#knowledge based engineering | Explore Tumblr Posts and Blogs

phantomrose96 · 2 months

Text

The conversation around AI is going to get away from us quickly because people lack the language to distinguish types of AI--and it's not their fault. Companies love to slap "AI" on anything they believe can pass for something "intelligent" a computer program is doing. And this muddies the waters when people want to talk about AI when the exact same word covers a wide umbrella and they themselves don't know how to qualify the distinctions within.

I'm a software engineer and not a data scientist, so I'm not exactly at the level of domain expert. But I work with data scientists, and I have at least rudimentary college-level knowledge of machine learning and linear algebra from my CS degree. So I want to give some quick guidance.

What is AI? And what is not AI?

So what's the difference between just a computer program, and an "AI" program? Computers can do a lot of smart things, and companies love the idea of calling anything that seems smart enough "AI", but industry-wise the question of "how smart" a program is has nothing to do with whether it is AI.

A regular, non-AI computer program is procedural, and rigidly defined. I could "program" traffic light behavior that essentially goes { if(light === green) { go(); } else { stop();} }. I've told it in simple and rigid terms what condition to check, and how to behave based on that check. (A better program would have a lot more to check for, like signs and road conditions and pedestrians in the street, and those things will still need to be spelled out.)

An AI traffic light behavior is generated by machine-learning, which simplistically is a huge cranking machine of linear algebra which you feed training data into and it "learns" from. By "learning" I mean it's developing a complex and opaque model of parameters to fit the training data (but not over-fit). In this case the training data probably includes thousands of videos of car behavior at traffic intersections. Through parameter tweaking and model adjustment, data scientists will turn this crank over and over adjusting it to create something which, in very opaque terms, has developed a model that will guess the right behavioral output for any future scenario.

A well-trained model would be fed a green light and know to go, and a red light and know to stop, and 'green but there's a kid in the road' and know to stop. A very very well-trained model can probably do this better than my program above, because it has the capacity to be more adaptive than my rigidly-defined thing if the rigidly-defined program is missing some considerations. But if the AI model makes a wrong choice, it is significantly harder to trace down why exactly it did that.

Because again, the reason it's making this decision may be very opaque. It's like engineering a very specific plinko machine which gets tweaked to be very good at taking a road input and giving the right output. But like if that plinko machine contained millions of pegs and none of them necessarily correlated to anything to do with the road. There's possibly no "if green, go, else stop" to look for. (Maybe there is, for traffic light specifically as that is intentionally very simplistic. But a model trained to recognize written numbers for example likely contains no parameters at all that you could map to ideas a human has like "look for a rigid line in the number". The parameters may be all, to humans, meaningless.)

So, that's basics. Here are some categories of things which get called AI:

"AI" which is just genuinely not AI

There's plenty of software that follows a normal, procedural program defined rigidly, with no linear algebra model training, that companies would love to brand as "AI" because it sounds cool.

Something like motion detection/tracking might be sold as artificially intelligent. But under the covers that can be done as simply as "if some range of pixels changes color by a certain amount, flag as motion"

2. AI which IS genuinely AI, but is not the kind of AI everyone is talking about right now

"AI", by which I mean machine learning using linear algebra, is very good at being fed a lot of training data, and then coming up with an ability to go and categorize real information.

The AI technology that looks at cells and determines whether they're cancer or not, that is using this technology. OCR (Optical Character Recognition) is the technology that can take an image of hand-written text and transcribe it. Again, it's using linear algebra, so yes it's AI.

Many other such examples exist, and have been around for quite a good number of years. They share the genre of technology, which is machine learning models, but these are not the Large Language Model Generative AI that is all over the media. Criticizing these would be like criticizing airplanes when you're actually mad at military drones. It's the same "makes fly in the air" technology but their impact is very different.

3. The AI we ARE talking about. "Chat-gpt" type of Generative AI which uses LLMs ("Large Language Models")

If there was one word I wish people would know in all this, it's LLM (Large Language Model). This describes the KIND of machine learning model that Chat-GPT/midjourney/stablediffusion are fueled by. They're so extremely powerfully trained on human language that they can take an input of conversational language and create a predictive output that is human coherent. (I am less certain what additional technology fuels art-creation, specifically, but considering the AI art generation has risen hand-in-hand with the advent of powerful LLM, I'm at least confident in saying it is still corely LLM).

This technology isn't exactly brand new (predictive text has been using it, but more like the mostly innocent and much less successful older sibling of some celebrity, who no one really thinks about.) But the scale and power of LLM-based AI technology is what is new with Chat-GPT.

This is the generative AI, and even better, the large language model generative AI.

(Data scientists, feel free to add on or correct anything.)

#chrissy speaks

3K notes · View notes

starlightdelrey · 16 days

Text

the view between villages

platonic ! f1 grid x reader

summary: f1 is a dangerous sport - it's common knowledge. but accidents - bad accidents - aren't as common. seeing the youngest (and only female) driver crash and not immediately respond is something the boys never thought they'd have to experience, and the rest of the world is just as devestated.

cw: major accident, graphic descriptions of injury and vehicular damage, graphic descriptions of car accident, mentions of death, blood and gore, negative emotions such as sadness and regret, angst, mentions of religion,

song pairing is "the view betwen villages" by noah kahan

(not based on any particular race)

today's race felt off to begin with. When y/n had attempted to leave her aging yorkie, comet, in her hotel room - like she had done for the past couple months - he began to whine.

"poor baby," she mocked, but turned the small TV on and switched it to the channel that would be broadcasting the race live. "look, com. watch me on the tv."

the dog had complied and jumped onto the un-made bed, but when she left and closed the door, he had whined once or twice before calming down.

she made a mental note to get him checked out at the vet, but got distracted when she showed up to the paddock and got a look at the track.

"the weather wasn't as shit yesterday during quali," she said off-handedly to max verstappen, who was chatting to the engineers.

"are you worried?" y/n was a good racer, it was clear - but whenever max saw how small she looked in comparison to everyone else on the team he had a small sense of dread. it wasn't new, just annoying.

"nah." she grinned at him, her hair already pulled back into a french braid for ease during the race.

---

"lights out.... and away we go!"

the lights blink out and y/n is already gunning it, attempting to bypass the boys from mclaren.

she discovered early on that locking up would be her main issue today, and she made it clear on her radio.

"i keep locking up."

her voice was calm but shook a little as she struggled to steer, and she spoke only in short sentences to prevent stuttering.

"copy."

finally, she worked out a system to braking that prevented the struggle, but in speeding up, found that she'd made her way into a mass of cars.

"watch out, y/n. keep out of trouble - wait until everybody else has moved out of each others way."

"ok. pulling back-" the radio crackled and then went silent as a car careened into the side of her.

---

the audiences at home got to watch a replay of the impact.

somewhere in australia, a family consisting of two parents, a teenaged boy and a little girl are watching the race.

the boy reacts first, jolting. "was that logan sargeant and y/n y/ln?"

"yeah... turn up the volume?"

the mother grabs the remote and obliges, terse.

"was that the girl driver?" the barely 5 year old asks, brows furrowed.

"baby, go play in the other room." her father dismisses her, and when she slowly shuffles out, eyes trained on the screen as the commentators relay the details, her dad huffs.

"now. and don't look at the screen anymore."

she squeals and runs out, and the boy starts to jiggle his knee up and down as they wait for more information.

across the world, houses go silent.

---

"and it looks like logan sargeant attempts to pull away from the crowd but misjudges the distance between himself and y/ln. we can see him here slam right into the right side of the body of her car, and she goes spinning out, right into barricades. oh! and if we slow it down, you can see that the force of her chassis hitting the barricades not only forces the car to lift fully off of the ground, but it also tips - the top of the vehicle flips up into the barricade until it falls back into place. that is a nasty hit for rookie red bull driver y/n y/ln."

the commentators keep talking, thinking nothing of the accident, until the cameras switch to the red bull team, who are trying to get into contact with the girl.

"y/n, are you okay?"

silence.

"can you respond? y/n we need a vocal response. anything, okay kid? even if you can just hold down on the radio button so we know you're there."

no response.

the commentators continue.

"and it looks like we're getting no response from red bull driver y/n, who has just crashed."

---

his whole body jerks on the impact, and he spins out off the track, coming to a shaky stop.

"shit, shit, shit!" his voice cracks.

"are you okay, mate?" the radio crackles at him as he's fighting back tears.

"yeah - was that y/n i hit?"

"yes, we can confirm the crash involved both you and y/ln. we are receiving word that it is a red flag crash."

"is she okay?" he doesn't get a response at first, so he tries again. "is y/n okay?"

"no word yet. sorry, logan."

"fuck! i'm so sorry - i really thought it was clear, i just... fuck."

"calm down, sargeant. wait for pick-up and keep yourself collected. we'll tell you as soon as we find anything out, okay mate?"

"sure."

he lifts himself from the smoking chassis and the world watches as he kicks it out of frustration before letting his head lower.

there's a sickening feeling in his stomach as he sees the girls unmoving vehicle.

he pictures her inside, and the fact that she's so much smaller than the older men cause his mind to unravel with pictures of her limp and unconscious.

---

inside the car, y/n blinks her eyes open, groaning.

her ears are ringing and her head hurts, and the body of her car is so warped that it's vacuum sealed her into the vehicle.

in the back of her mind, y/n feels the pain in her right thigh and left ankle, and her right shoulder feels dislocated.

"kid, we need an answer." the radio's muted and crackling, and when y/n tries to respond, she realizes that something on her end is fucked because they're still begging for an answer.

she goes to climb out of the car, but a sob tears out of her chest at the immense pain that suddenly blooms throughout her whole body.

she falls heavily back onto the seat and pants, closing her eyes.

she feels slight relief from the pain when she fully relaxes and closes her eyes, and nestles into her seat a little to get comfortable.

the need to sleep takes over her and she obeys, nodding off.

---

inside her hotel room, comet's ears pull back in concern as he hears his owners name being called out repeatedly from the television.

---

"red flag, max. we need to restart the race."

verstappen stills, his ears suddenly ringing. he has a bad feeling about the red flag but just can't place it.

"what's happened?"

"there was a crash between a williams and y/n. to the pit lanes, please." the voice on the other end seems calm, but there's a waver to it.

"fuck, are you joking? are they both okay?"

"the williams driver... logan sargeant, we're hearing, is up and out of his chassis. we've heard nothing from y/n yet."

he'd fight them, ask for more information, but knows that red bull would be the first to hear anything.

"tell me if you find anything out."

"copy."

as he drives to the pit lane, max replays her grin at him as she reassures the dutchman.

"nah." her nose is scrunched and hair pulled out of her face.

he thinks about how bulky the helmet looked on her, the barely 20 year old driver somehow never managing to put on any muscle, no matter how hard she tried.

he prays to jesus, zeus, allah, and even the virgin mary - surely she'd have sympathy to max's prayers, as she's lost someone dear to her before. any deity he can think of is immediately begged to ensure the safety of his partner.

---

a whining noise pulls y/n back into consciousness, and she furrows her brows.

"i'm trying to sleep, com. shut up." when she opens her eyes and sees the battered cockpit in front of her, she realizes that she's not hearing her dog cry, it's just the ringing in her ears that are back.

and then suddenly all she can see is comet waiting for her. comet, waiting in a hotel room that she'll never re-enter. what's gonna happen to the mutt if she dies? her parents are over-seas, she has no boyfriend to look after him. comet would be all alone.

and then all the guys on the grid are flashing through her head. she knows, vacantly, that logan crashed into her. he'd never forgive himself if she died. verstappens win streak would be fucked if he was grieving over his teammate. even lewis hamilton, who was the first driver to openly back her as the only woman on the grid.

she screws her eyes shut and lets out a heavy sob, steeling herself.

---

the commentators are no longer focused on the race.

"and i think i can speak for all of us when i ask, where is the goddamn safety car and ambulance? young driver y/n y/ln has been stuck in the wreck for about a minute and a half now, and there has still been no aid for her. which is a cause for concern about the overall safety of f1, as- oh my god!"

---

charles is already on his way back to the pit lanes, muttering manifestations under his breath for y/n to be okay.

he's shaking, filled with lead and a lump in his throat. he and y/n aren't super close, due to their team differences, but every time he spoke to her she had a certain gleam in her eye that one only had when they weren't afraid of death.

this worried him. racing was her life - would she succumb easily? it was a known fact that many drivers drove as if they had nothing to lose.

the idea of her choking on mortality in her chassis scared him more. maybe her body was broken, and the pain was all she could feel as the life drained from her? he worried for those that would have to witness the blood and bruises when she was pulled from her car.

"we've got an update on y/n."

he was pulled out of his mind. "tell me. please."

"she's getting herself out. the paramedics were taking too long, so she took it upon herself, apparently." a startled laugh falls out of charles' lips as he cheers back.

---

muscles screaming, y/n forces herself to lift out of the cockpit, allowing her body the only relief of rest once her upper half is slung over the halo. for about five seconds she stops, before she forces herself to continue.

the safety car and paramedics are here now, and camera crew for the live footage plus the netflix crew are close behind.

people are shouting at her to stop, but she continues to claw her way out of the wreckage.

she's crying and praying to a god she never knew she believed in as she forces her broken legs out of the car, sliding over the side to the ground.

she stands and looks around at the medical crew who are advancing towards her and tries to take her helmet off. she can't, and they're reassuring her that they'll do it for her.

y/n looks out at the audience and raises one arm to greet them. she's met with immediate raucous applause and, swaying for a few seconds, she falls.

---

"you would never believe it. this lady is pulling herself out of her car. as the camera zooms, you can really see the absolute strength this is taking her - hold on, we're getting audio now."

the world watches with bated breath as the coverage of her climbing out of the car begins to play. you can hear the agonised screams she lets out as she forces herself to exit, and just how broken some of her limbs look. her left ankle hangs limply, and she has to use both arms to force her right leg out of the cockpit.

"what a magnificent scene. y/n y/ln has kissed death, and still lives to tell the tale. we see her now, standing on the track as the medical staff come to her aid, and she falls. a very fair response to what she has just gone through. a round of applause to y/n y/ln, the girl who kissed death!"

---

"so lando, congratulations on p4. obviously, the whole crash between logan and y/n caused a damper on the overall race. how do you feel about it?" the interviewer pushed a mic at his face.

"the crash? yeah, it was terrifying not knowing if she was okay or not. i'm not surprised she ended up climbing out of the chassis herself," he laughs softly. "i've never known her for being patient."

"how do you feel about her new nickname?"

"nickname?"

"people are calling her 'the girl who kissed death'."

lando can't stop a high-pitched laugh from escaping. "girl who kissed death? that's stupid. oh god, i can't wait for her to find out about that. she'll be proper pissed off."

"right, well, thanks lando. have fun celebrating!" the interviewer bids him farewell.

---

a few months later:

over the healing process, y/n was forced to give multiple statements, post social media posts, and even a quick video from the hospital bed, but when she sees comet, her resolve finally fails.

she begins to tear up as the scruffy dog barks at her, jumping up and down.

"someone's excited to see you," lewis hamilton, the temporary guardian of the dog, grins.

roscoe stomps his feet and licks y/n, panting at her.

"awe, little babies. i was so scared of dying and leaving comet all alone, but i think he would've been fine."

lewis glances down at the kneeling girl in front of him and tsks, nudging her with his foot. "don't say that, y/n. nobody would've been fine."

"yeah?"

"yeah. have you seen all the tiktok edits of your crash? people were terrified. i was terrified."

y/n doesn't say anything, but stands to hug the british man.

he holds her back, before clearing his throat. "save that love for death. heard you've kissed it before."

"fuck off."

--- le fin ---

#formula one #f1 #formula 1 #formula one imagine #f1 imagine #f1 grid x reader #f1 angst #formula one angst #lewis hamilton x reader #lando norris x reader #charles leclerc x reader #logan sargeant x reader #max versappen x reader #f1 oneshot #formula one oneshot #starlightdelrey

863 notes · View notes

lovekt · 5 months

Text

sleepy nights in november

pairing; lando norris x girlfriend!fem!reader

word count; 1.5k

synopsis; where practice goes on for a little longer than expected, and you’re extremely jetlagged. (based off of the las vegas gp fp2)

author’s note; this is my first completed fic ahhh! cant believe i actually finished something for once in my life this is a miracle

the library

LAS VEGAS WAS A BRIGHT CITY. So bright, and yet you were still battling with all-consuming darkness.

You’d arrived more than twelve hours ago. Cameras flashed, questions asked, your mind had been buzzing with excitement for the ever-anticipated Grand Prix at the new track. Hundreds of people; reporters, fans, drivers, bustled about. Drones and tripods followed your every move, microphones bursting your personal bubble, screaming people begging for their caps, shirts and babies to be signed. It crossed your mind more than once that you weren’t a driver, yet the cheers of sheer joy echoed when you walked by.

It was exhilarating, truly. You’d never imagined your life would turn out this way, your face being plastered onto live television, a banner across the bottom presenting you as Lando Norris’ girlfriend.

You’d arrived just in time for Free Practice 2, not getting a chance to find the man in orange before he was off and onto the track for the second time two hours later than scheduled. However, you were soon supplied with a pair of noise-cancelling headphones and a chair to get comfortable with.

It was colder than usual. Your eyes were permanently fixated on the screen above you. No matter how many times you’d watched your boyfriend race, in person or in the comfort of your shared home, it was never any less terrifying. The noises of pure acceleration, the sparks that would occasionally burst from the back of the car, the knowledge of what could happen and what’s already happened several times before. All of it was enough to keep you on your toes, wide awake, and alert every time.

Every single time, except this one.

The low hum of the engine through your headphones did nothing to help you stay focused, time finally beginning to creep its way back up to you. Your boyfriend’s voice calmly updating his engineers, the muffled chatter of the garage, all of it caused your mind to numb and breathing to begin evening out. It was so late. So, so late, and cold.

Your head suddenly lulled to the side causing your eyes to snap open, saving yourself before you slipped off the plastic foldable chair. God, you hoped the live broadcasting cameras were not allowing thousands of eyes to see you right now.

There were some eyes, though, that had seen you. The engineers dressed in orange pottering around were chuckling, they themselves trying to stay awake by toying with tools and fidgeting with other mechanical things that you didn’t understand. Most of them you were quite friendly with by now as you were a frequent member of the McLaren garage, and they all knew you were the one to go to whenever Lando needed a break. They were grateful to have you. An angry Lando is never a fun time.

Which is exactly why they decided to make an executive decision to save you from the concrete floor below. It was only a matter of time before you ended up hurting yourself.

The screen above you began blurring once more, eyes drooping against your will when a hand placed itself onto your shoulder. One of the engineers that Lando was particularly close with was smiling down at you, softly nudging you forward and guiding you to stand up. You looked at him, eyes glossy and brows furrowed, confused.

He sighed amusedly, “I think it’s time for bed.”

Slight slurred protests began to slip out of your lips but were stopped when you wobbled and had to grip onto the top of the chair for balance. The engineer’s hold on your arm tightened and your exhaustion was too heavy to resist as he began leading you towards the driver’s rooms.

You glanced back at the screen showing your boyfriend’s perspective of the car, not wanting to leave but knowing that it’s probably for the best. There wasn’t any action going on, every driver was tired, nobody was pulling any dangerous moves. It was safe enough to walk away, just for a little bit, just this once.

The door to Lando’s driver’s room was opened and you settled onto the small sofa in the corner, wrapping yourself in a papaya-coloured blanket. Darkness enveloped the room as the engineer flipped the switch, shutting the door quietly behind him and leaving you to your thoughts for all of two seconds before a soft voice filled your ears. You’d forgotten to take the headphones off.

Lando spoke to his team, his voice calm and soothing, almost as if he knew you were falling into the depths of unconsciousness in that moment. He was safe. You felt safe.

The second he’d hauled himself out of the car, helmet removed, and interviews finished up, he was on the search for you. Often, you would wander off as soon as the car had been parked, for a bathroom break or to have a quick snack, refusing to do it during the race.

He walked back to his room as fast as possible, weaving between hundreds of people who he didn’t bother giving the time of day. Usually, he would’ve stopped and had a little chat, but it was so, so late and his whole body felt like it was about to crumble. All he wanted was to find you, get changed and make the small trek back to your shared hotel room.

The door was unlocked when he arrived, a sure sign that you were inside and waiting. But when he opened the door ready to be greeted with a sweet kiss, all he was met with was complete darkness. Weird.

His hand reached for the switch and light flooded the room. Sure enough, there you were, cuddled up in his bright orange blanket and sound asleep. Your face was half covered and smushed into the arm rest, knees curled into yourself and a set of headphones askew on top of your mussed hair.

The smile that had etched itself onto his face grew when he noticed the headphones. You’d fallen asleep whilst listening to him talk, even when he wasn’t with you. Even when you were jetlagged, cold, and exhausted, you still made sure he was okay. His chest warmed at the thought.

Lando placed the bottle of water he was holding down onto the table beside him, trying his best to be as quiet as possible as he changed from his suit to a hoodie. You didn’t move a muscle, only light breaths filling the silent space.

You looked so peaceful, lashes fluttering every so often. The urge to try and squeeze himself onto the sofa with you was strong, but the more logical side of him told him that it was finally time to head back to the hotel, and if you stayed in that position much longer then your neck would be unbearably stiff by tomorrow morning. He loved you more than anything in the world, so he knew you well enough to know that you would be moaning to him about it once you’d woken up, and not the moaning that he enjoyed hearing.

Carefully, he brushed the tips of his fingers across your cheek, moving a few stray strands of hair. Your cheeks were warm, a contrast to Lando’s cool touch that caused you to pull your face away and tuck it further into the safety of his blanket. His lips twitched slightly. You would hate him for this now, but thank him later, he thought, as he swiftly curled his fingers around the edge of the blanket and pulled it down.

Your skin, exposed to the night air, broke out into goosebumps as you wrapped your arms tighter around yourself. Lando slowly rubbed his palm up and down your arm, bringing his lips to your forehead and kissing you softly.

Your eyelids fluttered open, pupils narrowing to the bright light of the room as an almost silent groan escaped you.

Your eyes darted around for a moment before landing on your boyfriend, crouched down beside you with his hand stroking your hair. He was smiling at you lovingly, eyes squinted and laced with a tinge of mischief. “G’morning, baby.”

You didn’t reply, instead choosing to open your mouth in a yawn directed straight at his face. He chuckled quietly.

“I think it’s time we get you to bed, hm?”

You rested your head back against the armrest, closing your eyes once more, “I’m already in bed.”

“I’m sure you are.” He said, before rising back up to his full height and slipping one hand underneath your neck, wrapping his arm around your shoulders, and the other around the back of your knees. Your hand instinctively curled around his bicep as you were lifted into the air, taking note in the back of your mind at how effortlessly he seemed to manoeuvre you.

As Lando began to carefully place you onto your feet, a wave of adoration filled you to the core. He’d just been working for hours straight, and yet here he was taking care of you. The love you had for this boy was absolutely unmatched.

And what better way to show him this than by using the little energy you had restored during your nap to rise onto your tiptoes and press a sweet kiss against his awaiting lips.

#lovekt writes #lando norris #lando norris x reader #lando norris x you #lando norris x y/n #ln4 #formula 1 #formula one #f1 x reader #f1 #formula one x reader #lando norris imagine #fluff #lando norris fluff

920 notes · View notes

aurosknowledgesystems1 · 9 months

Text

Auros Knowledge Systems is a software developer and leader in providing next-generation Knowledge Management (KM) solutions to some of the world’s largest and most prominent product developers across the automotive, shipbuilding, aerospace, and consumer product industries. We solve some of the most complex, high-stakes knowledge management challenges found in manufacturing engineering, plant operations, product development, project management, and quality. We capitalize on our differentiators by emphasizing these important qualities: active, bottom-up, adaptive, intelligent, predictive, and highly secure.

#manufacturing engineering #knowledge management software #software for knowledge management #knowledge management solutions #knowledge based engineeringknowledge based engineering #.knowledge management app #manufacturing project management software #enterprise knowledge management software #engineering knowledge management #.

1 note · View note

cosmicpuzzle · 2 months

Text

What is your Career like?👩🏻‍💻💼💰💸

The 10th ruler in your chart can indicate your career but it is not the only factor. However, the house placement of 10th lord/ruler can indicate at times the type of career you desire and also can indicate your job literally.

1st House : You will do well in careers which gives you a certain amount of independence. You can be an entrepreneur or a boss or a team leader. Authority and power are essential for you.

2nd House : You will do well in careers which pays you well. You can be good with numbers, finances and any responsible/routine job. Careers that depend on your appearance like modelling are good. Your job would need a good self esteem and self worth.

3rd House: You will do well in careers that involve mobility, communication, writing such as YouTube. Freedom of expression, and movement is important to you. You should be able to experiment as you wish. Change of careers as times change

4th House: You will do well in careers that gives you emotional satisfaction such as nursing, psychology. making an impact on people’s lives is important to you. Working from home can be good.

5th House: You will do well in careers that allow your self expression such as art, acting . Careers connected to children and transfer of knowledge are good. A career in which you are a genius and unique such as music, painting, investor.

6th House : You will do well in careers that allow you to maintain order such as backend work. Routine and a stable job is important to you. You may also do well in health , healing and animal careers.

7th House : You will do well in careers that allow you to exchange things whether product or service. You will do will in public careers like politics. Business is good as well as client based careers. You will do well in careers that allow you to work with another person.

8th House : You will do well in careers that allow you to research things like a biomedical or chemical engineer. Careers in digging like oil petroleum or digging another’s finances as auditing, insurance are good. Investigation and finding secrets. Psychology, medicine , surgery are good choices.

9th House : You will do well in careers that allow you to reach a wider audience around the globe such as publishing books, writing, online teaching, academia. A sense of meaning and purpose is important in your job.

10th House: You will do well in careers that allow you to be skilled and efficient in what you do. A generally good position for executive and managerial jobs or Government routine jobs

11th House: You will do well in careers that allow you to build your network such as social media manager, politics, businesses, digital marketing etc.

12th House : You will do well in careers that heal people and raise their consciousness. Careers in spirituality, metaphysics, non-profit work would be good for you. You need freedom and a flexible schedule.

For Readings DM

#astrology #astrology observations #zodiac #zodiac signs #astro community #astro observations #vedic astrology #astro notes #vedic astro notes #astrology community #10th lord #10th house #career in astrology

1K notes · View notes

mickyschumacher · 11 months

Text

𝐃𝐑𝐄𝐒𝐒 .ೃ࿐

𝐒𝐔𝐌𝐌𝐀𝐑𝐘: being in a secret relationship with lando norris has been a journey in itself. but nothing comes harder than the moments where you both struggle to keep your hands off one another.

𝐖𝐀𝐑𝐍𝐈𝐍𝐆𝐒: 18+ (minors DNI), unprotected sex (wrap it before your tap it lol), cumming inside, voyeurism, fingering, slight handjob, boyfriend established but secret, cute cringe couple humour, obvious pining, poor knowledge of pr specialist things, mentions of mental health and stress, mclaren in itself needs a warning, mention of fave menace w*ll b*xton (simply ew), allusion of future marriage

𝐏𝐀𝐈𝐑𝐈𝐍𝐆: lando norris x mclaren’s pr specialist!fem!reader

𝐖𝐎𝐑𝐃 𝐂𝐎𝐔𝐍𝐓: 4k+

𝐀/𝐍: this is based of taylor swift’s ‘dress’! okay, so i’m giving you lovelies this one and some others while i study for my last exam 😔 i actually have some requests which are exciting and nerve wrecking but i'm gonna try my level best to do them after my exam. although i’m also supposed be on a plane not too soon after. anyways, thank you so much for your support and patience ♡︎

𝐌𝐀𝐒𝐓𝐄𝐑𝐋𝐈𝐒𝐓

⋆ •°. 。 .°• ⋆

As a PR specialist, things were constantly changing. For example, for a certain amount of time you were assigned to Fernando Alonso when he was under McLaren. Quite honestly, it was a nightmare.

There was nothing wrong with Fernando. For the time you had spent with him, he was rather sweet. But the media had painted him out as some sort of tyrant of McLaren, claiming that the F1 team belonged to him as opposed to being owned by Zak Brown. Then again, you supposed the Spaniard’s lack of care for listening didn’t help either.

When learning that Fernando was leaving, you could only hope that whoever you were assigned to next was less work than him.

In came Lando Norris, a young driver with ambition and humour, and lucky for you, little work.

Somehow he just knew the right things to say. And if he didn’t, he was always asking you beforehand.

Between the both of you there was only a two year age gap so of course it was easy to befriend each other. You were always talking about something to the other.

His passion for DJing, his childhood or your love for travelling and the gossip of certain celebrities. How you were absolutely certain JLo and Ben Affleck was a PR couple because who on earth had a nude portrait of themselves above their bed?

It wasn’t until almost a year ago where you realised you liked him more than just a friend. There was just something about the way you two communicated that left in trailed sighs, awkward laughs desperate to talk more and grins that got your hearts pacing.

Or perhaps it was the way you had poured your hearts out to one another. As happy as Lando looked, he was one under a lot of pressure which affected is mental health. You were there for all of this ups and downs. You were his number on speed dial for everything.

And when things got a little too much for you, Lando did his best to not only be there for you but to cheer you up. Stupid jokes, random flowers and, teddy bears.

How were you not supposed to like him?

Surprisingly, Lando had been the one to confess his feelings to you. Well, only after one of the engineers from Mercedes was openly trying to court you at an F1 dinner.

Lando had gotten so jealous that he had pulled you aside that evening and begged you to not think of anyone else but him. That you were only supposed to smile like that at him… with him.

At first, you were thrilled and kind of shocked that Lando felt the same way. But that happiness and smile he liked so much quickly faded when you thought about your job.

‘F1’s Lando Norris is dating his PR specialist’…

Yeah… the implications of that sounded terrible. You could imagine it already. What was Lando hiding to date his publicist? Is Lando that good of a person?

And while you and all the people knew the truth, those types of rumours would’ve undermined your job in the first place and honestly, you were sure that McLaren wouldn’t exactly be jumping with excitement that you two were dating.

So you mentioned this to Lando with the suggestion of being secret about your relationship for now.

You could literally see some of the shine in his eyes fade. He was gutted but he understood what you meant. He’d rather be with you secretly than not at all and without his best friend.

our secret moments in a crowded room

they've got no idea about me and you

there is an indentation in the shape of you

made your mark on me, a golden tattoo

Your relationship with him had been a roller coaster. Neither of you had been in a secret relationship and neither of you could deny how fun it was.

Take right now for example. Today was the McLaren’s car launch for the 2023 F1 season. The room was filled to the brim with all sorts of people: journalists, publicists, engineers, marketers, social media managers, the new driver next to Lando, Oscar.

Yet with all those people, Lando and you found it impossible to not find each other. You were constantly meeting each others eyes, especially when you were nearby for his interviews.

There was a thrill, you must admit, about no one knowing about the two of you.

A rush of adrenaline at the thought that no one knew nor expected you to be in Lando’s bedroom this very morning before the launch.

“Remember to be sort of vague about the car and, well, everything. I mean obviously but I don’t think Will’s going down without a fight,” you reminded your boyfriend with an annoyed sigh.

Will Buxton was not only a F1 journalist but a man who got under everyone’s skin. You couldn’t fathom why people liked him in the first place.

Lando, who was leaning on his elbow on his bed, gave a hum of response. He only had half of his mind present as he watched you get ready. “Surely, this can’t be fair,’ He asked.

You raised a brow at him through the mirror. “What?” You queried before putting on a necklace. Sorry, attempting to. You weren’t exactly sure why the clasps of necklaces were made so poorly.

Lando got up from the bed and walked up behind you. He grabbed the necklace from your hands with an amused expression before bringing it to your neck. With one hand, he pushed your hair to the side and joined the clasp to the metal ring. He rested his fingers on the back of your neck, slowly rubbing the area as he met your gaze in the mirror.

“I mean, you get to wear this,” Lando started. His hands ran over the satin silk material of your black dress. It was fairly casual, landing mid-thigh. Perfect enough for you to blend into the crowd. Although, it didn’t matter for Lando. He could always pick you from the crowd. Especially, if you were wearing this. “And I wear this? It doesn’t seem fair,” he whispered into your ear.

You let out a small laugh, eyeing his new uniform for the season. You turned to face him, rubbing your hands over his chest and pretending to dust it. “I think you look quite good, love.”

Lando narrowed his eyes. You felt his hand travel up your neck and to your lips. “When did you even buy this? It wasn’t even in your closet?”

Your heart started to pace when you caught that knowing glint in his eyes. His mended brows seemed to ease when you didn’t respond. Sometimes you didn’t need to open your mouth to say anything. Instead, you let your eyes talk.

A small grin came to his face. He turned you to face the mirror. His hands came alive, roaming your thigh and waist. “Just for me, huh?” Lando smiled.

“Lando,” you warned weakly. You had a feeling where this was going. Honestly, you weren’t opposed to it. But the both of you needed to clock in soon. “It’s supposed to come off after the launch.”

Lando pursed his lips, pressing a kiss to the side of your neck and meeting your gaze. “Oh, it supposed to come off too? Jesus, I don’t think I can’t wait that long.”

Lando could feel the perfume he has come to love so much infiltrate his nose. God, this dress and now the perfume. How on earth was he going to get out of here?

“Fuck,” He murmured out. He closed his eyes and rested his chin on your shoulder. He needed to get himself together. But the thing about your skin was that it was so inviting… so warm.

You felt his his arms wrap around your waist as you added some finishing touches to your look. Lando pouted at you through the mirror.

“What’s wrong, baby?” You cooed, squishing his cheeks with your free hand.

“I don’t think I can leave this room. I can’t,” Lando groaned, starting a line of kisses on your neck.

“Lando…” You whimpered out pathetically, feeling your neck stretch out even more willingly. You could feel him close in on the one area near your ear.

“Fuck, Lando. Not there,” You swore but with no effort to stop him.

Lando’s greed seem to increase upon your exclaim. He furthered his attack on the spot, sucking enough of your intoxicating skin, not only to get his full but leave a fresh purple mark.

Now he was satisfied enough to leave the room.

You watched his lips leave your skin, almost leaving you to pour for a second before that dark spot on your skin caught your eyes.

You gasped. “You didn’t,” you said in disbelief, whacking your boyfriend.

Lando’s blues twinkled at you as he planted a cheeky kiss to your cheek. “I did.”

Now you were in a room of all these people. It was exhilarating for Lando to know that he had given you a tattoo of some sorts. To attend those interviews and know that behind your carefully placed hair, he had given you something no one else would ever… yeah, he was aching to leave.

It wasn’t any less for you. Even last night you couldn’t keep your hands off each other. You were walking around with the fact that you knew what was underneath the damn racing gear. The scratches and indentations of your hands on his skin caused by the will to bring Lando even closer to you.

all of this silence and patience, pining and anticipation

my hands are shaking from holding back from you… ha, ah, ah

all of this silence and patience, pining and desperately waiting

my hands are shaking from all this… ah, ha, ha, ha

Lando was looking at you probably more than one should look at their PR specialist to the point he was sure you could feel his eyes on you.

But he couldn't help. Every little thing you did in that dress had caught his attention.

Your pinky-red painted lips covering the champagne glass you held. Those lips he wanted for himself. On him. Everywhere. Now.

The occasional brush of your hands that sent shudders he had to surpress.

The lights of the venue practically spotlighting you so everyone could see how beautiful you looked. So Lando could see exactly how nicely the dress clung to everyone of those damning curves.

The polite smiles you offered every single person you met. A gesture that sent his heart racing.

The forced polite laughter and chuckles you gave to the people that flirted with you. A gesture that made him both proud and frustrated. Proud in that you were clearly faking it because he knew what your real smile and laugh was. Hell, he had the pleasure of making it everyday. And that people clearly found you as beautiful as he did. Frustrated because people were clearly into you and he could do nothing but watch in silence.

Lando couldn't blame them either. If he was them, he too would've stopped to impress. But he didn't need to. Not when you were his entirely and he yours.

The more he looked at you the more his hands shook and his patience wore thin. His hands ached for this day to end, for him to take you to his room, and remove that goddamn dress.

He could imagine what his former teammates Carlos and Daniel say. Something along the lines of "stop staring at her like you want to eat her".

Which, in all honestly, wasn't true.

Lando didn't want to eat you. He wanted to devour you. Slowly and gently. He wanted to appreciate you... all of you. So much that only his name was falling from those beautiful lips of yours.

say my name and everything just stops

i don't want you like a best friend

only bought this dress so you could take it off

take it oh, ha, ha, ha-ah

carve your name into my bedpost

'cause i don't want you like a best friend

only bought this dress so you could take it off

take it oh, ha, ha, ha-ah

Lando couldn't imagine the poor luck he had. The event was finally over and he was home. Without you.

You had become slightly tied with some last minute discussions with the reporters and journalists, even your dear favourite Will.

Which meant for the past hour, Lando had nothing but his thoughts. Thoughts that consisted only of you, that dress, and what he was going to do with you.

What was he supposed to do?

Unbothered to put on a new change of clothes, Lando was in bed only in his boxers which had a very obvious bulge.

Lando let out a sigh, his hand brushing over his clothed cock. "Fuck," he muttered out through a clenched jaw. If it was any other day, he would've lost all self-control and jerked off to his thoughts of you. But you were going to be home soon and he desperately wanted to feel you.

"Lando? Honey, I'm home!" Your voice echoed through his house, teasing him.

Lando whipped his head up, feeling all his thoughts and emotions briefly stop as he darted towards the entrance.

You were taking of your heels when you saw Lando stand in all his glory almost naked. You couldn't help but laugh lightly. "Oh my... I thought we discussed you not walking around the house naked, Lando."

Lando said nothing. Instead, he took a step towards, eyes searching your face and arms encircling your body closer to him.

The hairs on your body stood straight while goosebumps started to sprawl across your skin. Lando's thumb brushed across your bottom lip. "You were later than expected," He said in a tone that almost neared a whine.

You let out a sigh, kissing the tip of his thumb. "I know. I'm sorry, baby."

Lando grinned. "It's okay," He quipped before scooping you up in his arms.

You let out a yelp before smiling as Lando ventured to your bedroom. You could soon feel the soft sheets of your bed touch your skin while Lando hovered over you.

"You have to tell me what the deal with this dress is, love," Lando whispered. His finger slid under the strap of your dress before trailing all the way down to your bare breast.

You opened your mouth to answer but not even a hint of a sound came out as Lando's finger circled your nipple gently. You met his eager blue eyes, waiting for answer.

"I only bought this dress so you can take it off. Simple as that."

Lando let out a low exhale, feeling his cock harden even further. God, were you even real?

"Yeah?" He hummed, pushing the straps of your dress down your arms. He pushed his face down lower, wrapping his lips around your nipple as he continued to pull your dress down your body.

Your back arched on the bed, pushing yourself into his mouth even further. Without a word, you lifted your hips up and Lando had fully taken the dress off.

His other hand reached your other nipple, paying it an equal amount of attention. He rolled the pebbled mound between his thumb and index finger, giving it a slight squeeze.

You let out a small whimper. Your hand navigating through his short curls. You could feel your core tighten and your pussy become slick with your arousal.

Lando unlatched his lips from your breasts, using both hands to gently thumb your nipples. "Tell me want you want, love. I want to hear it from these pretty lips."

God... you couldn't even decide. "I don't know. I want your lips. Your fingers. Fuck, I want it all."

Lando couldn't help but grin as a he felt a surge of energy rush through. "I can do it all," He chuckled before bringing his lips to yours. His tongue darted between your lips and into your mouth. His hands trailed up and down your waist while a muffled moan came out of his mouth.

You kissed him back with the same intensity of fervor, bringing your hands around his neck, willing him closer to you.

Lando could tell by the slight squirm of your legs, you were getting impatient down there. Slowly, he trailed down your waist and reached your panties. His own lips quirked at the damp material. Pressing his fingers into your core, he could feel a shudder overcome you.

Lando continued his assault on your lips as he rubbed you through your panties.

You removed your lips in a gasp for air. "Don't tease, Lando," You moaned out, clenching your thighs so it trapped his hand to your pussy.

Lando chuckled. He used his free hand to brush over your swollen lips. God, he wanted those lips around his cock. Maybe tomorrow morning. Or maybe in the shower tonight. Right now, he wanted to focus on you. "Say please. A good girl should always use her manners, no?"

This good girl thing had always infuriated you. It felt childish. But then it paled in comparison to the tingling and blossoming sensation of Lando's fingers rubbing your clit.

But of course, if you were going to be a good girl, you were always going for extra credit.

"Please, Lando. Fuck. I need your fingers. Please. I love the way they fill me up. The way they feel in me. Please."

Lando wanted to grin. But all he could do was groan in response. How could he not reward his dear overachiever?

His fingers pulled down your panties, snatching down the damp material past your legs. A guttural sound of pure sin fell from his mouth as he saw your pussy. It glistened in front of him, almost as if it was flooded. Sliding his fingers down those soaked folds, he watched you writhe under him and whimper.

Lando kept his eyes on you as he pushed two fingers into you slowly. He could feel your core envelope him and welcome him graciously. He watched your back arch once he began thrusting into a pace, feeling your walls clench around his fingers.

"Shit," you moaned, reaching for your breasts to both add even more pleasure and bring some sort of sanity. "Faster, baby. Please."

Lando sped up the pace of his fingers, bringing his thumb to rub your clit. His eyes flickered to your pussy. He licked his lips. You were swollen and engorged. Your puffy lips continuously took him in and it was almost paining his cock that he wasn't inside you yet.

A new intense wave of euphoria settled over you. Your body convulsed with a buzz that provided the almost silent moans from your mouth. "Fuck.... I... I'm gonna come," You moaned out, head falling back as your mind became clouded with pleasure.

Lando's cock throbbed from not being touched. He could do it no longer.

The whine you released when Lando took his fingers out of you almost made him want to put them back in. But instead, with a speed he had never even found in his car, he took off his boxers and hovered over your body.

"I know. I know," Lando murmured, pressing his lips into yours to silence your begging plea.

You placed your own fingers in your mouth, drenching them in your saliva. Removing them, your hand travelled down his waist, brushing past his v-line before circling your hand around his cock. You could feel Lando moan into the kiss, briefly stilling at your touch.

Slowly you rubbed him up and down, dangerously thumbing the slit of his cock. You watched as your saliva lubed him, giving him a unique shine. Your shine.

"Jesus fucking christ," Lando moaned out. He was sure if you kept up like this, he was going to cum in your hands rather than inside you.

"Fuck, as much I love your hands and touch. I need to be in you, baby," Lando sighed, removing your hand from his cock and slowly pressing into your body to slide his cock up and down your pussy.

You moaned at his words, feeling his lips wrap around your nipple once again.

"Stop teasing," You panted. The buzz created by the tip of his cock rubbing your clit was almost paining and torturous.

Lando didn't even mean to tease. But even just feeling your pussy felt like a different type of high. He groaned, pushing the tip of his cock into your swollen lips. A rush of warmth surged through him as he laid in you for a brief moment.

Your pussy was a safe haven. A cocoon made for his cock. This high... this pleasure... he could feel it with no one than you.

You sobbed in ecstasy. Lando was almost bring cruel. You raised your hips, fucking yourself onto your cock.

Lando had to keep himself above you, almost collapsing at your action. He let out a small laugh at your impatience before he started to move in you.

As he thrusted into you, you could feel his cock glide through your folds, reaching those familiar areas of arousal. You clenched your walls around him teasingly, silently urging him to speed.

"Fucking hell," Lando hissed out, speeding up the movement of your hips.

Sweat and arousal doused the both of you as the room was full of your pants and the obscene sound of your skin slapping.

"I'm gonna cum soon, baby," Lando said once you clenched around him once again. This clenching action always drove him overboard. It pulled him in even further into you and pressured his cock to pulse inside of you.

"It's okay. Cum with me," You moaned, bringing him into a sloppy kiss.

Your muffled moans became impossibly higher as Lando rutted into you at a merciless speed. The wave of pleasure and euphoria that had sprawled across the both of you was inexplicable. A transient unearthly state of mind. A paradox of what was holy and unholy.

Your hands had found their way to Lando's back. Your fingernails dug lightly into the smooth skin of his back. You dragged them down as your hips bucked higher in the chase of the climax.

"Fuck! Lando!" You cursed.

Lando could feel his cock twitch and throb inside you. The nails. His name. Your lips. It was any second now. "Fuck. Say my name, Y/N!"

'When your eyes had started to roll, you blinked focusing on the most beautiful boy in front of you. God he was a sight to behold. Blue eyes hooded with lust, lips swollen and puffy... albeit sweaty, but handsome nonetheless. 'When your eyes had started to roll, you blinked focusing on the most beautiful boy in front of you. God he was a sight to behold. Blue eyes hooded with lust, lips swollen and puffy... albeit sweaty, but handsome nonetheless.

"Lando!" You moaned, "I love you so much, Lando! Fuck!"

Your loud groans disturbed the quiet peace of the air as Lando and you felt the wave of euphoria hit you hard, his hips stilled within you. His body shook, warming your walls and folds with an influx of white.

Lando let out a soft moan, chin falling into your shoulder while both your sweaty bodies pressed together. You could still feel Lando's cock within you, giving every last dribble of cum to you.

"I love you, I love you, I love you.," Lando's hoarse voiced mantra made it's way into your ear. He planted a lazy kiss onto your shoulder before turning his body to face the ceiling. "Fuck, I love you so much, Y/N."

You turned on the side of your body, leaning on your hand. Your eyes were weighed with exhaustion but nevertheless you smiled at him. "I guess I should buy more dresses often," You joked.

You could feel Lando's body rumble with a gentle chuckle. His hand reached to move your sweat-ridden hair behind your ears. His blue eyes trailed over your face, in awe of how he had gotten this lucky in his life. The woman he loved so much was right next to him and he hoped forever.

Lando smiled at you, bringing your fingers to kiss them. He briefly thought backed to the small box he had managed to hide away in his closet. Three podiums. He was going to get three podiums and make sure that ring adorned your finger.

"Love, I'll buy all the dresses you want. And I'll take them off for you too."

#f1 x reader #mickyschumacher #f1 fanfic #f1 x you #lando norris smut #lando norris fanfic #lando norris x reader #lando norris #formula 1

2K notes · View notes