fighting a losing battle.

“what do you want, honey? you want me?” lando grunts, speeding up even more. you didn’t think that what he was doing was humanly possible, but the stars you saw and the way your body was practically levitating off the bed said otherwise.

“only gonna have me one last time? is that really what you want, baby?” he continues to run his mouth, crooning over you. you call out his name, begging. begging for another release, begging that you could stay here forever. with him.

and then you see white and god, and you convulse until you’re collapsing into the mattress. your vision is blurry from the tears and the haze and the unwavering emotional torment.

you grab at him, languidly pulling him in. it takes all the strength you have left to secure him, your feet shoving his jeans down his hips while your hands rip his t-shirt off. you’re keening, too sensitive and too needy. you’re agonising over his touch, you need him to sink so deeply into you, so that you can feel him when it’s over and you’re far away from what almost feels like home.

his breath shakes and his eyes gloss over when he pushes into you.

“let me stay like this, just for a minute.” he chokes out. you nod rapidly, your eyes squeezing shut. he kisses into the crook of your neck, panting and mumbling sweet, painful words over and over.

your hands run over golden planes of warmth and muscle, memorising every dip and crease of him. he slowly rolls his hips and your belly clenches, veins set alight. one of his hands scoop up up your wrist, and the motion creates a deep grind unlike anything you’ve ever felt. your wrists are pinned above your head and lando hovers over you so that he stays level, continuing that slow grind, hips hitting yours hard and slow.

he draws a low whine from the back of your throat, one that makes his hips stutter and your pussy clamp down on him as a pleasurable result. you can feel fingerprints forming around the tender skin of your wrists and you want him to dig in harder, slip into your veins and become a permanent part of you.

lando’s eyes are greyer than you’ve ever seen them, boring into your own. you don’t think you ever break eye contact, staring deep into his soul as he stretches every possible part of you. he doesn’t want this to end, you can’t pretend that you do, either.

he changes his angle slightly, long strokes replacing the short drags, but he keeps hitting deep. something possesses you to lean in, as much as you can given his hold on you, and you capture his lips in a kiss that takes him aback for a second. he melts into it, though, and then you’re chest to chest. tongues meet, and moans meld, your legs snake around him like vines.

“need you to come for me, honey. one last time, yeah? need you to feel good for me, baby.” lando mumbles into your mouth, wet and hushed. it’s overwhelming, and everything goes blank. all you are aware of is the burst of pleasure, his hold on your limp wrists, and two grey green eyes that are begging you to stay.

-

you get dressed quickly, whisper goodbye, and disappear out the door. something stops you, and you need clarity, for him more than for yourself.

you peek round the door, finding his unwavering gaze. your forehead creases, awkward anguish. the way you’re looking at him, deep and sympathetic, it makes you ache. this may well have to be the last time you look at him this intently. it stings.

“it’s better this way, you know?” you murmur.

lando nods, begrudgingly, yet obediently in defeat.

and then, once more, you’re gone and the latch on the door clicks somewhere far away in his apartment. he sinks into the bed, drowning in bed sheets and agony. his head thuds against the pillow and he stares out the window. the orange sunset makes his eyes burn. there’s something about the colour that makes him nauseous now that you’re gone.

-

a few days later, you’re in a meeting that you can’t focus on. he’s sat opposite you, not that you spare him a glance. it’s too painful.

you’ve been here for hours, your body becoming one with the office chair that you’re sinking deeper and deeper into.

yes, the car needs to be faster. yes, your heart hurts. yes, we need to up the strategy game.

you zone out, for the umpteenth time, losing yourself in the dark orange sky. it’s getting late. you crave sleep in your lonely bed. while you stare at the swirls and hues of warmth, you shiver.

lando, on the other hand, hasn’t heard a word said since he sat down. not when his eyes instantly find bruised wrists on the other side of the table. they match the bruises on his heart, the ones that you’d left behind when you’d grabbed it, stolen it from its solitude cage.

he watches you watch the sunset, and then the meeting is dismissed and everyone rushes home for dinner.

“who was that you took for dinner, then, noz?” one of the mechanics jeers at lando as you’re leaving the boardroom. those damned fucking photos would never let you sleep well again.

you’re a couple of steps ahead of them, ears perked up. you’re nauseous.

“no one you know.” lando laughs uncomfortably, waving it off. he sounds exhausted.

you fight with the revolving door and rush to your car. you scream as soon as the door slams and you’re in the drivers seat. you thrash against the steering wheel, and then you scream again.

when you compose yourself, and pull out of your parking space, you notice lando’s range rover ahead of you. when you get to the end of the drive, he will turn left, towards london, and you will turn right.

the devil on your shoulder murders the angel in cold blood, silencing the only voice of reason you had left.

when you reach the junction, you turn left, too.

-

yikes. anyways lmao

-

taglist

@boysthatgovroomvroom @thegirlinthefandoms @welld0nebaku @mcmuppet @japanesekel @vinvantae @ggaslyp1 @dr3lover @smiithys  @rachstash @infinitebells @multilovebot @fizzpopsnap101 @gaily19 @icecoldtires @mysticalnightenthusiast @thatchickwiththecamera @oyesmendes @disneydaydreameralways @canyouseethesainz @ferrarifwendvale @fcbformulaeri @tony-stank3 @maih23 @nokiaholland @soleilgrec @carolineworld @anthonykatebridgerton @allywthsr @iamasimpingh0e @ophcelia @lovelynikol16 @coffeehurricanes @jennx03 @blueflorals @lqvesoph @sidcrosbyspuck @better-dead-than-smeg @buendiabebeta @pjofics @kovalcin @wintergilmore3 @for-writing-shit @youdontknowmeshh @im-an-overthinker @jule239 @darleneslane

removed any tags that weren’t working! lemme know if you wanna be added or removed <3

[gunpowderdtim]

It's no wonder Out happened when you really think about it. Nastya doesn't like organic life because it's complicated, it can break, sometimes it's even unfixable.

quote from gender rebels

Nastya is in love with Aurora, and in saying that she is saying "you are not organic life, I can deal with you because you are metal and algorithm and predictable" - we can see this in bedtime story when she says she'll tweak Aurora's story creation algorithm

screenshot from A Bedtime Story

Aurora is not inorganic. She is not ai. She is a space moon made of flesh and blood and teeth and bone. She is not an ai. She is a body that was taken and stripped of autonomy, of the right to self identify, of the right to think- to be imperfect and organic.

The metal is a veneer that hides how messy and traumatized and unfixable she is. From the outside she is a starship. From the inside she can still bleed.

And this makes them fundamentally incompatible. But yet, they are in love.

And really, it's no wonder Nastya fell in love with Aurora. Let's take a look at Nastya's home planet, or at least home society:

"Terminals were scattered across the planet. There was one on every street corner, one beneath every lamppost and one in every commune block." "The midwife-machine performs a series of programmed manœuvres to quieten [the baby]. It cradles it and hums at several pitches until it finds one that seems most soothing. Mechanical arms stroke the baby’s flesh even as others start the process of implanting augmented reality interfaces into its nervous system." "The Czar an atrophied frame, never present in the real world and worn to dust by the chemical compounds that kept his brain alive so it could live forever in a perfect virtual paradise. The Rabotnik a copy, a mind preserved unchanging in the instant before its death and placed in an everlasting metal frame." (Cyberian Demons)

Its safe to say the world Nastya was born into, from the very minute she was born, was ridden with technology. She has augmented reality interfaces inplanted into her from birth. It would stand to reason that being taken from this society, wherein technology is everywhere, inside and out, would stand for a bit of a shock.

Aurora too had been augmented by the Cyberia.

While it is stated that the last time Nastya had used the ports themselves was directly before her death — "The last time she had used the ports, her tutor had ripped them out of her as the rebels stormed the palace" — Aurora is laced with Cyberian technology. I'd imagine she has something of a 'bluetooth wireless connection' with Aurora, rather than the physical data transfer of files between the ports and Nastya, it may as well be similar enough.

Imagine being Nastya, going from Cyberia, wherein there is augmented reality contantly, transplanted onto a ship with metal blood, a jonny, and a vampire. To Aurora, where the only bits of augmented reality run through Aurora.

Of course she'd fall in love with her. Aurora is familiarity. Aurora isn't organic. Aurora isn't human.

And of course when the undeniable part of aurora that is organic, that is a flesh moon plated in metal with her brain hooked to machines, when so much has broken and been replaced, when, presumably, aurora is less of an algorithm, nastya leaves with the brand cyberia left on her.

Because Aurora healing, becoming more of herself and less of a starship, is messy, and organic, and human.

and hard for nastya.

‘Think how long she’s been flying you around. Think how many bullet holes you’ve punched through her and how many atmospheres you’ve dropped her through. Think how many alterations and improvements we’ve made, Tim to her guns and Ashes to her storage and Brian to her engines and the Toy Soldier to who knows what. How much do you think is left of her after all she’s brought you through?’ Nastya held up the ancient, battered piece of hull plating. Just visible under the grime and scars of particles of space junk was a fragment of the Aurora’s original logo and serial number. Jonny honestly couldn’t remember the last time he had seen a version that hadn’t been painted by the Mechanisms themselves. ‘So she’s free, now.’ Nastya gestured around at the spaceship they were standing in. ‘This Aurora can take you where you want to go. I’m going to take my Aurora somewhere else.’

Aurora was ship of theseus'd. Aurora was improved. Aurora was no longer cyberian. (both literally, and metaphorically)

So nastya left.

[elladreams]

The Perfect Setup (Zandvoort) // LN4

summary: Zandvoort '24. A young engineering prodigy, recruited by McLaren to solve complex F1 challenges, grapples with media scrutiny and an undeniable chemistry with driver Lando Norris. As tensions rise during a crucial race, they must balance professional duty with their growing personal connection.

warnings: she/her reader, smut (18+), unprotected (shower 😳) sex, size kink.

words: 6.9K

The roar of engines filled the air, a symphony of power and precision that reverberated through the paddock. The smell of burning rubber and gasoline mixed with the salty breeze from the nearby coast, creating an intoxicating atmosphere that signaled another race was about to begin. The McLaren garage was a hive of activity—mechanics making last-minute adjustments, engineers poring over data, and drivers mentally preparing for the challenge ahead. Amidst the controlled chaos, you stood, a pillar of calm in a world of speed.

You have always stood out, a prodigy in a field where experience often outweighed talent. But here you were, at the heart of one of the most prestigious teams in Formula 1, your hands and mind guiding the finely-tuned machinery that could make or break a race. At just twenty-two, you were already a respected figure in the paddock, known for your brilliance in engineering and your unyielding dedication to the sport.

Your family had sacrificed so much to help you reach your potential. You were always miles ahead of the other kids. While they were playing with dolls or video games, you were more interested in how those things worked. At six years old, you were already taking apart remote control cars, not to play with them, but to understand the intricate systems that made them move. By the time you were ten, you were building small engines from scratch, fascinated by the power and precision of mechanical systems.

Your parents quickly realized they had a prodigy on their hands. They encouraged your curiosity, enrolling you in expensive science and engineering programs meant for kids much older than you. You thrived in these environments, always eager to learn more, to push the boundaries of what you could create. By the time you were a teenager, you had already won several national engineering competitions, earning a reputation as a young genius in the world of mechanics.

When you first discovered Formula 1, everything changed. The speed, the technology, the sheer complexity of the cars—it captivated you like nothing else. You devoured everything you could find about F1 engineering, learning about aerodynamics, power units, and the delicate balance between speed and control. While other teenage girls were dreaming of prom dresses and much older boyfriends , you were dreaming of being in the garage, fine-tuning the machines that drove the world of motorsport.

Your parents knew that pursuing a career in F1 was a long shot, especially for a young woman, but they supported you every step of the way. They worked multiple jobs and sacrificed their own dreams so that you could chase yours.

Thankfully, your talent didn’t go unnoticed. By the time you were 16, you had caught the attention of several top engineers in the F1 world, earning an internship with Mercedes. You quickly made a name for yourself as a technical genius, capable of understanding and improving complex systems that seasoned engineers struggled with. The paddock buzzed with stories of the young girl who was instrumental in Mercedes' dominance.

With your newfound fame came an onslaught of media attention. Reporters from major news outlets were relentless, hounding you for interviews and prying into every aspect of your life. They asked invasive questions about your personal relationships, sought your opinions on the sport's latest controversies, and even pressed you to address misogynistic rumors linking you romantically with certain drivers. The spotlight, once a place of professional pride, had become a battlefield where your every word was scrutinized, and your achievements were often overshadowed by baseless gossip.

Zak Brown fought tooth and nail to bring you to McLaren, recognizing that you were the missing piece they needed to conquer the new regulations. When it became clear that the team was struggling to master the latest specifications, he knew they needed someone with your unique blend of technical expertise and innovative thinking. Zak saw in you a mind that could bridge the gap between theory and practice, someone who could not only understand the intricacies of the new rules but also translate them into real-world performance on the track.

But today, on the day of Max Verstappen's home race, there was an unmistakable charge in the air—tensions were higher, the stakes more personal. It wasn’t just another race; it was a proving ground, not only for the car but for you, the team, and especially for the driver who had become both your greatest challenge and your fiercest ally: Lando Norris.

Lando, the young, fiercely talented star of McLaren, had a natural charm that made him a media darling, but it was his relentless drive to win that truly defined him. From the moment you joined the team, your relationship with Lando had been anything but smooth. Your strong wills collided over every detail, every decision. He saw you as a nuisance, someone who constantly questioned his instincts and pushed him beyond his comfort zone. To you, Lando was stubborn, even arrogant at times—a driver who needed to understand that perfection on the track wasn't just about raw talent but about achieving the perfect synergy between man and machine. And today, that’s exactly what you were trying to achieve.

Standing in the garage, you reviewed the data on your tablet for what felt like the hundredth time. You had pulled an all-nighter, fine-tuning an experimental setup that you believed could give Lando the edge he needed on this notoriously challenging circuit. But convincing him to trust your untested approach was another matter.

Lando stormed into the garage, the top part of his race suit hanging low on his hips revealing his fire proofs, his expression a mix of frustration and determination. “You’ve got to be kidding me,” he said, glancing at the setup specs displayed on the screen. “This is what you’ve been working on all night?”

“Yes,” you replied, meeting his gaze without flinching. “This setup could give you the downforce you need through the corners without sacrificing speed on the straights. I’ve run the simulations a dozen times—it works.”

“Simulations?” Lando scoffed, running a hand through his curls in agitation. “Simulations aren’t the same as the real thing. We can’t afford to take risks like this, not here, not today.”

“This isn’t a risk, Lando,” you shot back, your voice steady despite the tension. “This is a calculated decision based on hard data. I wouldn’t be recommending it if I didn’t believe it would make a difference.”

He crossed his arms, his jaw set in that stubborn way you’d come to recognize all too well. “You’re asking me to trust a setup we’ve never used in a race, in front of Max’s home crowd, no less. What if it doesn’t work? What if it costs me the race?”

“And what if it wins you the race?” you countered, stepping closer to him. “You know as well as I do that playing it safe isn’t going to cut it against Verstappen on his home turf. We need every advantage we can get, and this setup is that advantage.”

Lando stared at you, his eyes searching yours for any sign of doubt. But you didn’t waver. You believed in this setup, and more importantly, you believed in him.

Finally, he relented, nodding slowly. "Fine. But if this doesn’t work, I swear I will never let you live it down."

“It will” you interrupted, a small tired smile tugging at the corner of your lips. “I’ll be right there with you, making sure it does.”

A ghost of a smirk played on his face, his eyes betraying the glimmer of a sparkle. For a moment, the garage was silent, the two of you standing closer than you realized, caught in the intensity of the moment. The intoxicating blend of his dark, amber-scented perfume mingled with the unmistakable and familiar scent of the paddock, created a heady aroma that threatened to cloud your senses entirely.

Your breath hitched as his gaze dropped to your lips, lingering there for a fraction of a second before flicking back up to your eyes. You could feel your cheeks burning as his gaze caressed you.

Lando cleared his throat, breaking the spell and stepping back.

"Well, let's get this done." he said, his usual light tone returning as he ran a hand through his hair again. "Wouldn't want to keep the adoring crowd waiting." He winked.

You rolled your eyes and smiled, thankful for the change in energy.

You both turned back to the screen to finalize the setup adjustments. As you worked side by side, the air between you felt different—not just charged with the usual tension, but with a deeper, more intimate connection. It was almost as if a switch had been flipped, and you had moved from being teammates to something more.

The race was minutes away, but for the first time, you felt like you were truly part of a team—Lando’s team. And that, more than anything, was what mattered. The moments before the race were a blur of final checks and hurried conversations. You stood by Lando’s car, your heart pounding with adrenaline, not just from the intensity of the race but from something deeper—something you were trying desperately not to acknowledge. As the sun dipped lower in the sky, casting a golden hue over the Zandvoort Circuit, you caught Lando’s eye. He was already in his race suit, helmet in hand, but there was a softness in his gaze, a silent acknowledgment of the connection you’d both been dancing around for months.

The starting grid was tense with anticipation. Lando had secured pole position in a spectacular qualifying session, and the team was buzzing with excitement. But everyone knew this race wouldn’t be easy—not with Verstappen starting right behind him, eager to impress his home crowd.

The lights went out, and the roar of the engines filled the air as the cars launched off the line. Lando got a good start, but so did Verstappen. As they barreled into the first corner, Verstappen made a daring move, diving down the inside and taking the lead. The crowd erupted in cheers, the sea of orange on its feet as their hometown hero took charge.

“Hold steady,” you whispered under your breath, your eyes glued to the screen. Lando had lost the lead, but the race was far from over.

The next few laps were a blur of precision and strategy. Lando stayed close to Verstappen, not letting him get away, but it was clear that the McLaren’s setup was allowing him to conserve his tires while maintaining pace. The tension was palpable, every corner, every straight a testament to the fine-tuning you and the team had worked so hard to perfect.

As the race approached its midpoint, an opportunity presented itself. Verstappen, pushing hard to maintain his lead, began to show signs of tire degradation. You watched the data closely, your fingers gripping the edge of the console.

“This is it, Lando,” you said over the radio, your voice steady but laced with anticipation. “His tires are gone. You’ve got this.”

Lando didn’t respond, but you knew he’d heard you. His driving became more aggressive, more precise, as he closed the gap to Verstappen. And then, on lap 47, the moment you’d been waiting for arrived. Lando set himself up perfectly coming out of Turn 9, using the slipstream to his advantage. As they approached the hairpin, he made his move, diving down the inside with the confidence of a driver who knew his car—and his own abilities—were more than a match for the challenge.

He retook the lead, and this time, he wasn’t about to let it go.

“Nicely done, Lando!” you cheered into the radio, unable to keep the excitement out of your voice. The entire team erupted in applause, but your focus remained on the car, on the driver who had just reminded everyone why he was one of the best.

The final laps were a masterclass in control. Lando maintained his lead, keeping Max at bay and managing his tires to perfection, while also building a substantial gap. As he crossed the finish line, taking the checkered flag, the McLaren garage exploded in celebration.

“You did it, Lando! You won!” The words burst out of you, the relief and joy evident in every syllable.

Lando’s voice crackled over the radio, filled with the same emotion. “We did it. The car came alive.” A flush of pride warmed your cheeks. This was your win, too—your idea, your hard work, your dedication to perfection.

As Lando pulled into the pit lane, the world seemed to slow down. He stepped out of the car, removing his helmet to reveal a smile that lit up his entire face. You had joined the team to celebrate alongside Lando. Before you knew it, he was walking toward you, his eyes locked onto yours. The team was cheering, clapping him on the back, but Lando didn’t stop until he was right in front of you. He reached out, taking your hand in his, the contact sending a jolt through you.

“Thank you.” He said simply, the words full of meaning.

Your smile widened as you squeezed his hand, the rush of adrenaline and pride filling you with a new kind of certainty. In this moment, the only thing that mattered was him, and you. You squeezed his hand, your heart racing not from the adrenaline of the race, but from the intensity of the moment between you. “Thank you for trusting me, Lando.”

There was a brief silence, the noise of the celebration fading into the background as the world narrowed to just the two of you. Then, with a quick glance around as if to check that no one was watching too closely, Lando leaned in, pressing a soft kiss to your cheek, his breath warm against your skin.

“Couldn’t have done it without you,” he repeated, a whisper that sent your heart into overdrive.

You smiled, feeling the warmth spread through you. “And we’ll do it again.”

The race had been a victory, but this moment—standing with Lando, the connection between you undeniable—felt like something even more precious. It was the start of something new, something that went beyond the garage and the racetrack. 

—-

The podium celebration had been nothing short of electrifying. The roar of the crowd, the spray of champagne, and the sight of Lando beaming as he hoisted the trophy high above his head was a moment you knew you would never forget. As the McLaren team gathered to celebrate, you found yourself on the podium alongside Lando, representing the team that had worked tirelessly to secure this victory. It was a whirlwind of emotions—pride and undeniable joy.

But as you made your way back to the garage drenched in Ferrari champagne, the adrenaline of the win still pulsing through your veins, you rounded a corner and nearly collided with Chiara, McLaren’s senior PR manager. Her usually composed expression was tense, and you could tell immediately that she had something on her mind.

“Great job out there,” Chiara started, her voice measured but tinged with concern. “The team couldn’t be happier, but we need to talk.” Your stomach sank as a sense of foreboding crept over you. Chiara had been your main point of contact for media communication since joining the team, and you knew that if she was this worried, it must be something serious. You felt a knot form in your stomach. The way she was looking at you told you that this wasn’t just about the race. “What’s on your mind, Chiara?”

She glanced around, making sure no one else was within earshot, then pulled you aside into a quieter corner of the garage. “Look, I don’t want to rain on your parade, but we need to be careful about how things appear. The media and fans are already buzzing about you and Lando, especially after that little moment after the finish.”

Your mind flashed back to the celebration, to the kiss on the cheek Lando had given you, the way his hand had lingered on yours just a bit longer than necessary. It had felt private, special, but of course, nothing was truly private in the world of Formula 1, especially not when the cameras were always rolling.

“You know how it is,” Chiara continued, her tone softening slightly. “Fans are passionate, and the media loves a good story. They’ll spin anything to make headlines. I’m not saying you can’t have…whatever it is you have with Lando, but we need to manage the optics. The last thing we want is for this to distract from the team’s success.”

You nodded, understanding her concerns. The last thing you wanted was to give the press ammunition to turn your hard-earned victory into tabloid fodder. But the idea of keeping your newfound feelings for Lando hidden, of pretending there was nothing between you, felt like a bitter pill to swallow.

“I get it, Chiara,” you said finally, meeting her gaze with determination. “I’m not going to let them turn this into a scandal. Lando and I…we’re professionals first. We’ll handle this.”

Chiara smiled, relieved by your response. “I know you will. Just keep in mind that perception is everything in this sport. And right now, you both have the world’s attention.”

With that, Chiara gave your arm a reassuring squeeze before heading off to her next order of business. You stood there, rooted to the spot for a moment, letting her words sink in. The exhilaration of the victory still buzzed through you, but it was now tinged with the sobering reality of the situation. The weight of her advice pressed down on your shoulders, reminding you that nothing in this world came without its complications.

You sighed, running a hand through your hair, dislodging tiny droplets of champagne that sprayed out like glittering confetti. The sticky remnants of the podium celebration clung to you, a tangible reminder of the night’s highs. What you needed now was a serious shower—something to wash away not just the champagne, but the lingering tension from your conversation with Chiara.

As you made your way toward the team’s private quarters, the hum of activity in the paddock slowly faded, leaving you alone with your thoughts. Chiara’s words echoed in your mind, a reminder of the reality you both lived in—a world where every glance, every gesture, could be dissected and spun into a narrative you had little control over. The media would indeed be relentless, and the fans, always watching, would be insatiable in their curiosity. But how could you distance yourself from something—or someone—that had become so central to your life, to your happiness? The chemestry you shared with Lando was undeniable, and no amount of PR maneuvering could erase what you felt for him.

As you reached the lockers, you turned on the shower, eagerly anticipating the soothing warmth of the water to ease the tension knotted in your muscles. The promise of relief was a welcome thought after the intensity of the day.

You let out a small sigh, beginning to discard your champagne-soaked clothes. The polo that had clung to your skin now felt heavy, both physically and metaphorically, as you peeled it off and tossed it into the laundry bin. The day’s victories and challenges seemed to weigh on you all at once. The exhilaration of the win, the tension with Lando, the quiet moments where everything between you felt so effortless—they all mingled in your mind, creating a cocktail of emotions that left you feeling both intoxicated and exhausted.

You stood there for a moment, stripped down to your underwear, the cool air of the locker room a welcome contrast to the heat of the day. Lost in thought, you hadn’t even noticed Lando entering until you felt his presence, a subtle shift in the air that made the tiny hairs on the back of your neck stand on end. The realization of how exposed you were hit you all at once—half-naked and vulnerable in more ways than one.

Your first instinct was to cover yourself, but something in the way Lando looked at you made you pause. His eyes, darker now with an intensity that was impossible to ignore, roamed over your body, lingering on the curves and lines revealed by your lack of clothing. The heat that flushed your cheeks had nothing to do with embarrassment and everything to do with the way his gaze set your skin ablaze. You couldn't meet his gaze fully, not when you were absolutely sure it would burn you from the inside.

He murmured your name, his voice low, vibrating with a tension that matched the fire in his eyes. The way he said it, the way his gaze traced over you, made it feel like a caress. “Look at me.”

There was a challenge in his tone, and you met it head-on, your breath catching as your eyes locked with his. In the fluorescent lighting of the locker room, his features seemed more defined, his jawline sharper, his lips fuller.

There was no mistaking the desire that simmered just beneath the surface, a reflection of the same need that pulsed through your veins. It was as if the world had narrowed to just the two of you, the space between you crackling with a chemistry that had been building for far too long.

Lando took a step closer, his gaze never leaving yours, and with each inch he closed, the air around you seemed to thicken, heavy with anticipation. He was close enough now that you could feel the warmth radiating from his body, the scent of his skin—champagne and amber with a hint of the adrenaline that still lingered from the race—filling your senses.

The silence stretched between you, and yet, it was as if an entire conversation was taking place, unspoken but understood. Every fiber of your being was attuned to him, the tension between you palpable. "I can practically hear that big brain of yours working overtime." he said, his voice even lower now, almost a rumble. His hand reached out, fingertips brushing lightly against your arm, leaving a trail of electricity in their wake. The touch was gentle, but it was enough to make you shiver, your skin hypersensitive to every point of contact.

The last remnants of your resolve began to crumble, and you could see the same struggle playing out in Lando’s eyes. There was a flicker of hesitation, a silent question hanging in the space between you—whether to cross this line, to take what you both so clearly wanted.

But then he stepped even closer, his hand sliding up your arm to your shoulder, his fingers tracing the curve of your collarbone. The touch was light, almost reverent, but it carried the weight of everything unsaid between you. His eyes followed the path his hand made, and when he looked back up at you, there was no more hesitation, only a hunger that mirrored your own.

“You have no idea what you do to me,” he whispered, his voice rough around the edges, as though he was barely holding himself back.

You could feel the heat pooling between your legs, a familiar ache begging to be satisfied. With every brush of his fingers, you felt your resolve crumbling.

You tilted your chin up, your lips parting in invitation. The look in his eyes was pure need, a reflection of the desire coursing through you. He leaned in, his breath warm on your lips, his scent simply intoxicating now that it was mixed with the sharp fruity champagne.

It was as if time had slowed down, and all you could focus on was the heat of his body, the anticipation of his touch, the promise of everything that would come next. And then, finally, he closed the distance between you, capturing your lips in a kiss that sent a jolt of electricity through your body.

The feel of his lips on yours was electric, sending sparks racing across your skin. His mouth moved against yours, hungry and demanding, his tongue tracing the seam of your lips, seeking entrance. You opened for him, letting him deepen the kiss, savoring the taste of him. It was like nothing you had ever experienced before—the combination of the champagne, the adrenaline, and the sheer relief of finally giving in to the chemistry that had been simmering between you was enough to make your head spin.

As his hands roamed over your bare skin, igniting a trail of heat wherever they touched, you could feel your body responding, the desire building with every passing second. He kissed you like a man starved, and you met his hunger with your own, matching his pace. Your hands found his chest, feeling the rapid beat of his heart under your palms, the heat of his skin drawing you in like a magnet. He was solid and real beneath your touch, and you pressed yourself against him, the sensation of his body against yours igniting something primal and uncontrollable inside you.

Lando’s breath hitched at the contact, his hands splaying across your back, fingers digging in just enough to send a shiver down your spine. His mouth hovered just inches from yours, his breath warm against your lips, and you could feel the tension coiling tighter between you, ready to snap.

“Lando,” you whispered, your voice barely audible, more a plea than anything else.

That was all it took to break the final thread of restraint. There was no gentleness now, only the raw, urgent need that had been simmering between you for what felt like forever.

You kissed him back with equal fervour, your hands sliding up to tangle in his damp curls, pulling him even closer as his hands roamed over your back, your waist, every inch of skin he could reach. The heat of his body, the taste of him on your lips—it was overwhelming in the best possible way, drowning out every thought that wasn’t about him, about this.

Lando’s hands found the clasp of your bra, and with a practiced flick, he had it undone, the fabric slipping away as his hands moved to cup your breasts, his thumbs brushing over your nipples in a way that made you gasp against his mouth. The sound seemed to fuel him, and he deepened the kiss, his tongue sweeping into your mouth as he backed you up against the lockers, the cool metal a sharp contrast to the heat between you.

You could feel the solid press of his body against yours, his arousal evident as he pinned you to the lockers, his hands never ceasing their exploration. Reaching your panties, his fingers slid under the band, tugging them down in one smooth motion, his movements sure and confident, as if he knew exactly what he wanted. The sheer contrast of standing before him completely naked while he remained fully clothed amplified the raw vulnerability of the moment, making it feel intensely intimate and charged with a potent, almost primal, energy.

Your own hands moved lower, sliding down his clothed chest, his hard abs, until you reached the waistband of his pants. The feel of his muscles tensing under your touch sent another wave of desire through you, and you wasted no time in slipping your hand beneath the fabric, finding his impressive length and trying to wrap your fingers around him.

His forehead resting against yours as he sucked in a sharp breath, his eyes closing as the friction elicited a rush of pleasure that had him breaking the kiss to let out a curse. For a moment, he just stood there, his breath ragged, his hands tightening on your hips, as if trying to steady himself.

“You’re driving me crazy,” he muttered, his voice thick with desire, and the raw honesty of it sent a thrill through you.

“Good,” you replied, your own voice husky with need, your hand beginning to move with deliberate strokes that had him groaning, his head dropping to your shoulder as he tried to keep himself in check. He reached for his fireproofs and pulled them off, his movements almost frantic. You helped him, pushing the fabric over his hips, revealing the perfection of his physique.

You couldn't help but stare at him, taking in the lean, sculpted lines of his body, the taut muscles that flexed with each movement. You inhaled a sharp breath as your eyes finally landed on his cock, hard and swollen with desire. You were no stranger to the male anatomy as your hormones and curiosity had gotten the best of you in the past, but you were starting to become nervous about taking his impressive size inside of you.

Before your brain could spiral too far, you felt Lando's hands on you, his touch firm but gentle, his calloused fingertips sending shivers of pleasure through your body as he traced patterns along your skin, as if he was trying to memorize every inch of you. The chemistry between you had ignited into a full-blown inferno, and neither of you had any intention of putting it out. 

In a fluid motion, Lando lifted you, your legs wrapping around his waist as he carried you over to the shower that had been steaming in anticipation. You giggled as the warm water hit your skin, the tension between you melting away as the shower cascaded over you both.

"I've been wanting to do this since the moment I saw you," he said, his voice low and rough, the sound of it sending a shiver of anticipation down to your core.

"Then don't make me wait any longer," you replied, a challenge and a plea, and the heat that flared in his eyes at the words was enough to make you burn for him.

He lowered his mouth to yours, the kiss slow and deep, a delicious contrast to the urgency. His hand reached between your legs, finding the wetness there and stroking with just the right amount of pressure, his thumb circling your clit and making you gasp into his mouth. He seemed to know exactly what you needed, and he used it against you, building you up slowly but surely, the pleasure coiling tighter and tighter with every expert movement of his hand.

You clung to him, your nails digging into the slick skin of his back, a desperate attempt to anchor yourself against the waves of pleasure that threatened to consume you. He entered two of his thick fingers making you whimper at the stretch. His free hand was on the side of your face, tilting it up to capture your lips with his, kissing you with a tenderness that belied the urgency of the situation. You knew he was trying his best to prepare you for his cock, but it was a lot. He was a lot.

"I don't think you're going to fit," you whispered, feeling embarrassed, but he just smiled, his fingers still working their magic.

"Oh, I will," he promised, and you felt a jolt of desire shoot through you at the certainty in his voice.

The words sent a rush of heat through you, and you felt yourself clenching around his fingers, the pleasure intensifying as he stroked your g-spot with precision. Lando swallowed your moans, the feel of his body pressed against yours, the warmth of the water surrounding you, and the expert movements of his hand bringing you closer and closer to the edge. He was relentless, his fingers working you relentlessly until the pleasure became too much, the tension snapping and sending you crashing over the edge.

The orgasm tore through you, leaving you trembling in its wake, and Lando held you close, his hands gentle now as he supported you. You were gasping for air, the feeling so intense it was almost overwhelming. He murmured your name, his voice soft and low, the sound of it making something inside you ache.

You looked up at him, meeting his gaze, the intensity of his eyes almost enough to make you forget how to breathe.

"I've got you," he murmured, his voice full of emotion, and in that moment, you believed him.

Slowly, the haze of pleasure began to clear, and you became aware of the tension coiled in his body, the way his muscles were taut with restraint, the evidence of his own desire pressed against your thigh. He was still rock-hard, and you suddenly wanted nothing more than to feel him inside you, to experience that connection on a deeper level.

"I'm ready," you breathed, your voice laced with a need that you could no longer deny.

He nodded as he turned you around, pressing your face against the cool tile, a sharp contrast to the warmth of the water. Your breath hitched as he lined up his cock with your entrance, the blunt tip already threatening to breach you. He gathered some of your moisture by rubbing his tip against your folds, sending jolts of pleasure through your body.

"I'll go slow," he whispered, as his other hand grabbed your neck, forcing you to arch your back. He took a moment to burn this very image in his mind. He had thought about this moment countless times before, but now that it was happening, it was even better than he could have imagined.

With a slow, deliberate push, he was able to get the head inside. Your eyes shut as you felt the stretch, his girth much more than you were used to. You let out a whimper as you reached for the hand currently holding your neck, seeking his support. You could hear him mutter under his breath, the words too quiet for you to make out. You assumed it was a string of curse words, but you didn't dare look.

With his hand gripping your hip, he pushed deeper, slowly but steadily, inch by inch. You could feel every vein on his perfect cock, the stretch dancing on the edge of pain and pleasure. He kept stopping, pulling back a bit and then pushing deeper again. You could tell he was doing his best to let you adjust to his size, but it was still a struggle.

Once he bottomed out, he groaned as you let out a sound that you've never heard yourself make before. A mixture between a moan and gasp. His hands traveled up your body, finding your breasts and giving them a squeeze, before settling on your shoulders. You could feel the water trickling down your back as the steam created a haze around the two of you. You were both panting, trying to catch your breath. You could feel his hot breath against your ear.

"Are you okay?" he asked, his voice rough, a mixture of desire and concern.

"Yes," you answered, not even recognizing your own voice, "I'm just a little...full."

He chuckled at that, his cock twitching inside you. He slowly started moving his hips, the drag of his cock against your walls lighting up every nerve in your body. You couldn't string two thoughts together as he started creating a torturous rhythm. One of his hands travelled down to your bundle of nerves, pinching it with every thrust.

"Fuck," you cursed, "fuck, fuck, fuck." You couldn't believe how drunk you were on him.

He chuckled as he grabbed you from the now warm tile, resting you flat against his front. The new angle allowed him to reach deeper, making you whimper and whine with every thrust. His hands reached for your jaw, tilting it so he could stare deeply into your eyes. He was watching every reaction, every change in your expression.

"Tell me what you feel." he demanded, his voice hoarse, and you forced yourself to open your eyes, meeting his gaze. The intensity of his stare was almost enough to send you over the edge again, but you clung to the last threads of your self-control, desperate to prolong this moment.

"I feel...I feel everything," you gasped, the words barely more than a whisper. “I’ve never felt like this b—"

He silenced you with a kiss, swallowing the rest of your words. It was a clash of tongues and teeth, a battle for dominance that neither of you could win. The heat between you was unbearable, the need for release consuming every thought. You knew he was close, could feel the tension coiling in his muscles, the way his thrusts were becoming more erratic, less controlled. But you weren't ready to let go, not yet.

You pulled away from the kiss, forcing him to meet your gaze. "Please don't stop," you begged, your voice rough with need, "I need you, Lando."

That was all it took. His eyes darkened, and he let out a growl, his grip on your jaw tightening as he captured your lips again, the kiss almost violent in its intensity. It was as if a switch had been flipped, the raw hunger between you reaching a new level.

He fucked into you with wild abandon, his hips snapping as he chased his release. The pleasure was blinding, the sensation of his cock filling you, stretching you, sending you spiraling toward the edge. You could feel the tension building, the pleasure coiling tighter and tighter until you could no longer hold back.

The orgasm crashed over you like a wave, stealing the air from your lungs as your body shuddered in his arms. Your eyes closed, the white light behind your eyelids pulsing in time with the waves of pleasure washing over you. You couldn't breathe, couldn't think, could only cling to him as you rode out the storm.

Lando buried his face in the crook of your neck, his lips finding the delicate skin there, sucking and nibbling. You could feel the pleasure building again, the combination of his cock inside you, his hands gripping your hips, his lips against your neck sending you hurtling toward another climax.

"I'm close," he panted, his voice rough with need, "so close, fuck."

The words sent a surge of heat through you, and you clenched around him, feeling him shudder as his own release washed over him. You grabbed as his curls, forcing him to look at you, the intensity of his gaze pushing you over the edge again, the pleasure so intense it bordered on pain.

"Fuck, I can feel you," he gasped, his cock twitching inside you as your core milked him, the sensation of his release triggering another wave of pleasure.

You both clung to each other, riding out the waves, the intensity of the moment rendering you speechless. You were both gasping for air, the aftershocks of pleasure coursing through your bodies. Lando buried his face in your neck, his lips ghosting over your skin, the sensation almost too much to bear.

You stood there for what felt like an eternity, wrapped in each other's arms, the only sound the steady beat of the water as it cascaded over you. You couldn't remember the last time you'd felt so sated, so utterly spent.

Finally, Lando pulled back, his eyes searching yours, his expression a mix of emotions—relief, contentment, and a hint of something else, something that sent a thrill through you. He brushed a strand of hair from your face, his touch gentle, almost reverent.

"That was...fuck," he said, his voice rough, a smile tugging at the corner of his lips.

You grinned, the joy and satisfaction evident in every line of your body. You could feel him slowly softening inside you, and you reluctantly unwrapped your legs, letting him slide out of you. You gasped feeling yourself become sore already. He chuckled as he noticed, turning off the water and wrapping you in a towel, gently drying you off before lifting you up in his arms.

"You're gonna kill me," he muttered, a spark of humor in his voice, and you laughed, the sound echoing off the tiles, the sound carefree and light.

You kissed him, slow and deep, the kiss full of promises and possibilities. This was only the beginning, and you both knew it. You pulled back, gazing at him with a mixture of awe and admiration, your heart full of the realization of what you'd found, the connection between you now undeniable.

"Get that perfect ass to media duty before they start sending out a search party," you teased, a chuckle escaping as you watched the realization of his looming responsibilities flicker across his face.

"Yes, ma'am," he replied, giving you a quick peck on the lips before setting you down, "but just know, this was the best shower I've ever taken."

You smirked, unable to hide the blush creeping across your cheeks. "I'll keep that in mind."

As he left, a sense of calm washed over you, the satisfaction of the moment lingering in the air like a sweet perfume. The memory of his touch, the weight of his body against yours, the deliciously filthy sounds he had coaxed from you, would stay with you forever, a private treasure. You sighed, reveling in the warmth and comfort that seemed to envelop you, the afterglow of your tryst still humming through your veins.

[maxlarens]

driver!reader and engineer!george spiel:

I can just imagine if driver had a tyre blowout or smth George just becomes so apologetic and feels terrible-

“I’m so sorry I didn’t notice it in the data-“

*driver sighs* “for the a thousandth time, it wasn’t your fault.”

also when driver first moved to the team George had no idea how to comfort them after a bad race, unsure if they wanted space, or just someone to be with them. George decides to keep his distance until one race where driver just sighs and mutters “stay…please.” George’s heart melts and combusts simultaneously at this.

i love this it’s so sweet!!!! hope y'all enjoy!!! i feel so bad for not posting anything recently so i wrote this sooo quickly before i had to get ready for work lol😵‍💫😵‍💫

You know the disqualification wasn’t your fault.

You know that. How could it possibly be your fault anyway? Sure, if you twist it into something utterly unrecognisable you could make it into a personal failing. But you’re trying not to blame yourself for every little thing, and you’re trying hard not to micromanage.

You’re new at Mercedes anyway, you don’t want to come off too strong. Scare them off before they start to really trust you. It's a miracle in and of itself that you're here. A rookie driver, a woman, at Mercedes of all teams. Alongside Lewis Hamilton. You've got Susie and Toto Wolff to thank for that you suppose.

Anyway, you're trying hard not to think about the car just on the other side of the wall. Trying not to grab a tape measure and measure the chassis yourself. Like you'll find anything different than the FIA, like it'll change anything at all.

It's only P8 after all— four points— which is four points you'd have really liked to have to your name. Especially so early on in your rookie season. Toto knows that, had been apologetic on behalf of the team during the debriefing. You'd understood.

You'd tried to understand at least.

He'd said it wouldn't happen again.

Still, it hurts. There this ache in your chest that makes it feel like your hopes and dreams are slipping away through your fingers. This was the first race you felt you'd really begun to prove yourself and your position on this team and now everyone will be able to point to the disqualification and say this is why. She doesn't have the raw skill, it's because of the car—

"There's next week."

You snap your head up, startled at the noise. It's George, in the doorway. You'd not heard him come in, too busy navel-gazing, feeling sorry for yourself. God, you're pathetic.

"Hm", you question, trying not to let on that you're utterly miserable.

"There's next week," he repeats, inching into the room and closing the door gently behind him, "You'll do it again next week."

Your mouth twists involuntarily, skeptical. Even though you know it wasn't you. It was the car, it was some silly mistake from the warehouse. You couldn't have done anything. It just inexplicably feels like the world is crumbling in on you and you can't figure out why.

"You think?"

George nods, expression serious, a little harrowed. But sympathetic, like he understands, like he knows how it feels. You're inclined to believe that he does, he'd not given you a reason to think otherwise in the six odd months you've known him.

"Pretty sure," he says in such a way that you're sure he means 'unequivocally yes', like he believes in you wholeheartedly, like he'd never doubt you.

You're not sure what you've done to deserve that from him. This unwavering loyalty to you that he seems to have already. You just know you feel it too. Inexplicably.

You watch him, long-limbed and slightly out of place, shifting from foot to foot under your stare. He makes a move to leave after a long minute, giving you a cursory nod— you feel something open up in your chest at the thought of him leaving right. Some pit of yearning, some ache that you cant quite place.

"Wait," you say, feeling brave.

His hand falls from the door knob, he turns, tilting his head at you in question. His eyebrows furrowed.

"Would you stay? For a bit?"

He's nodding before you've got the words out, crossing the room to sit next to you on the couch. Not too close, but enough that you can feel the body heat radiating off him, smell him, a little sweaty from being out on the pit-lane, but mostly the smell of his cologne.

"Yeah," he says gently, "Of course, I can."

You nod in thanks, feeling a little exposed, a little vulnerable from your shame, from begging for a friend in him.

"Thank you, George. I just—" don't have anyone else, you don't say, feeling like that might be too far. Instead you let you sentence taper off and sigh, letting some tension leech out of you, "Yeah."

George moves closer, fractionally. Feeling brave again, you lean your head onto his shoulder, hoping he doesn't mind too much. You decide he doesn't when his arm comes around so he can rub little comforting circles into the top of your shoulder.

Slowly but surely, you feel all the anger and the sadness make way for some warm fuzzy feeling in your stomach. From then on, George becomes a regular fixture in your driver's room, especially post-race, especially when you feel like your heart has been stomped on. It's hard to feel like shit when George acts like you're capable of anything.

headcanon: george is a former driver turned engineer!