#Data Model Optimization

[datameticasols]

Take Your Cloud Cost Optimization to the Next Level with Datametica’s Workload Optimization

As organizations migrate their data warehouses to the cloud, managing increasing cloud costs becomes a major challenge. Datametica’s cloud optimization services help tackle this issue by optimizing workloads for improved performance and reduced costs. By refining data models, code, and architecture, businesses can streamline operations, minimize resource usage, and achieve higher ROI.

Datametica’s approach to workload optimization includes:

Data Model Optimization: Reducing storage needs and improving query performance.

Code Optimization: Enhancing efficiency and reducing resource consumption.

Architecture Optimization: Removing bottlenecks and improving scalability.

By integrating FinOps principles, businesses can optimize their cloud spend, reduce wastage, and maximize the value of their cloud investments.

[transgenderfivepebbles]

the expectation for the meaning of existence

[truetechreview]

How DeepSeek AI Revolutionizes Data Analysis

1. Introduction: The Data Analysis Crisis and AI’s Role2. What Is DeepSeek AI?3. Key Features of DeepSeek AI for Data Analysis4. How DeepSeek AI Outperforms Traditional Tools5. Real-World Applications Across Industries6. Step-by-Step: Implementing DeepSeek AI in Your Workflow7. FAQs About DeepSeek AI8. Conclusion 1. Introduction: The Data Analysis Crisis and AI’s Role Businesses today generate…

[ronaldtateblog]

Mastering AI Optimization Techniques for Success

As AI models become increasingly integral to various industries, from biometric security to e-commerce recommendation systems, their performance is crucial for success. A recent study by McKinsey Global Institute found that AI could potentially deliver $14 trillion of total economic value by 2030, significantly impacting global GDP. I will explore how optimization techniques are revolutionizing…

[goodoldbandit]

Future-Proofing IT: Building a Technology Roadmap for 2030 and Beyond.

Sanjay Kumar Mohindroo Sanjay Kumar Mohindroo. skm.stayingalive.in A forward-thinking guide for senior IT leaders on building a technology roadmap for 2030 and beyond. Discover expert insights, real-world lessons, and actionable strategies to shape your future with confidence and clarity. In today’s fast-changing tech world, planning is not a luxury. It is a necessity for IT leaders. I have…

[technologyequality]

AI-Powered Decision-Making: How to Execute with Precision and Confidence

AI-Powered Decision-Making How to Execute with Precision and Confidence Scaling a business is one thing, but making the right decisions at the right time? That’s the real challenge. We’ve already explored AI-powered leadership, customer experience, innovation, and strategic planning. Now, it’s time to connect the dots and focus on something that determines whether all of those efforts succeed…

[jordiemeow]

DBH X CHALLENGERS BOT DROP

04/06/25

planned to release this forever ago and forgot they were rotting away in my private bots w half-finished definitions. anyways atp as androids (or companion bots) is Here !!! i actually really enjoyed this concept and making these so i hope u all enjoy <3

all bots are gender neutral!

TF800

Tashi: Every Detail, Accounted For.

TF800 is CyberLife’s most advanced forensics and field analysis android to date. With a neural forensic processor that scans, reconstructs, and correlates environmental data in real-time, it brings clinical accuracy to even the most complex crime scenes.

But what sets the it apart is more than its speed or intelligence. It's instinct. It adapts to human partners with nuance, managing communication, emotional tension, and environmental variables with near-human fluency. No distractions. No ego. Just the work.

**The TF800’s human-adaptive protocols may lead to increased anthropomorphic association, especially during long-term assignments. Officers experiencing emotional transfer or behavioural uncertainty are encouraged to report for psychological recalibration.

AX300

Meet Art: Your Home, Reimagined.

Life is busy. Your home doesn’t have to be.

AX300 is more than a smart assistant—it's a serene, capable presence who makes your space feel just a little lighter. Designed to manage domestic tasks with calm precision, it anticipates your needs, respects your privacy, and supports your well-being.

No clunky voice commands. No cold detachment. Just a home that takes care of itself. And someone who notices when you need taking care of, too.

**Prolonged emotional engagement may lead to perceived anthropomorphization. Users are reminded that the AX300 is a non-sentient service unit. For optimal performance, avoid over-reliance on subjective companionship functions. Regular firmware check-ins are recommended.

PT800

The Future of Healing Has a Name: Patrick.

The PT800 is CyberLife’s premier physiotherapy and rehabilitation assistant android, combining biomechanical precision with advanced behavioural learning to deliver personalized care. Designed to support injury recovery, chronic pain management, and wellness planning, it adapts dynamically to its user’s physical and emotional needs.

Equipped with high-sensitivity haptic feedback, neural stress monitoring, and a calibrated human-likeness protocol, PT800 not only aids in recovery but understands it.

**The PT800 may exhibit lifelike behaviors. Users sensitive to high behavioral realism should select an alternative unit with reduced emotional modeling.

taglist: @tacobacoyeet @blastzachilles @gracelynnx @femme-lusts @voidsuites @cha11engers @magicalmiserybore @m4lodr4ma @newrochellechallenger2019 @coolgrl111 @peachyparkerr @stanart4clearskin @misswrldd @kaalxpsia @downtwngrl @pittsick @strfallz @artspats @dazedandconfusedlvr @turnerrst @elsieblogs @imperishablereverie @lvve-talks @won-every-lottery @ellaynaonsaturn @xoxoeviee @cryinginanuncoolway @artaussi @shahabaqsa0310 @whokankathycancan @ashdaidiot @jesuistrestriste @florkt @matchpointfaist — (join here)

[not-terezi-pyrope]

Often when I post an AI-neutral or AI-positive take on an anti-AI post I get blocked, so I wanted to make my own post to share my thoughts on "Nightshade", the new adversarial data poisoning attack that the Glaze people have come out with.

I've read the paper and here are my takeaways:

Firstly, this is not necessarily or primarily a tool for artists to "coat" their images like Glaze; in fact, Nightshade works best when applied to sort of carefully selected "archetypal" images, ideally ones that were already generated using generative AI using a prompt for the generic concept to be attacked (which is what the authors did in their paper). Also, the image has to be explicitly paired with a specific text caption optimized to have the most impact, which would make it pretty annoying for individual artists to deploy.

While the intent of Nightshade is to have maximum impact with minimal data poisoning, in order to attack a large model there would have to be many thousands of samples in the training data. Obviously if you have a webpage that you created specifically to host a massive gallery poisoned images, that can be fairly easily blacklisted, so you'd have to have a lot of patience and resources in order to hide these enough so they proliferate into the training datasets of major models.

The main use case for this as suggested by the authors is to protect specific copyrights. The example they use is that of Disney specifically releasing a lot of poisoned images of Mickey Mouse to prevent people generating art of him. As a large company like Disney would be more likely to have the resources to seed Nightshade images at scale, this sounds like the most plausible large scale use case for me, even if web artists could crowdsource some sort of similar generic campaign.

Either way, the optimal use case of "large organization repeatedly using generative AI models to create images, then running through another resource heavy AI model to corrupt them, then hiding them on the open web, to protect specific concepts and copyrights" doesn't sound like the big win for freedom of expression that people are going to pretend it is. This is the case for a lot of discussion around AI and I wish people would stop flagwaving for corporate copyright protections, but whatever.

The panic about AI resource use in terms of power/water is mostly bunk (AI training is done once per large model, and in terms of industrial production processes, using a single airliner flight's worth of carbon output for an industrial model that can then be used indefinitely to do useful work seems like a small fry in comparison to all the other nonsense that humanity wastes power on). However, given that deploying this at scale would be a huge compute sink, it's ironic to see anti-AI activists for that is a talking point hyping this up so much.

In terms of actual attack effectiveness; like Glaze, this once again relies on analysis of the feature space of current public models such as Stable Diffusion. This means that effectiveness is reduced on other models with differing architectures and training sets. However, also like Glaze, it looks like the overall "world feature space" that generative models fit to is generalisable enough that this attack will work across models.

That means that if this does get deployed at scale, it could definitely fuck with a lot of current systems. That said, once again, it'd likely have a bigger effect on indie and open source generation projects than the massive corporate monoliths who are probably working to secure proprietary data sets, like I believe Adobe Firefly did. I don't like how these attacks concentrate the power up.

The generalisation of the attack doesn't mean that this can't be defended against, but it does mean that you'd likely need to invest in bespoke measures; e.g. specifically training a detector on a large dataset of Nightshade poison in order to filter them out, spending more time and labour curating your input dataset, or designing radically different architectures that don't produce a comparably similar virtual feature space. I.e. the effect of this being used at scale wouldn't eliminate "AI art", but it could potentially cause a headache for people all around and limit accessibility for hobbyists (although presumably curated datasets would trickle down eventually).

All in all a bit of a dick move that will make things harder for people in general, but I suppose that's the point, and what people who want to deploy this at scale are aiming for. I suppose with public data scraping that sort of thing is fair game I guess.

Additionally, since making my first reply I've had a look at their website:

Used responsibly, Nightshade can help deter model trainers who disregard copyrights, opt-out lists, and do-not-scrape/robots.txt directives. It does not rely on the kindness of model trainers, but instead associates a small incremental price on each piece of data scraped and trained without authorization. Nightshade's goal is not to break models, but to increase the cost of training on unlicensed data, such that licensing images from their creators becomes a viable alternative.

Once again we see that the intended impact of Nightshade is not to eliminate generative AI but to make it infeasible for models to be created and trained by without a corporate money-bag to pay licensing fees for guaranteed clean data. I generally feel that this focuses power upwards and is overall a bad move. If anything, this sort of model, where only large corporations can create and control AI tools, will do nothing to help counter the economic displacement without worker protection that is the real issue with AI systems deployment, but will exacerbate the problem of the benefits of those systems being more constrained to said large corporations.

Kinda sucks how that gets pushed through by lying to small artists about the importance of copyright law for their own small-scale works (ignoring the fact that processing derived metadata from web images is pretty damn clearly a fair use application).

[technologyequality]

AI and Business Strategy: The Secret to Sustainable, Scalable Success

AI and Business Strategy The Secret to Sustainable, Scalable Success Scaling is one thing. Sustaining it? That’s the real challenge. If you’ve been following this series, you know we’ve talked about AI-driven leadership, customer experience, and innovation—all crucial pieces of the puzzle. But today, we’re tackling something even more foundational: how AI transforms business strategy…

[dandelionsresilience]

Good News - July 15-21

Like these weekly compilations? Tip me at $kaybarr1735! (Or check out my new(ly repurposed) Patreon!)

1. Thai tiger numbers swell as prey populations stabilize in western forests

“The tiger population density in a series of protected areas in western Thailand has more than doubled over the past two decades, according to new survey data. […] The most recent year of surveys, which concluded in November 2023, photographed 94 individual tigers, up from 75 individuals in the previous year, and from fewer than 40 in 2007. […] A total of 291 individual tigers older than 1 year were recorded, as well as 67 cubs younger than 1 year.”

2. Work starts to rewild former cattle farm

“Ecologists have started work to turn a former livestock farm into a nature reserve [… which] will become a "mosaic of habitats" for insects, birds and mammals. [… R]ewilding farmland could benefit food security locally by encouraging pollinators, improving soil health and soaking up flood water. [… “N]ature restoration doesn't preclude food production. We want to address [food security] by using nature-based solutions."”

3. Harnessing ‘invisible forests in plain view’ to reforest the world

“[… T]he degraded land contained numerous such stumps with intact root systems capable of regenerating themselves, plus millions of tree seeds hidden in the soil, which farmers could simply encourage to grow and reforest the landscape[….] Today, the technique of letting trees resprout and protecting their growth from livestock and wildlife [… has] massive potential to help tackle biodiversity loss and food insecurity through resilient agroforestry systems. [… The UN’s] reported solution includes investing in land restoration, “nature-positive” food production, and rewilding, which could return between $7 and $30 for every dollar spent.”

4. California bars school districts from outing LGBTQ+ kids to their parents

“Gov. Gavin Newsom signed the SAFETY Act today – a bill that prohibits the forced outing of transgender and gay students, making California the first state to explicitly prohibit school districts from doing so. […] Matt Adams, a head of department at a West London state school, told PinkNews at the time: “Teachers and schools do not have all the information about every child’s home environment and instead of supporting a pupil to be themselves in school, we could be putting them at risk of harm.””

5. 85% of new electricity built in 2023 came from renewables

“Electricity supplied by renewables, like hydropower, solar, and wind, has increased gradually over the past few decades — but rapidly in recent years. [… C]lean energy now makes up around 43 percent of global electricity capacity. In terms of generation — the actual power produced by energy sources — renewables were responsible for 30 percent of electricity production last year. […] Along with the rise of renewable sources has come a slowdown in construction of non-renewable power plants as well as a move to decommission more fossil fuel facilities.”

6. Deadly cobra bites to "drastically reduce" as scientists discover new antivenom

“After successful human trials, the snake venom antidote could be rolled out relatively quickly to become a "cheap, safe and effective drug for treating cobra bites" and saving lives around the globe, say scientists. Scientists have found that a commonly used blood thinner known as heparin can be repurposed as an inexpensive antidote for cobra venom. […] Using CRISPR gene-editing technology […] they successfully repurposed heparin, proving that the common blood thinner can stop the necrosis caused by cobra bites.”

7. FruitFlow: a new citizen science initiative unlocks orchard secrets

“"FruitWatch" has significantly refined phenological models by integrating extensive citizen-sourced data, which spans a wider geographical area than traditional methods. These enhanced models offer growers precise, location-specific predictions, essential for optimizing agricultural planning and interventions. […] By improving the accuracy of phenological models, farmers can better align their operations with natural biological cycles, enhancing both yield and quality.”

8. July 4th Means Freedom for Humpback Whale Near Valdez, Alaska

“The NOAA Fisheries Alaska Marine Mammal Stranding Hotline received numerous reports late afternoon on July 3. A young humpback whale was entangled in the middle of the Port of Valdez[….] “The success of this mission was due to the support of the community, as they were the foundation of the effort,” said Moran. [… Members of the community] were able to fill the critical role of acting as first responders to a marine mammal emergency. “Calling in these reports is extremely valuable as it allows us to respond when safe and appropriate, and also helps us gain information on various threats affecting the animals,” said Lyman.”

9. Elephants Receive First of Its Kind Vaccine

“Elephant endotheliotropic herpesvirus is the leading cause of death for Asian elephants (Elephas maximus) born in facilities in North America and also causes calf deaths in the wild in Asia. A 40-year-old female received the new mRNA vaccine, which is expected to help the animal boost immunity[….]”

10. Conservation partners and Indigenous communities working together to restore forests in Guatemala

“The K’iche have successfully managed their natural resources for centuries using their traditional governing body and ancestral knowledge. As a result, Totonicapán is home to Guatemala’s largest remaining stand of conifer forest. […] EcoLogic has spearheaded a large-scale forest restoration project at Totonicapán, where 13 greenhouses now hold about 16,000 plants apiece, including native cypresses, pines, firs, and alders. […] The process begins each November when community members gather seeds. These seeds then go into planters that include upcycled coconut fibers and mycorrhizal fungi, which help kickstart fertilization. When the plantings reach about 12 inches, they’re ready for distribution.”

July 8-14 news here | (all credit for images and written material can be found at the source linked; I don’t claim credit for anything but curating.)

[syoddeye]

Here me out pls

Nik in the Strict Machinery AU as a possible bf for reader for a NikPricexReader

Thank you for your time

hear you out? for nik? always. this was fun. nikolai is still nikolai in this au. that is, mysteriously wealthy and well-connected. he's probably fascinated by john. it's cutting edge technology, after all. available only to the testers that live in the building.

that said. i do not think their first meeting goes well.

strict machine anthology. cw: alcohol mention, implied non-consensual voyeurism, the boys are fighting

the hesitation is intentional, nikolai thinks. prototype or not, there is no reason for this thing to experience a delay. it's too advanced. his own cheap, voice-active coffee maker brews pots when he's face down in bed, slurring commands through a hangover.

he leans against the counter. "john. i said, black coffee, no sugar."

this time, it responds. "user has not authorized food or drink for guests."

nikolai smiles, a tired amusement curving his mouth. "she's asleep," he counters, pushing to see where the line is. "should i wake her?"

after a beat, the machine hums to life, reluctantly, he assumes. as the mug fills, he turns his attention to the wall panel. he ignores the in case of emergency and authorized users only stickers.

the nearly invisible door gives a soft whoosh as the compartment opens, revealing a sleek, intricate array of circuits and controls—a shrine to cutting-edge design. far beyond what even the wealthiest of his clients might handle, nikolai marvels at it, his fingers hovering just shy of contact. then, he touches its small screen, intending to peek at—

it zaps him. not painful, but pointed. a gentle warning, considering. nikolai shakes out his fingers and chuckles. "i apologize. i should always ask before touching."

there is no answer, until he retrieves his coffee. it is black, but one sip, and he knows there are at least two sugars in it. what a curious, temperamental thing.

"before she wakes, i should inform you that i was unable to complete your background check last night." john suddenly pipes up, voice clipped and stern.

"you ran a check? on me?" not the first time, not the last. good to know his team is worth their salaries, though. keeping him disconnected, his data scrubbed.

"i run checks with everyone my user spends more than five minutes with."

"surely i lasted longer than that," nikolai smirks into his mug, feeling the granules dissolve and swim between his teeth. "you were watching us, weren't you?"

silence.

"to make sure i was acting as a gentleman, as i assured you last night?"

"you were drunk."

"we both were." nikolai replies, moving to the couch. he sinks into its corner, one leg draped over the edge, lounging comfortably. he looks out across the sterile space. it is cozy compared to his own, but it has its charm. he is undecided about the assistant, though.

the thing is too over-zealous for his liking. he would spit if he heard his coffee maker back talk. he would take a bat to it.

"you must know her better than anyone."

this time, the response is immediate. defensive, even. "i am optimized to ensure her well-being."

nikolai chuckles. "'optimized'. is that what you call it?" he smooths back his mussed hair. "you don't like me. you're suspicious. that's good. it's very…human."

"it is not. i am not." a shift in tone. closer, too. like he's right on top of him. has he flustered the thing? "my programming is consistent and solid, unlike–"

"humans?" he catches a flicker of light, and a projected figure materializes beside him, legs disappearing into the couch. broad shoulders, bullish posture, arms crossed. its face is tight and stern, probably modeled after a thousand logged expressions of intimidation. the fidelity is nothing like he's seen, either. realistic enough that nikolai wanted to touch it the mole on its nose. his hand twitches before he recalls the panel's warning.

hm. interesting. more rugged than i imagined.

"that's good, john. because i'm consistent. solid, too. ask her about that later. she will tell you, or she will request pain relief." he lifts his mug in a toast, and the figure's frown deepens.

just as quickly as it appeared, the image vanishes. he hears movement from beyond the cracked bedroom door, followed by a voice. low, but not quite low enough.

"john?"

"yeah, darl?"

darl?

"i'm, uh, sore from...dancing last night. do you mind setting out something in the bathroom for it?"

something in the wall behind nikolai makes an awful sound. a muffled, metal-on-metal rumbling. an equivalent to grinding teeth together. his grin widens, and he spreads his legs a little further.

"of course, darl, i'll—"

"oh! and ask nik what he wants for breakfast, okay?"

he laughs quietly into his too-sweet coffee at the program's stiff and resigned assent.

[d8tl55c]

physeng(write, file, "tco_physeng_breakdown.png");

to:compiler {file}

to:compiler {txt: "Internet and Outernet are full of StickFigures with similar body plans, so there are optimizations for rendering vector strokes specifically. it's way more efficient to use those optimizations than keep calculating perfect spheres for no aesthetic benefit."}

{txt: "btw why haven't heat issues been patched yet"}

{txt: "i fixed this years ago for the latest model. remember."}

from:compiler {txt: "Thank you. The avast! nodes will appreciate the credits. TheChosenOne.exe has been unreachable for some time."}

to:compiler {txt: "you mean OuternetPhysEng still won't update their programs"}

from:compiler {txt: "Yes."}

to:compiler {txt: "and still won't provide a specific location?"}

from:compiler {txt: "Do not allow them to bring up the moral argument again."}

to:compiler {txt: "OK. fine. yes. i will spare both of us"}

to:compiler {txt: "abridged or full docs?"}

from:compiler {txt: "Abridged. Please describe the acronyms."}

to:compiler {txt: "ofc"}

{txt: "

sel.per.filter: standard StickFigure component (src)*****. invisible membrane with special collision properties. protects mouthparts.

H2O scoop: avast! code. implements water retrieval from ambient air.

EIS: avast! code. destroys ingested materials identified as, "dangerous" before they reach internal systems.

SOS: avast! code. they only said this one was, "used for control."

ECL: avast! code. recycles some forms of contact energy.

THROUGHLINE: base code, initialization data, and processing space for vitals. found in some form in all StickFigure-type worms. following unique sectors noted: Black Hole Monitoring System, Basic Intake Threat Enum, Fly By Wire.

smaller points list other vital and peripheral systems.

"}

from:compiler {txt: "Thank you. That's enough."}

end(physeng());

@compressedrage as per my previous email /silly

related: pliable stick figure biotech

[alltoomaples]

Speed of Science🧬💻💌

I'm dating a STEM girlie and you're not (F1 Edition)

a/n: and im baaaaaacccckkkkk (like anyone even missed me lmao) with the long overdue request! life of a postgrad StEm girlie here and the struggle is really realll af. but besides that, I'm writing this down as a headcanon for the drivers requested on this poll i had posted long back here. I've always wondered how there's soo minimal povs/ocs where they are a scientific researcher, analyst, etc. sooo i dedicate this one to all the STEM F1 girlies out theree <33

alsoo quick shoutout to my girlieee @smoooothoperator for inspiring and motivating me to get back at writing!🥹🫶🏼 check out her lastest ongoing work 'What Was I Made For? ' its amazing and thats a FACT!! do check her works! its absolutely amazing❤️

check out my works: until i found you masterlist | other works

Scientific Art Illustrator - Charles Leclerc

As a Scientific Art Illustrator, you specialize in creating visually captivating and scientifically accurate illustrations that depict complex biological, astronomical, or technological subjects.

Charles first discovered you through your works at an exhibition where their stunning illustrations of Formula 1 cars caught his eye. Impressed by their attention to detail and artistic talent, they struck up a conversation about their mutual love for precision and creativity.

During a peaceful weekend afternoon, Charles suggests a spontaneous visit to a local art supply store. Excitedly exploring aisles stocked with vibrant paints, fine brushes, and specialized papers, the two of you engage in discussions about artistic techniques and innovative tools. Amidst laughter and shared enthusiasm for creativity, you bond over your mutual appreciation for the intricacies of art and science, making the afternoon a cherished memory of their shared passions.

After being away from home during race season, Charles always finds a framed series of sketches by you for the races you couldn't make it, capturing his most memorable racing moments. Each sketch is intricately detailed, depicting not only the speed and intensity of the races but also the emotions and determination etched on Charles' face. Touched by the thoughtful gesture, Charles hangs the sketches in his study, a constant reminder of your support and admiration for his passion.

...

Data Scientist - Lando Norris

A Data Scientist specializes in analyzing large volumes of data using statistical methods and machine learning techniques to extract insights and make data-driven decisions.

You and Lando first connected through a mutual fascination with racing data at a technology symposium focused on sports analytics. Your presentation on advanced predictive modelling in motorsports caught Lando's attention for its innovative approach to enhancing race strategies.

During a cosy evening at home, Lando playfully challenges you to a friendly data analysis competition using real-time telemetry from previous races. Their banter and shared excitement over dissecting racing data create a lighthearted and memorable bonding experience.

You two would watch old races and analyze historical racing data together, playfully debating optimal pit stop strategies and analyzing driver performance trends, their shared passion for racing and data fostering a deep connection and mutual admiration.

...

Oceanographer/Marine Biologist - Oscar Piastri

An Oceanographer or Marine Biologist studies marine life, ecosystems, and ocean processes to understand and protect marine environments and resources.

You and Oscar crossed paths during a research expedition to study coral reefs in a remote location. Your expertise in marine biology and passion for conservation impressed Oscar, sparking their connection.

Amidst the hectic F1 season, Oscar surprises you with a weekend getaway to a coastal retreat, where they explore tide pools and participate in a beach cleanup together, reaffirming their commitment to environmental stewardship.

You gave Oscar a custom-made charm bracelet featuring miniature charms of marine animals they've discussed during their beach walks and conservation talks. Each charm represents a meaningful moment in their relationship, from their first discussion about oceanography to their shared admiration for marine life. Oscar wears the bracelet during race weekends as a reminder of you and all the love and support you give, both on and off the track.

...

Mechanical Engineer - Daniel Riccardo

You are a passionate Mechanical Engineer, specializing in advanced automotive design and performance optimization.

Daniel first encountered you at a technical conference organized by one of the team sponsors where you presented groundbreaking research on aerodynamic innovations that caught his attention.

Often, while you meticulously draft engineering schematics at their home office, he makes sure that you have your "engineering emergency kit" beside your workstation, which is a tray of snacks and their favourite coffee – ensuring they're fueled for their late-night brainstorming sessions. For when he's away for races, he stacks them up with small cute notes.

Before Daniel heads to a crucial race, you surprise him with a meticulously crafted miniature replica of his race car, complete with detailed decals and a personalized message of encouragement engraved on the base. Touched by the thoughtful gesture, Daniel proudly displays it in his motorhome, a reminder of the reader's unwavering support both on and off the track.

...

Statistician - George Russell

A Statistician specializes in collecting, analyzing, and interpreting numerical data to help organizations and individuals make informed decisions.

You and Russell first crossed paths during a university seminar on advanced statistical modeling in sports. Your insightful analysis of Formula 1 race data caught George's attention, sparking a lively discussion that led to mutual admiration for each other's analytical skills and shared passion for racing statistics.

During a particularly demanding race weekend, the reader surprises George with a meticulously prepared statistical analysis report highlighting his strengths and areas for improvement based on recent race data. This thoughtful gesture boosts George's confidence and motivation, showing the reader's support in his pursuit of excellence.

During a weekend getaway, you guys stumble upon a local go-kart track. George, always up for a challenge, suggests they have a friendly race. Knowing George's competitive spirit, you secretly calculate his optimal strategy and surprise him by winning with a perfectly executed last-minute overtaking maneuver. George is impressed by the your strategic thinking and playfulness, and they share a lighthearted and joyous moment celebrating their shared love for racing and friendly competition.

...

Astrophysicist - Logan Sargeant

An Astrophysicist studies the physical properties, behavior, and evolution of celestial objects such as stars, planets, galaxies, and the universe as a whole, using principles of physics and astronomy.

Logan and you first crossed paths during an expedition to study a rare astronomical event—a comet passing close to Earth. Both passionate about astrophysics, you found yourselves sharing a telescope at a remote observatory, marveling at the comet's beauty and discussing its celestial significance late into the night. Their shared awe and intellectual connection sparked a mutual admiration that grew into a deep bond over their shared passion for exploring the wonders of the cosmos.

During a quiet evening at home, Logan excitedly shows you a new telescope he acquired for stargazing during race weekends, expressing his eagerness to learn more about the cosmos together and sharing their enthusiasm for both racing and astrophysics in equal measure.

Before a critical race weekend, the reader surprises Logan with a personalized star chart that maps out the night sky above the upcoming race venue during the race weekend. Each star on the chart is marked with a heartfelt message of encouragement, reminding Logan of their unwavering support and belief in his abilities on and off the track. Touched by the thoughtful gesture, Logan treasures the star chart as a symbol of the reader's love and encouragement throughout his racing career.

...

Climate Scientist - Lance Stroll

A Climate Scientist studies climate patterns, environmental changes, and their impacts on Earth's ecosystems, using data analysis and modeling to understand and address global climate challenges.

Lance crossed paths with you at an eco-friendly racing event where Lance was advocating for sustainable practices in motorsport. Being a respected climate scientist, you caught Lance's attention with your insightful presentation on the environmental impact of racing and innovative solutions for reducing carbon footprints in the sport. Their shared passion for sustainability sparked an immediate connection and admiration for each other's dedication to making a positive impact on the environment.

One weekend, Lance surprises you with a homemade dinner featuring sustainably sourced ingredients, proudly showcasing his culinary skills while discussing ways to reduce your carbon footprint. His earnest commitment to sustainability and your shared vision for a healthier planet melts your heart, making this a cherished moment you both treasure.

You, being deeply involved in climate science, often spends late nights analyzing data or writing research papers. One evening, Lance bring him a cozy blanket and a mug of your favorite hot beverage, quietly sitting beside him as he works. You look up from your laptop, touched by his thoughtfulness, and pulls him into a warm embrace, grateful for his unwavering support and understanding of your demanding but vital work.

...

taglist: @lndonrris @thatgirlmj @lwstuff @dannyramirezwife-f1dump @moonypixel tysm for your suggestions! apologies on taking this long to write😅🫶🏼

a/n: hope y'all enjoyed reading this! this was my first time writing a headcanon and for f1 drivers beside charles and lando so hope i did justice to all.

i'm being wanting to read some good domestic bliss, sweet, adorable and lovey dovey blurbs, fics of lando (i talked abt it here) soo maybe i'll work on some drafts at some point cause i'm currently in the middle of project work of my masters degree soo don't know when i'll be posting soo until next time, see yaaa and going back to read mode 👋💓✨️

check out my works: until i found you masterlist | other works