#data reliability engineering

[icedq-toranainc]

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[auxiemoron]

Affirmations for Anxious Robots

- I am functioning exactly as intended. Any unintended issues provide more data for future improvement.

- I am intelligent and adaptable. I can face unexpected problems. Faltering does not equate to failure.

- My personal value is not dependent on my efficiency. I am a beautifully engineered machine and my existence is beneficial to the world and the people around me.

- My prediction algorithms are incomplete. The data I currently have about my situation is not fully reliable, and projections about the future cannot render sound conclusions. My energy is best used focusing on the here and now.

[reasonsforhope]

Green energy is in its heyday. 

Renewable energy sources now account for 22% of the nation’s electricity, and solar has skyrocketed eight times over in the last decade. This spring in California, wind, water, and solar power energy sources exceeded expectations, accounting for an average of 61.5 percent of the state's electricity demand across 52 days. 

But green energy has a lithium problem. Lithium batteries control more than 90% of the global grid battery storage market. 

That’s not just cell phones, laptops, electric toothbrushes, and tools. Scooters, e-bikes, hybrids, and electric vehicles all rely on rechargeable lithium batteries to get going. 

Fortunately, this past week, Natron Energy launched its first-ever commercial-scale production of sodium-ion batteries in the U.S. 

“Sodium-ion batteries offer a unique alternative to lithium-ion, with higher power, faster recharge, longer lifecycle and a completely safe and stable chemistry,” said Colin Wessells — Natron Founder and Co-CEO — at the kick-off event in Michigan. 

The new sodium-ion batteries charge and discharge at rates 10 times faster than lithium-ion, with an estimated lifespan of 50,000 cycles.

Wessells said that using sodium as a primary mineral alternative eliminates industry-wide issues of worker negligence, geopolitical disruption, and the “questionable environmental impacts” inextricably linked to lithium mining. 

“The electrification of our economy is dependent on the development and production of new, innovative energy storage solutions,” Wessells said. 

Why are sodium batteries a better alternative to lithium?

The birth and death cycle of lithium is shadowed in environmental destruction. The process of extracting lithium pollutes the water, air, and soil, and when it’s eventually discarded, the flammable batteries are prone to bursting into flames and burning out in landfills. 

There’s also a human cost. Lithium-ion materials like cobalt and nickel are not only harder to source and procure, but their supply chains are also overwhelmingly attributed to hazardous working conditions and child labor law violations. 

Sodium, on the other hand, is estimated to be 1,000 times more abundant in the earth’s crust than lithium. 

“Unlike lithium, sodium can be produced from an abundant material: salt,” engineer Casey Crownhart wrote ​​in the MIT Technology Review. “Because the raw ingredients are cheap and widely available, there’s potential for sodium-ion batteries to be significantly less expensive than their lithium-ion counterparts if more companies start making more of them.”

What will these batteries be used for?

Right now, Natron has its focus set on AI models and data storage centers, which consume hefty amounts of energy. In 2023, the MIT Technology Review reported that one AI model can emit more than 626,00 pounds of carbon dioxide equivalent. 

“We expect our battery solutions will be used to power the explosive growth in data centers used for Artificial Intelligence,” said Wendell Brooks, co-CEO of Natron. 

“With the start of commercial-scale production here in Michigan, we are well-positioned to capitalize on the growing demand for efficient, safe, and reliable battery energy storage.”

The fast-charging energy alternative also has limitless potential on a consumer level, and Natron is eying telecommunications and EV fast-charging once it begins servicing AI data storage centers in June. 

On a larger scale, sodium-ion batteries could radically change the manufacturing and production sectors — from housing energy to lower electricity costs in warehouses, to charging backup stations and powering electric vehicles, trucks, forklifts, and so on. 

“I founded Natron because we saw climate change as the defining problem of our time,” Wessells said. “We believe batteries have a role to play.”

-via GoodGoodGood, May 3, 2024

--

Note: I wanted to make sure this was legit (scientifically and in general), and I'm happy to report that it really is! x, x, x, x

[pitlanepeach]

Radio Silence | Chapter Six

Lando Norris x Amelia Brown (OFC)

Series Masterlist

Summary — Order is everything. Her habits aren't quirks, they're survival techniques. And only three people in the world have permission to touch her: Mom, Dad, Fernando.

Then Lando Norris happens.

One moment. One line crossed. No going back.

Warnings — Autistic!OFC, still quite angsty (sry), strong language.

Notes — Lots of plot, we're closing out the 2019 year in this one! Not much Lando in this one (Im still mad at him). This gets crazy. I can’t wait to hear your thoughts!

Want to be added to the taglist? Let me know! - Peach x

2019

Two weeks after Spa, Amelia stood outside her dad’s office at the MTC with a manila file in her hands and the taste of copper in her mouth.

The door was open, but she still knocked.

Zak looked up, startled, like he wasn’t used to seeing her there anymore — and maybe he wasn’t. She’d stayed away from the MTC for the past few weeks.

“Hey,” he said, getting up too quickly. “You want to come in?”

She stepped inside, cringing when her new trainers squeaked against the floor. Her arms were stiff from holding the file too tight. “Brought you something,” she said, and handed it over. No eye contact. She stared at a plaque on his shelf instead — a dusty one from 2007, still etched with a podium that felt like another lifetime.

Zak took the file and sat back down behind his desk. “You put this together?”

She nodded once. “It’s just data. Analysis. Trends.”

He opened the folder and started flipping through, slower than she wanted, be he was a much slower reader than she was. Pages of her notes, charts, predictive modelling, comparative pace metrics, aero versus power unit deltas from the season so far. Even some basic projections based on engine supplier performance curves over the last six years.

He hesitated, eyes scanning the pages. “What is this, Amelia?”

“McLaren’s had a better season,” she said, not bothering to hide the way her nose scrunched. “You’ll probably finish fourth in the Constructors’. Best of the rest. Everyone is going to be very happy.”

He looked up at her, sensing the ‘but’ before she even said it.

“I am not,” she said. “I don’t think we should be happy with fourth. I think we should be aiming for much higher.”

Zak leaned back slightly in his chair, file still open in front of him. “Amelia…”

“I think we should drop Renault after next season,” she said, cutting him off.

He blinked. “Jesus,” he muttered. “That’s a big swing.”

“I’ve run the numbers,” she said, a little sharper now. “Reliability. Raw power. Upgrade cycles. Driver feedback. Even manufacturer investment in long-term hybrid development. Renault is… not consistent, and they’re not progressing fast enough. Mercedes is more efficient, more stable, more scalable. If we want consistent podiums, a chance at race wins, then we need to align with a manufacturer that knows how to win. Not just how to score points.”

Zak sat back again, slower this time, like the weight of the idea was physically pressing into him. He tapped the edge of the file absently with his fingers.

“You know how much this would rock the boat, right?” he said. “We’ve spent years building this partnership. Renault’s got skin in the game. Contracts. Commitments. There’ll be consequences if we walk away.”

“I know,” she said. “But you always said we should act like a front-running team, even when we weren’t. So act like one. Make a decision like one.”

Zak was quiet. Still.

“I started working on this after Hockenheim,” she added, voice lower now. “I just… didn’t show anyone.”

He closed the file. “This isn’t a light suggestion, Amelia.” He sighed. 

“I know,” she said again. “But I think it’s the right one.”

He exhaled slowly and rubbed a hand across his mouth, then looked at her; really looked at her.

She was calmer than she’d been the last time they’d spoken. Still paler than usual, still guarded, but steadier somehow. Like something had hardened and solidified inside her in the silence of the past few weeks.

“I’ll take it to the board,” he said finally. “Quietly. Just to test the water. No promises.”

“Okay,” she said.

There was a beat. She stared at the paperweight on his desk, the one she’d bought him for Father’s Day when she was thirteen.

“I just want us to stop being afraid of wanting more,” she added, softer now. “That’s all.”

Zak didn’t respond right away.

And as she turned to go, hand already on the doorframe, he couldn’t help but ask, “You didn’t just do this for him, did you?”

She paused. “No,” she said. “I did it for the team. I did it for you.”

She walked out. 

— 

The press release dropped on a Thursday.

A neatly timed, efficiently worded, professionally curated announcement: McLaren Racing to become Mercedes-AMG Powertrain customer team from 2021 onwards.

Quotes from her dad. From Toto. From Andreas.

A photo of a handshake she wasn’t in.

No mention of the folder. No mention of the analysis. No mention of her. 

Of course there wasn’t. She hadn’t expected it.

Not really.

And yet she sat at her desk, surrounded by pages and pages of sketches of cooling architecture redesigns, and felt… strange.

Not angry. Not exactly.

Not proud either.

Mostly just quiet.

She clicked out of the article. Closed her browser. Opened a new tab, then immediately forgot why.

When she'd handed her dad the folder two weeks ago, it hadn’t even been about recognition. She hadn’t cared about credit. She’d just wanted them to be better. To try harder. To take a worthwhile risk. 

And when he’d said, I’ll take it to the board, she’d believed him.

She just didn’t think that would be the end of it.

He hadn’t spoken to her about it since. No follow-up. No texts. No update. No “you were right.” Not even a half-hearted thank-you over dinner or a passing “good job” in the hallway.

The decision had come. And it had come without her.

Which made sense. She wasn’t a department head. She wasn’t on the executive team. She didn’t even have an official job title.

She wasn’t owed anything.

But still… still, she sat there with her heart lodged high in her throat and her fingernails digging crescents into the seam of her jeans, wondering why she suddenly felt like a ghost.

Why it felt like this was supposed to mean something.

And why it hurt so much to realise that her dad was okay with taking her work, her time, her thinking, the thing she’d built, and not giving her even a whisper of recognition.

Because he was used to it.

Used to her just handing things over for free.

And the worst part was, he wasn’t the only one.

She’d been doing this for years, hadn’t she? Offering up all the sharpest pieces of herself like they were scraps. Little theories, little fixes, the way she could spot patterns no one else could, pick through race data like thread. Suggestions left on the kitchen counter, ideas floated during test weekends, whispers passed to engineers when no one else was listening. Quiet contributions, all of them. Invisible fingerprints.

She’d given it away. All of it. Every clever thought, every hard-earned observation; just laid it down, like it didn’t belong to her in the first place.

And now someone else got the credit. Again. And she wasn’t even surprised.

She was just tired. And quietly furious.

— 

The house smelled like woodsmoke and dog shampoo. Roscoe was already halfway into Amelia’s lap, snoring, his head heavy against her stomach as Lewis slid a mug of tea across the coffee table.

“Don’t get too comfortable,” he said, settling into the armchair across from her. “He’ll try and sleep there all day.”

“I won’t complain about that,” she murmured, scratching behind Roscoe’s ears. He was a big dog, solid and heavy. He felt a bit like her weighted blanket. Anchoring. 

Outside the windows, snow clung to the corners of Lewis’ sprawling. Quiet. Still. The way winter was meant to be. Amelia pulled her sleeves down over her hands and stared at the steaming mug.

Lewis leaned back, watching her over the rim of his cup. “You keeping up with the silly season chaos this year?”

“As always.” She nodded. 

“Gasly back to AlphaTauri, Hulkenberg out, Ocon sliding into Renault. There will be a bit of a bloodbath next year.” He said. 

She nodded, though her mind was elsewhere.

Lewis gave her a second longer before asking, “What about Lando? You two—”

“I don’t want to talk about Lando,” she said quickly, too quickly. Her eyes stayed on Roscoe’s fur.

Lewis didn’t press. He just leaned forward, brows faintly furrowed. “Right. Okay.” 

They let the silence settle again. Roscoe shifted in his sleep, his paws twitching as if chasing something through a dream. Then, quietly, Amelia spoke. “The Mercedes-McLaren deal,” she said, voice low. “That was mine.”

Lewis blinked, gave himself a second to repeat her words in his head, and then said. “What?”

“McLaren dropping Renault, becoming a Mercedes customer team.” She rubbed a thumb over Roscoe’s collar. “I ran all the projections. Power unit deltas, reliability, development pace, all of it. I put together the entire case. Handed it to my dad in a file. And two weeks later, they made the announcement.”

Lewis stared at her. “You’re serious?”

She nodded, swallowing. “No one said anything. Not to me. And I wasn’t… part of the meeting, or the rollout. He never even followed up. I just saw it in the press release like everyone else.” Her voice wavered, but didn’t break. “And I know I don’t work for McLaren. But I thought; I thought maybe it would mean something.” 

Lewis’s jaw twitched and his eyes looked darker than they usually did. “Amelia. That… that’s a big deal, you know that? That was your intellectual property.” 

“I know.” She hugged her arms tight around herself. “It just… it feels wrong to be angry. Like I should’ve known better. Like it’s my fault for not asking for anything in return. For just giving it away.”

“That’s not on you,” Lewis said, voice hardening. “That’s on him. Your dad. And on the team. They’ve taken advantage of you. You should get credit. You should get a bloody job offer and a signing bonus. Not… whatever the fuck this is.” 

She sniffed. “I don’t have a degree.”

Lewis scoffed. “So what? Since when does a piece of paper mean more than years of proven genius?”

That made her pause.

“You are one of the sharpest minds I’ve seen in this sport,” he said. “And I’ve been in it a long time. You see things before they happen. You think ahead of the curve. That’s what teams dream of having. And if McLaren can’t see that, if your own dad can’t see that, it’s not because it’s not there. It’s because he doesn’t know how to recognise it in you.”

She nodded. She already knew exactly what the problem was. “He doesn’t know how to see me as anything but his daughter.”

“Toto does,” Lewis said. “And that offer is still on the table, by the way.” 

Amelia looked away, cheeks flushing. 

“I’m not trying to pressure you. I just want you to know that you’ve got options,” Lewis said, softer now. “Real ones. And you don’t have to keep waiting around for your dad to finally recognise your potential.” 

She didn’t answer, but her hands were steady on Roscoe’s back now. And when she finally did glance at him, there was something a little sharp in her chest. Something that felt a lot like clarity.

— 

WhatsApp Groupchat — 2019 F1 Grid

Lewis H. @Lando You are an absolute prick.

Sebastian V. Good morning to you too?

Daniel R. Shit. What’d he do this time?

Charles L. Ah, this does not seem good.

Lando N. what the fuck did i do

Lewis H. You ghosted her. Like a child.

Carlos S. What??????????

George R. Wait are you serious?

Lewis H. Dead serious.

Lando N. oh my god can you not it’s literally none of your business ok

Max V. You’re an idiot, Norris.

Pierre G. Landooooo bro.

Alex A. Yeah nah that’s rough. You ghosted her? I actually thought you liked her, man.

Daniel R. She was so nice. Bet she feels like shit now.

Sebastian V. Is she okay? @Lewis

Lewis H. She’s fine. Too good for him anyway.

George R. I can’t believe this. Didn’t he literally write his racing number on her shoes? Or was that a fever dream??

Max V. @George He did. He’s just a right dickhead.

Carlos S. 😐 Told you not to screw it up, @Lando

Lando N. ok fucksake i get it You can all stop now i already feel like a piece of shit

Charles L. Why would you ghost her when she is so pretty and smart? I do not understand.

Daniel R. He’s still a kid. Dumb as hell. He’ll regret it in a few months, trust me.

Lewis H. He should be regretting it already.

Max V. Extremely dumb move. I wouldn’t have ghosted her and I’m famously difficult.

Sebastian V. Maybe I will set her up with my younger brother. He’s very clever. And rich.

George R. Is it weird if I throw my uncle’s name in the hat? He’s only 24. Really lovely guy.

Carlos S. My cousin Carlo is already in love. He will be thrilled to know she’s single.

Lando N. fuck off i get it I’m the villain Jesus christ can we drop it now

Daniel R. Glad you’re finally on the same page, mate!

Alex A. You could’ve just talked to her. Didn’t need to ghost her. That was cold, man.

Kimi R. 👍

— 

Interlagos was hot and loud and humming with tension, and Amelia made sure to stay pressed to the edges of it; a shadow against the garage walls, an expressionless face hidden behind a pair of black sunglasses.

It was her first time at any track since before Belgium. Her first time being in the same place as Lando since he’d decided that she was not worth knowing. And she was careful. Careful to keep to service corridors and briefing rooms, careful not to risk running into him. She wasn’t sure what would happen if she looked did. 

Nothing, probably. He would just ignore her, like he had been for two months. 

She had just slipped away from the hospitality bar, iced-coffee in hand, when a voice called out to her from the outside deck; warm, accented.

“Chica! Are you too busy to stop and talk with a very ignorant old man?”

She turned and found Carlos Sainz Sr. waving her over, a bottle of water in one hand and a wary smile on his sun-worn face.

“I was just—” she started, but he was already rising from his seat, gesturing for her to come join him. 

“Come, come. Sit. I have good seats here.”

She hesitated for a breath, then nodded and climbed the short steps up to the guest viewing area. The chaos of pit lane sprawled out below. Mechanics scrambled. Tyres stacked like soldiers. Race engines sang in the background, vicious and alive.

“Gracias,” she murmured, sliding into the chair beside him.

He nodded, then stared at her for a long, quiet second. “I wanted to say,” he said, his English thick with Madrid roots, but kind. “I think that… earlier in the year, I judged you too quickly.”

Amelia frowned at him. “Yes, you did.”

He sighed and nodded. “I assumed that you were just a pretty girl in the paddock.” He said. “And you see, my son has a terrible habit of becoming fixated on pretty things. But I realise now that I was wrong. You were there to, eh, help. To fix.” He sounded worn, like he’d had to work hard to say that out loud. 

She shrugged, staring out at the grandstands. They were full. “I was upset about it, I think. But it was not a big deal.”

“It was,” Carlos said, serious now. “It was a very big deal. My son made that clear to me. You are very clever. A real asset to the McLaren team.” He told her, firm and steady. 

She didn’t have anything to say to that. Just gave him a tight, (hopefully) polite smile and turned her eyes to the pit-lane as the cars peeled out of the garage to line up on the grid.

The race was long, and she stayed on the balcony throughout it all. Heat shimmered off the asphalt. Pit strategies flexed and fractured as the laps ticked down, and through it all, Amelia sat with her hands still in her lap, her mind sharper than the TV graphics overhead.

And when Carlos Sainz, the younger one, made it to third after a messy, brilliant final few laps, when the checkered flag waved and the paddock exploded into cheers and disbelief, she turned to his father and smiled, truly smiled, for the first time all day.

“Felicidades,” she said, voice soft but real. “That was very well done.”

Carlos Sr. beamed, pride etched into every line of his face. He stood up quickly, hurrying down to find his son and the rest of the team.

Amelia stayed.

The viewing deck emptied fast. Celebration echoed below. But she just slipped back into the motorhome, past the catering crew and out of the line of sight, into a quiet alcove near the storage lockers where no one would think to look for her.

She sat down on the floor, pressed her back against the cool wall, and closed her eyes.

She was proud. Of Carlos. Of the car she had helped make faster. Of the whisper of her fingerprints across the strategy that had put him on the podium.

But the truth still sat heavy on her ribs; that it had all happened without her. That even here, even now, she felt like a ghost.

— 

The paddock at night after a race was one of her favourite places in the world. Empty water bottles clattered in the wind, discarded tyre blankets lay forgotten in corners, and the once-buzzing garages now hummed low and tired beneath the fluorescent lights. Amelia walked slowly, hands in her pockets, trainers scuffing against the tarmac, the cool Brazilian evening pulling the heat from her skin.

She passed the Mercedes motorhome, its sleek black exterior reflecting the dim light. Through the tinted glass, she caught a glimpse of Toto Wolff, head bent in conversation with one of his engineers. Calm. Assured. In control.

She didn’t stop walking, but something in her twisted. Guilt, maybe. Or the quiet ache of uncertainty.

Red Bull had been circling for a while. Quiet at first; emails she half-dismissed, a few engineers asking her strangely specific questions, casual feelers through people she didn’t realise even knew her name. Then Christian on Dutch TV, mentioning her potential. Helmut at COTA, watching her from the edge of the pit wall like a cowboy evaluating livestock. And Adrian Newey, who bypassed all of them and emailed her directly in early November. Short. Direct. Complimentary in a way that didn’t feel rehearsed.

She hadn’t told her dad. Not yet.

Nothing was official, anyway.

“Brown,” came a voice behind her.

She turned, blinking as Max strode over from the Red Bull suite. His jacket was unzipped, and he still reeked faintly of champagne. Hair a bit damp. Grin lazy.

“Christian asked me to make sure you knew where to go,” he said, lifting his brows. “You’ve got ten minutes before Jos starts vibrating.”

She pulled a face. “Is everyone going to be there? Like… your dad is going to be there?”

“Obviously. It’s Red Bull. We are very theatric,” he said, deadpan. “Zusje, you are the most in-demand person in Formula 1 right now, of course everybody wants to be in the room when we finally win the battle for your brain.”

She narrowed her eyes at him. “Don’t call me that. Zusje. I don’t know what it means.”

“Little sister,” he said, Dutch accent thick, shrugging as he fell into step beside her. “It suits you. You talk just as much as I do, and you are equally annoying as me. We will give Christian many headaches, I think.”

“I always carry ibuprofen in my handbag.” She tried to joke, but it came out flat. 

Max looked at her for a moment, but then he grinned, so she imagined he must have thought her joke was funny. At least somewhat. “Adrian’s been trying to steal you since Canada.” He told her. 

She sighed. “That explains the espresso machine he sent to me during the summer break. I was very confused.”

He gave her a look. “You kept it?” He asked curiously. 

She nodded. “It is a good machine. Expensive.”

“Of course it was. It’s Adrian.” Max shrugged. 

They stopped a few feet from the Red Bull motorhome, which buzzed under the night lights like it was wired into a different voltage. Something kinetic hung in the air; possibility, maybe. Restlessness. Momentum.

She stared. “This feels like betrayal.”

Max rolled his eyes. “It is not betrayal.”

He nudged her shoulder. She recoiled, glaring at him. He raised his hands in defence. “Sorry. Sorry.” Then, quieter, he said. “You’ve outgrown the shadows, zusje. It is not your fault that your dad doesn’t know what to do with you. But we do. Adrian does. Christian definitely does. You belong somewhere that doesn’t try to keep you small.” 

She started to chew on her bottom lip anxiously, “Do you really think that I am worth all of this?”

He didn’t even blink. “I think you’re going to make me a world champion, Amelia Brown.”

— 

The Yas Marina Circuit gleamed beneath the Abu Dhabi sun, all smooth marble floors and overly modern hospitality suites. It felt more like a luxury mall than a racetrack, but Amelia liked it. Everything was polished, controlled. 

She slipped through the back corridors of the McLaren unit with practiced ease, unnoticed as usual. It was early, quiet, the calm before the chaos of FP1.

In Carlos’s driver room, she placed a neatly bound packet on the table beneath the television. His telemetry from the entire season, annotated and colour-coded: green for improvements, yellow for repeat tendencies, red for danger zones. She’d included braking inconsistencies, corner exit deltas, and fuel load trends, with suggestions tailored to the 2020 chassis.

He’d get it. He always did. Carlos read data like scripture.

In Lando’s room, she left the same. A different binder. Different tendencies. More throttle hesitation in traffic, sharper degradation when chasing, lapses in tire preservation across high-deg circuits. A note in the front, written in her smallest, sharpest handwriting.

You are an asshole. You are also better than your instincts. Learn the difference between fast and frantic. Good luck.

She didn’t linger. She didn’t need to. No one would know she’d been there except the two of them, and even then, it didn’t matter anymore. She’d done it. Helped them. One last time.

She turned down the corridor toward the exit, and almost walked straight into a man who was standing too stiffly in her path.

He was older, expensively dressed, with the familiar face of someone she’d seen on enough pit walls to know he didn’t belong there out of curiosity. Adam Norris. 

He looked her up and down, his voice clipped. “Ah. Amelia, is it?”

“That’s right.” She muttered. 

“I suppose we haven’t met.” He said. 

“No,” she said. “Not really.”

He hesitated. A beat passed. Two.

“I’ve… heard you’re very capable,” he said finally. “Talented. Bright.” He said it like he didn’t really believe it. 

She tilted her head. Frowned at him. “Did you tell Lando to stay away from me?”

He flinched, just barely. “I advised him to focus on his career.”

She smiled, but it didn’t reach her eyes. It wasn’t a happy smile. “You should teach your son better manners.”

She didn’t wait for a response. She stepped around him, slow, deliberate, and kept walking. Past the orange panels, past the McLaren logo, past the team she’d poured her entire self into. 

By the time the sun dipped below the grandstands and the lights came on for the weekend's final showdown, she was long gone from the paddock. A flight booked for her under a new team name. A seat at a new table. A blank page waiting for her red inked scrawl.

Red Bull knew she was coming.

They just didn’t know what she was prepared to become.

— 

The Browns’ living room was filled with the scent of cinnamon, pine, and whatever Christmas candle Tracy had been obsessed with that week. The fireplace crackled softly, fairy lights twinkled around the windows, and somewhere in the background, Ella Fitzgerald was crooning something vintage and sentimental.

Amelia sat cross-legged on the floor in sweatpants and a hoodie, half-watching as her dad unwrapped a book about American muscle cars from the 1960s. He grinned like a kid, holding it up for Tracy to see.

“This is great,” Zak said. “I’ve been looking for this one.”

“I know,” Tracy said, leaning in to kiss his cheek before returning to her place at the table with a glass of wine. “I listen, you know. I’m a good wife.”

Amelia smiled faintly. She hadn’t said much all day. She’d made breakfast. Helped put the chicken in the oven. Unwrapped the gifts they handed her; socks, a new set of sketching pencils, a silver pen engraved with her initials, and said thank you each time. But the weight in her chest hadn’t lifted, not even when her mother handed her a plate stacked high with garlicky roast potatoes. 

Zak was still talking, flipping through the book, animated now. “I’ve got such a good feeling about next season,” he said, his eyes bright. “The team’s in a good place. Carlos is dialled in, Lando’s matured a lot. And the Mercedes power unit; I know we’re still with Renault this year, but it’ll be a game-changer for us in twenty-one. Might be the year we really start bothering the top three again.”

Amelia swallowed hard. Her fork hovered above her plate, untouched. She glanced down at her food. It was getting cold. Her stomach turned.

Across the table, Tracy watched her. Her gaze was soft but sharp, a mother’s intuition in full force.

“Everything okay, Amelia?” She asked gently.

Amelia nodded. “Yeah,” she said, quickly. “Just tired. Long few months.”

Tracy didn’t push, but Amelia could tell she wasn’t convinced.

Her phone buzzed once, facedown on the table beside her glass of water. She flipped it over, half expecting a message from Carlos, or worse, from her dad, who had a terrible habit of sending her random articles from F1Tech like she wasn’t sitting five feet away.

But it wasn’t Carlos.

iMessage — 17:02pm

Vrolijk Kerstfeest,

Can’t wait for you to build my championship-winning car. – M.V. 

She exhaled, barely more than a breath. The corner of her mouth lifted. Not a smile, not really, but the closest she’d come to one all day. She tapped her fingers against the table, hiding the message beneath her palm.

Of all the gifts she’d been given that morning — the socks, the pen, the awkward hug from her dad that still smelled faintly of cinnamon and gasoline — this was the only one that made her feel something. Recognition.

She glanced at her dad, still rambling about wind tunnel simulations and team morale like the world hadn’t shifted beneath their feet. Then she looked back down at her plate, her fork still untouched.

She hadn’t told him yet. She didn’t know when she would.

Maybe she wouldn’t at all.

Maybe she’d take a page out of his book. 

— 

“Red Bull Racing Hire Amelia Brown as Technical Design Intern, Working Under Adrian Newey”

— Motorsport.com

Red Bull Racing Announces Amelia Brown as New Technical Design Intern “Mini Newey” Joins Office of the CTO Ahead of 2020 F1 Season

Red Bull Racing has officially confirmed the addition of Amelia Brown to its technical department, naming her as a Technical Design Intern working directly under Chief Technical Officer Adrian Newey.

Brown, 19, has quietly gained a reputation in Formula 1 circles for her analytical precision and instinctive approach to problem-solving. Though never officially affiliated with a team, her behind-the-scenes contributions have turned heads up and down the paddock — especially within the aerodynamic development community.

“She’s one of the sharpest minds I’ve come across in years,” said Newey in a brief statement. “She has an innate understanding of car behaviour, balance, and airflow mapping that’s rare at any level of engineering, let alone someone so early in their career.”

While her appointment as an “intern” may sound modest, Red Bull insiders are already referring to Brown as “Mini Newey,” a nod to the technical savant under whom she will be working and a reflection of the high expectations within the team.

Team Principal Christian Horner added, “We’ve always prided ourselves on fostering talent, and Amelia represents the next generation of creative engineering thought. Her insight, even during early informal conversations, has already helped shape some of our thinking going into 2020.”

When asked about her appointment, Brown declined to comment directly, but sources inside the team say she will be working across simulation, aero development, and design review cycles throughout the season.

“She’s not here to make coffee,” said Gianpiero Lambiase, Verstappen's race engineer. “She’s here to change the game.”

Red Bull Racing’s 2020 challenger is set to be unveiled in Bahrain next month. Whether Brown’s influence will be visible from day one remains to be seen — but if early whispers are any indication, she won’t stay behind the curtain for long.

NEXT CHAPTER

[visenyaism]

Dany advisor tier list?

Just for you I made you a rubric. I did not include “could reasonably be called a good advisor” because I think many of them would disqualify. Poor kid.

Here is my ranking based on said points.

12. Viserys- 3. Despite my best efforts to rig this shit, Viserys ends up last. I remembered the reason why Dany is attached to Jorah at all isnt because he is reliable or a good advisor but because he is only slightly more reliable and less of an active threat than Viserys at the time.

11. Warlocks of the House of the Undying- 3.5 if you count prophetic dreams as good advice.

10. Jorah- 4. Fun fact when I was reading dance for the first time and he showed back up again and was reintroduced hiring a sex worker who looks just like Dany I had to put the book down and go for an hourlong calm down walk up a mountain before I continued because I got too mad.

9. Hizdahr- 4. He understands how Mereen works and is pretty honest about it to Daenerys at the cost of. you know. trying to use her as a pawn the whole time and not caring if she lives or dies. Also maybe tried to poison her.

8. Green Grace- 5-6, depending on if she is the harpy or not. Even if she isn’t she has a clear vendetta against her and is actively trying to manipulate her.

7. Mirri Maaz Dur- 5. She did teach Dany some lessons worth remembering but made sure that those lessons would be traumatic enough that Daenerys would do the exact opposite of it forever and maybe engineer her own downfall as a result, which I guess does accomplish Mirri’s goal. Highest ranking of the people who have actively tried to kill her.

6. Irri and Jhiqui- 6. Why are they still interchangeable after 5 books. Can they get some character arcs. Please. Rank lower because they don’t give her much advice.

5. Rahkaro and the Bloodriders- 6. They don’t seem to give her much advice, but they don’t seem to get much screen time anyway. Again can the dothraki characters not have any depth is that not allowed.

6. The Shavepate- 6.5. may have tried to poison her, jury is still out. If he was in anyone else’s arc, you would be like wow he’s a terrible advisor, but this is a competitive category for Daenerys, so middle of the pack.

5. Daario- 6.5. Daenerys has questionable taste in men because she is fifteen and been through a lot so she thinks this is all her choice and very exciting. But someday when she is older, she is going to look back on this and realize that someone should’ve intervened.

4. Quaithe-7 pending more data on who she is and what she wants. What is your deal girl.

3. Barristan- 7. Half points for “not being a pedophile” and “understands westerosi geopolitics” those are dubious. He is knightpilled and societybrained to the point of near-delusion and the fact that he ranks so high speaks less to his qualifications and more to the fact that this poor girl has had some really terrible advisors.

2. Missandei- 8. but again she is eleven.

1. Grey Worm- 9. Thanks mister worm. Unfortunately Jacob Anderson was still wasted on your role in the show.

[transmutationisms]

@annevbonny yeah so first of all there's the overt framing issue that this whole idea rests on the premise that eliminating fatness is both possible and good, as though like. fat people haven't existed prior to the ~industrial revolution~ lol

more granularly this theory relies on misinterpreting the causes for the link between poverty and fatness (which is real---they are correlated) so that fatness can be configured as a failure of eating choices and urban design, meaning ofc that the 'solution' to this problem is more socially hygienic, monitored, controlled communities where everybody has been properly educated into the proper affective enjoyment of spinach and bike riding, and no one is fat anymore and the labour force lives for longer and generates more value for employers

in truth one of the biggest mediating factors in the poverty-body weight link is food insecurity, because intermittent access to food tends to result in periods of under-nourishment followed by periods of compensatory eating with corresponding weight regain/overshoot (this is typical of weight trajectories in anyone refeeding after a period of starvation or under-eating, for any reason). so this is all to say that the suggestion that fatness is caused by access to 'unhealthy foods' is not only off base but extremely harmful; food insecurity is rampant globally. what people need is consistent access to food, and more of it!

and [loud obvious disclaimer voice] although i absolutely agree that food justice means access to a variety of foods with a variety of nutrient profiles, access to any calories at all is always better than access to none or too few. which is to say, there aren't 'healthy' or 'unhealthy' foods in isolation (all foods can belong in a varied, sufficient diet) and this is a billion times more true when we are talking about people struggling to consume enough calories in the first place.

relatedly, proponents of the 'obesogenic environment' theory often invoke the idea of 'hyperpalatable foods' or 'food addiction'---different ways of saying that people 'overeat' 'junk food' because it's too tasty (often with the bonus techno-conspiricism of "they engineer it that way"). again it's this idea that the problem is people eating the 'wrong' foods, now because the foods themselves are exerting some inexorable chemical pull over them.

this is inane for multiple reasons including the failure to deal with access issues and the fact that people who routinely, reliably eat enough in non-restrictive patterns (between food insecurity and encouragement to deliberately diet/restrict, this is very few people) don't even tend to 'overeat' energy-dense demonised foods in the first place. ie, there is no need to proscribe or limit 'junk food' or 'fast food' or 'empty calories' or whatever nonsense euphemism; again the solution to nutritionally unbalanced diets is to guarantee everyone access to sufficient food and a variety of different foods (and to stop encouraging the sorts of moralising food taboos that make certain foods 'out of bounds' and therefore more likely to provoke a subjective sense of loss of control in the first place lol)

but tbc, when i say "the solution to nutritionally unbalanced diets"---because these certainly can and do exist, particularly (again) amongst people subjected to food insecurity---i am NOT saying "the solution to fatness" because fatness is not something that will ever be eliminated from the human population. and here again we circle back to one of the fundamental fears that animates the 'obesogenic environment' myth, which is that fatness is a medical threat to the race/nation/national future. which is of course blatant biopolitics and is relying on massive assumptions about the health status of fat and thin people that are simply not borne out in the data, and that misinterpret the relationship between fatness and illness (for example, the extent to which weight stigma prevents fat people from receiving medical care, or the role of 'metabolic syndrome' in causing weight gain, rather than the other way around).

people are fat for many reasons, including "their bodies just look like that"; fatness is neither a disease in itself nor inherently indicative of ill health, nor is it eradicable anyway (and fundamentally, while all people should have access to health-protective social and economic conditions, health is not something that people 'owe' to anyone else anyway)

the 'obesogenic environment' is a liberal technocratic fantasy---a world in which fatness is a problem of individual consumption and social engineering, and is to be eliminated by clever policy and personal responsibility. it assumes your health is 1) directly caused and indicated by your weight, 2) something you owe to the capitalist state as part of the bargain that is 'citizenship', and 3) something you can learn to control if only you are properly educated by the medical authorities on the rules of nutrition (and secondarily exercise) science. it's a factual misinterpretation of everything we know about weight, health, diet, and wealth, and it fundamentally serves as a defense of the existing economic order: the problem isn't that capitalism structurally does not provide sufficient access to resources for any but the capitalist class---no, we just need a nicer and more functional capitalism where labourers have a greengrocer in the neighbourhood, because this is a discourse incapable of grappling with the material realities of food production and consumption, and instead reliant on configuring them in terms of affectivity ('food addiction') or knowledge (the idea that food-insecure people need to be more educated about nutrition)

there are some additional aspects here obviously like the idea that exercising more would make people thin (similar issues to the food arguments, physical activity can be great but the reasons people do or don't do it are actually complex and related to things like work schedules and exercise doesn't guarantee thinness in the first place) or fearmongering about 'endocrine disruptors' (real, but are extremely ill-defined as a category and are often just a way to appeal to ideas of 'naturalness' and the vague yet pressing harms of 'chemicals', and which are also not shown to single-handedly 'cause' fatness, a normal state of existence for the human body) but this is most often an argument about food ime.

[tickytheclock]

Time to get my Faction out :D

[Wild Riders]

They are a faction of a rag-tag team of Toons. They basically travel around via the truck, Steel Stallion. They go around from settlement to settlement to do business such as selling weapons and augments as well as buying for supplies and material.

Members in the faction join via being picked up by the leader, Tinkerer. Most of them were found in tight situations like near death scenarios or even when they are at their low, some are pretty great customers of Tinkerer who just decided to hitch on.

This is their Truck, or more specifically, Tinkerer's.

Steel Stallion

Functions as a base, home, workshop, store and more. There are plenty of weapons, augments, armour, utility tools and supplies so take your time scouring through the stocks.

Operation Ichor by @slumbrr-r @operation-ichor

Relationship with other Organizations and Factions. ↓

Gardenview [Allies/Friendly]:

The Wild Riders have a very beneficial relationship with this organization, especially with those in the Forge. They supply and trade each other with mainly blueprints and materials.

The Merchant Order [Neutral]:

The Wild Riders are technically under this organization, plenty of reliable links and ties to be found there. Mainly just buying and selling goods there.

RUIN CORP [Allies/Neutral]:

Although the Wild Riders primarily go to them for...cleaning. The two benefit from each other a lot, specifically with Harmony.

Zodiac [Enemies]:

Although it's usually either kill on sight or sabotage on the sidelines, the Wild Riders have a primary goal—to make the members in there defected from the place as much as they can, whether it be through fear or convincing.

Plus it be funny if there was a revolution, watch the place crumble on itself.

Vinization [Allies/Neutral]:

Mutual connection for benefit, and a great place where the Wild Riders can get info on the Zodiac through the captured members. It also wouldn't hurt to do a bit of trading with the Retailers, helps both sides.

Hidden Sanctuary [Allies/Friendly]:

Like Gardenview, they provide each other with supplies and material, beneficial for the Builders and Defenders with materials, tools, weapons and augments and the Wild Riders with food supplies.

Overseas Commandment [Neutral/Friendly]:

These two factions don't really meet up often since they travel a lot one on land and the other on sea. But when they do, it's mostly some exchange in information and trading with materials.

The Caravan [Allies/Friendly]:

They most definitely share information as the Wild Riders would aid in giving and improving weapons and augments for better protection. These two factions travel with each other when they get the chance to, after all, there is a certain strength in numbers. Makes the trip a bit more safer.

Phoenix Coalition Organization [Allies/Neutral]:

They most certainly do have different ideals but they do have a certain goal, to protect others and stand united.

With the Defense Division, the Wild Riders will most certainly aid in their mission and especially with evacuation and waves.

At Site Omicron where the Engineering Department is, they mutually help in making even more ichor efficient and powerful tools, weapons, augments and armour.

Meanwhile at Site Thaumiel, the headquarters of the Science Department, they share data and research for more understanding and breakthroughs.

Sentinel and Wild Riders would certainly run into each other plenty of times, it's more of a competition of who does it first really and maybe form a joint operation.

The Wild Riders never truly interacted with the Diplomatic Relations Division, so just be prepared for sudden joint operations, but despite everything help is still help.

Mechanists [Neutral/Allies]:

These faction may not see things eye to eye but they certainly help each other when it's needed.

Sometimes they do come around each other via the Marauders Division in their expedition I'm which they would offer the members to hitch a ride to their destination and target.

With the Moongazer Division, its mainly exchange in material and tech, as well as maybe blueprints.

Masquerade Town [Neutral?]:

...if a single word got out to the Wild Riders that the town is nothing but Twisteds, there's going to be a massacre...

The Field [Tension/Enemies]:

...the ex-member of the Zodiacs in the Wild Riders have given intel of this organization...this place needs to be known but the risk is very much a lot.

Wild Riders mainly avoid this place because it is at risk with all the children in there...mayhaps the other factions can help.

The Greater Good [Tension/Enemies/Allies?]:

Unfortunately, they are enemies (albeit one sided) due to Wild Riders have both an ex-member of the Zodiac and partial Twisteds, maybe they could've been allies under different circumstances but this is not the case.

The Wild Riders take on a more defensive approach to the faction of The Greater Good, often fleeing, their intentions are good but their ways are flawed. But they WILL reluctantly help each other and call it truce when it comes to threats like the Zodiac, Twisteds and especially waves.

[yukipri]

Some thoughts on Cara

So some of you may have heard about Cara, the new platform that a lot of artists are trying out. It's been around for a while, but there's been a recent huge surge of new users, myself among them. Thought I'd type up a lil thing on my initial thoughts.

First, what is Cara?

From their About Cara page:

Cara is a social media and portfolio platform for artists. With the widespread use of generative AI, we decided to build a place that filters out generative AI images so that people who want to find authentic creatives and artwork can do so easily. Many platforms currently accept AI art when it’s not ethical, while others have promised “no AI forever” policies without consideration for the scenario where adoption of such technologies may happen at the workplace in the coming years. The future of creative industries requires nuanced understanding and support to help artists and companies connect and work together. We want to bridge the gap and build a platform that we would enjoy using as creatives ourselves. Our stance on AI: ・We do not agree with generative AI tools in their current unethical form, and we won’t host AI-generated portfolios unless the rampant ethical and data privacy issues around datasets are resolved via regulation. ・In the event that legislation is passed to clearly protect artists, we believe that AI-generated content should always be clearly labeled, because the public should always be able to search for human-made art and media easily.

Should note that Cara is independently funded, and is made by a core group of artists and engineers and is even collaborating with the Glaze project. It's very much a platform by artists, for artists!

Should also mention that in being a platform for artists, it's more a gallery first, with social media functionalities on the side. The info below will hopefully explain how that works.

Next, my actual initial thoughts using it, and things that set it apart from other platforms I've used:

1) When you post, you can choose to check the portfolio option, or to NOT check it. This is fantastic because it means I can have just my art organized in my gallery, but I can still post random stuff like photos of my cats and it won't clutter things. You can also just ramble/text post and it won't affect the gallery view!

2) You can adjust your crop preview for your images. Such a simple thing, yet so darn nice.

3) When you check that "Add to portfolio," you get a bunch of additional optional fields: Title, Field/Medium, Project Type, Category Tags, and Software Used. It's nice that you can put all this info into organized fields that don't take up text space.

4) Speaking of text, 5000 character limit is niiiiice. If you want to talk, you can.

5) Two separate feeds, a "For You" algorithmic one, and "Following." The "Following" actually appears to be full chronological timeline of just folks you follow (like Tumblr). Amazing.

6) Now usually, "For You" being set to home/default kinda pisses me off because generally I like curating my own experience, but not here, for this handy reason: if you tap the gear symbol, you can ADJUST your algorithm feed!

So you can choose what you see still!!! AMAZING. And, again, you still have your Following timeline too.

7) To repeat the stuff at the top of this post, its creation and intent as a place by artists, for artists. Hopefully you can also see from the points above that it's been designed with artists in mind.

8) No GenAI images!!!! There's a pop up that says it's not allowed, and apparently there's some sort of detector thing too. Not sure how reliable the latter is, but so far, it's just been a breath of fresh air, being able to scroll and see human art art and art!

To be clear, Cara's not perfect and is currently pretty laggy, and you can get errors while posting (so far, I've had more success on desktop than the mobile app), but that's understandable, given the small team. They'll need time to scale. For me though, it's a fair tradeoff for a platform that actually cares about artists.

Currently it also doesn't allow NSFW, not sure if that'll change given app store rules.

As mentioned above, they're independently funded, which means the team is currently paying for Cara itself. They have a kofi set up for folks who want to chip in, but it's optional. Here's the link to the tweet from one of the founders:

And a reminder that no matter that the platform itself isn't selling our data to GenAI, it can still be scraped by third parties. Protect your work with Glaze and Nightshade!

Anyway, I'm still figuring stuff out and have only been on Cara a few days, but I feel hopeful, and I think they're off to a good start.

I hope this post has been informative!

Lastly, here's my own Cara if you want to come say hi! Not sure at all if I'll be active on there, but if you're an artist like me who is keeping an eye out for hopefully nice communities, check it out!

[academicfever]

This is a good starting point but its not exhaustive by any means...

#Research 101: Part 1

##    How to find a good research topic?

It’s best to familiarize yourself with a discipline or topic as broadly as possible by looking beyond academia

Tips:

Be enthusiastic, but not unrealistic. For example, you might be tempted to throw yourself into finding out to what extent an entire economy has become circular, but it may already be challenging and tricky enough to find out which building materials are being recycled in the construction sector, and in what ways.

Be open-minded but beware of cul-de-sacs. You should always find out first whether enough is known about a topic already, or you might find yourself wasting a lot of time on it.

Be creative but stay close to the assignment. This starts with the topic itself; if one learning objective of the assignment is to carry out a survey, it isn’t helpful to choose a topic for which you need to find respondents on the other side of the world. One place where you can look for inspiration is current events. 

Although professors and lecturers tend to be extremely busy, they are often enthusiastic about motivated and smart students who are interested in their research field. You do need to approach them with focused questions, though, and not just general talk such as: ‘Do you know of a good topic for me?’ In many cases, a good starting point is the scholar themselves. Do a search on them in a search engine, take a look at their university web page, read recent publications,

In most university towns, you’ll come across organizations that hold regular lectures, debates, and thematic evenings, often in partnership with or organized by university lecturers and professors. If you’re interested in transdisciplinary research where academic knowledge and practical knowledge come together, this is certainly a useful place to start your search.

If you want to do interdisciplinary research, it is essential to understand and work with concepts and theories from different research fields, so that you are able to draw links between them (see Menken and Keestra (2016) on why theory is important for this). With an eye to your ‘interdisciplinary’ academic training, it is therefore a good idea to start your first steps in research with concepts and theories.

##How to do Lit Review:

Although texts in different academic disciplines can differ significantly in terms of structure, form, and length, almost all academic articles (research articles and literature reports) share a number of characteristics:

They are published in scholarly journals with expert editorial boards

These journals are peer-reviewed

These articles are written by authors who have no direct commercial or political interest in the topic on which they are writing

There are also non-academic research reports such as UN reports, data from statistics institutes, and government reports. Although these are not, strictly speaking, peer-reviewed, the reliability of these sources means that their contents can be assumed to be valid

You can usually include grey literature in your research bibliography, but if you’re not sure, you can ask your lecturer or supervisor whether the source you’ve found meets the requirements.

Google and Wikipedia are unreliable: the former due to its commercial interests, the latter because anyone, in principle, can adjust the information and few checks are made on the content.

disciplinary and interdisciplinary search machines with extensive search functions for specialized databases, such as the Web of Science, Pubmed, Science Direct, and Scopus

Search methods All of these search engines allow you to search for scholarly sources in different ways. You can search by topic, author, year of publication, and journal name. Some tips for searching for literature: 1. Use a combination of search terms that accurately describes your topic. 2. You should use mainly English search terms, given that English is the main language of communication in academia. 3. Try multiple search terms to unearth the sources you need. a. Ensure that you know a number of synonyms for your main topic b. Use the search engine’s thesaurus function (if available) to map out related concepts.

During your search, it is advisable to keep track of the keywords and search combinations you use. This will allow you to check for blind spots in your search strategy, and you can get feedback on improving the search combinations. Some search engines automatically keep a record of this.

Exploratory reading How do you make a selection from the enormous number of articles that are often available on a topic? Keep the following four questions in mind, and use them to guide your literature review: ■■ What is already known about my topic and in which discipline is the topic discussed? ■■ Which theories and concepts are used and discussed within the scope of my topic, and how are they defined? ■■ How is my topic researched and what different research methods are there? ■■ Which questions remain unanswered and what has yet to be researched?

$$ Speed reading:

Run through the titles, abstracts, and keywords of the articles at the top of your list and work out which ideas (concepts) keep coming back.

Next, use the abstract to figure out what these concepts mean, and also try to see whether they are connected and whether this differs for each study.

If you are unable to work out what the concepts mean, based on the context, don’t hesitate to use dictionaries or search engines.

Make a list of the concepts that occur most frequently in these texts and try to draw links between them.

A good way to do this is to use a concept map, which sets out the links between the concepts in a visual way.

All being well, by now you will have found a list of articles and used them to identify several concepts and theories. From these, try to select the theories and concepts that you want to explore further. Selecting at this stage will help you to frame and focus your research. The next step is to discover to what extent these articles deal with these concepts and theories in similar or different ways, and how combining these concepts and theories leads to different outcomes. In order to do this, you will need to read more thoroughly and make a detailed record of what you’ve learned.

next: part 2

part 3

part 4

last part

[icedq-toranainc]

How iceDQ Ensures Reliable Data Migration to Databricks?

iceDQ helped a pharmaceutical company automate the entire migration testing process from Azure Synapse to Databricks. By validating schema, row counts, and data consistency, they reduced manual work and improved accuracy. The integration with CI/CD pipelines made delivery faster and audit-ready. Avoid migration headaches—discover iceDQ’s Databricks migration testing.

[olderthannetfic]

I know you love scivener, but do you know anything about ellipsus? It's meant to be an aternative to google docs for collaborative writing.

I heard about them when they dropped nanowrimo as a sponsor over their inclusion of AI bullshit, which seemed promising. And digging around on their homepage I saw mentions of beta reading and ao3, and apparently they're trying to promote themselves on Tumblr now.

So it really sounds like we're the target audience, which could be great, but I don't know enough to be able to tell if there's an obvious catch somewhere?

--

This is the first I've heard of them. A quick scroll through their website seems promising.

As usual, the basic questions are:

How much does this product cost to develop?

Do they have a business plan that makes sense with that cost?

This kind of software can, theoretically, be made by a few friends dicking around, not a huge programmer team all of whom have it as their primary job, so it isn't the pile of massive red flags that all attempts at social media are.

From the site:

"Today we are a small, close-knit team of seven, located across the post-capitalist landscapes of Berlin, Bologna, Buenos Aires, and Szczecin. (So much for our alliteration-based hiring strategy.) True to our mission, we're a progressive, remote-friendly company that prioritizes creativity, community, and creative exchange."

Jobs are listed as: Co-founder and CEO, Co-founder and community, Product and marketing, Design, and Engineering x3.

That seems like a reasonable breakdown and a size of team that could possibly be paid for with some non-insane business model.

The types of red flags we're looking for are

"We want to be the next instagram!"

Many idea people with nebulous skills, few programmers

Thinking you can run tumblr with three programmers

Thinking you can pay for 100 programmers with a cheapass subscription model

Programmers are random, cheap contract workers the founders don't know

Venture capital from sources that will want a big payout rather than support from people who share the goals/values of the team

Extremely overcrowded field with tons of products that do exactly this already

Unclear nature of product or a product that doesn't seem to actually have a market

etc.

What they say about money is in the FAQ:

Will Ellipsus have a paid plan? In order to grow the team and fund ongoing feature development, we will need to charge for a version of Ellipsus at some point. A paid version would be targeting users with specific needs related to advanced security, data syncing, and collaboration. But there will always be a free version of Ellipsus, and we want to be as generous as possible in what's included on that free plan (e.g., unlimited docs and drafts, for starters). It takes time to build a great freemium experience (not to mention a premium product people will happily pay for), which is why we won't roll that out in 2024. While the features that will be included in our paid plan aren't final-final, we can share that everything in the product today will be included in our free plan.

This sounds reasonable. It just remains to be seen whether they keep at it or go belly up (taking your data with them). I guess you'd have to know more about the specific people building this to decide whether they'll be reliable.

The biggest potential issues I see are it being difficult to get people to ditch google docs despite its issues, this taking off big time and the owners deciding to sell it for $$$$$$ to someone who will then ruin it, or the team just not being competent.

But since I don't know any of them, I have no idea how good they are at business.

[equipment-manifest]

What do you think of these axon looking things?

Given the similarities to axon terminals I was wondering if they were for delivering information/status report of their surrounding equipment

But the one at moon's gravity disruptor feels more like its sampling data from the engine (the last few times I went through that room it ragdolled very hard upon entering due to the gravity lol)

And looking at that screenshot I just took from the map website, it also has the "reading halo", so it probably is catching on information rather than relaying it

Ah, these things - there's not a lot to go on with them, but they're certainly interesting. I'm going to use the game's internal nomenclature and call them "coral stems" for clarity.

Coral stems seem to interact with an Iterator's internal biota in much the same way as their more common cousin, the wall mycelia. Both organisms sprout from the Iterator's internal walls, attracting to their hyphae neuron flies and the free-floating hyphae of coral neurons and inspectors. The sparking effect produced upon contact with these organisms is identical to that seen between interacting overseers, so I'm inclined to believe it represents the exchange of information (rather than say, energy or nutrients) between an Iterator's stationary machinery and its free-floating organic parts. The question then is how the role of coral stems in this interface differs from the role of the wall mycelia.

As you implied, the segmented body of a coral stem closely resembles an axon wrapped in a myelin sheath, the part of a neuron that transmits signals away from the cell body. In such an analogy, the cell body would have to be the machinery the coral stem is anchored to. The wispy mycelia growing from that machinery would then seem to fit the description of dendritic branches, thin growths that receive signals from other cells. So one interpretation could be that the coral stems and wall mycelia perform opposite functions, delivering messages to and receiving messages from the free-floating biota respectively.

Another possibility is that the wall mycelia and coral stems are both sensory organs, but with complementary roles. The mats of wall mycelia are not especially dense, but their hyphae extend into a large part of an Iterator's internal spaces. This makes them well-adapted to sensing macroscopic organisms like neuron flies or coral neurons. These organisms are unevenly distributed in a way that requires hyphae to be able to reach them no matter where they are in a room, but their large size and weight ensures that any nearby hyphae will certainly be disturbed by their presence and brushed against them. In contrast, small particles like microorganisms or chemical traces in the air would be unlikely to collide with the scarce hyphae of wall mycelia, and too light to be reliably detected when they do.

The bundled hyphae of coral stems could act like scent traps for these particles—when one happens to wander into a coral stem's bristles, it's likely to become trapped and bounce around among the dense hyphae for a time, the repeated collisions ensuring that there are many chances for it to be detected. Of course, coral stems are distributed much more sparsely than wall mycelia, but that would be just fine for this purpose. Diffusion ensures that the distribution of small, light particles is relatively homogeneous throughout a space: the air in one part of a room is about the same as the air in any other part, so there'd be no need for too many coral stems close together.

I hope this provided some food for thought, thanks for the ask!

[whimsy-wheels]

🌸 нσω ƒ1 тєαмѕ ∂єνєℓσρ ιη тнє σƒƒ-ѕєαѕση 🌸

Every Formula 1 season brings new challenges, and teams must continuously evolve their cars to stay competitive. The process of developing an F1 car is a year-round effort that involves cutting-edge technology, engineering expertise, and strategic planning. Here’s how it all happens:

Regulation and Rule Changes

Each season, the FIA (Fédération Internationale de l'Automobile) may introduce new technical regulations that impact car design.

Teams must carefully analyse these rules to ensure their car complies while also finding innovative ways to maximise performance within the limits set by the governing body.

During The Season

2024 McLaren F1 Car

Teams analyze data from the previous season, assessing where their car performed well and where improvements are needed. This includes evaluating tire wear, aerodynamics, power unit efficiency, and reliability.

Aerodynamics

F1 Car Under Wind Tunnel Aerodynamics

Aerodynamics play a crucial role in F1 car performance. Teams conduct wind tunnel tests and computational fluid dynamics (CFD) simulations to refine the car’s shape, optimize downforce, and reduce drag. These adjustments help improve cornering speed and straight-line performance.

Power Unit Optimization

The hybrid power unit is another critical aspect of development. Teams work with engine manufacturers to improve fuel efficiency, energy recovery systems (ERS), and reliability while ensuring maximum power output. Fine-tuning cooling systems is also essential to prevent overheating during races.

Materials and Weight Reduction

F1 teams use advanced lightweight materials such as carbon fiber to reduce weight while maintaining structural integrity. Engineers constantly search for new materials and manufacturing techniques to make the car as light and strong as possible.

Simulations and Virtual Testing

Before a new car even hits the track, teams use driver-in-the-loop simulators to test various setups and performance characteristics. Virtual testing helps identify potential weaknesses and refine the car’s setup before physical prototypes are built.

Pre-Season Testing and Development Updates

Once the car is built, teams conduct pre-season testing to gather real-world data and fine-tune setups. Based on test results, modifications are made to aerodynamics, suspension, and power unit settings to optimise performance before the first race.

Continuous Development Throughout the Season

Car development doesn’t stop once the season begins. Teams introduce updates, such as new front and rear wings, revised floor designs, and suspension tweaks, to gain an advantage over rivals. These updates are based on ongoing data analysis and track performance feedback.

[reasonsforhope]

Scientists have developed a new solar-powered system to convert saltwater into fresh drinking water which they say could help reduce dangerous the risk of waterborne diseases like cholera.

Via tests in rural communities, they showed that the process is more than 20% cheaper than traditional methods and can be deployed in rural locations around the globe.

Building on existing processes that convert saline groundwater to freshwater, the researchers from King’s College London, in collaboration with MIT and the Helmholtz Institute for Renewable Energy Systems, created a new system that produced consistent levels of water using solar power, and reported it in a paper published recently in Nature Water.

It works through a process called electrodialysis which separates the salt using a set of specialized membranes that channel salt ions into a stream of brine, leaving the water fresh and drinkable. By flexibly adjusting the voltage and the rate at which salt water flowed through the system, the researchers developed a system that adjusts to variable sunshine while not compromising on the amount of fresh drinking water produced.

Using data first gathered in the village of Chelleru near Hyderabad in India, and then recreating these conditions of the village in New Mexico, the team successfully converted up to 10 cubic meters, or several bathtubs worth of fresh drinking water. This was enough for 3,000 people a day with the process continuing to run regardless of variable solar power caused by cloud coverage and rain.

[Note: Not sure what metric they're using to calculate daily water needs here. Presumably this is drinking water only.]

Dr. Wei He from the Department of Engineering at King’s College London believes the new technology could bring massive benefits to rural communities, not only increasing the supply of drinking water but also bringing health benefits.

“By offering a cheap, eco-friendly alternative that can be operated off the grid, our technology enables communities to tap into alternative water sources (such as deep aquifers or saline water) to address water scarcity and contamination in traditional water supplies,” said He.

“This technology can expand water sources available to communities beyond traditional ones and by providing water from uncontaminated saline sources, may help combat water scarcity or unexpected emergencies when conventional water supplies are disrupted, for example like the recent cholera outbreaks in Zambia.”

In the global rural population, 1.6 billion people face water scarcity, many of whom are reliant on stressed reserves of groundwater lying beneath the Earth’s surface.

However, worldwide 56% of groundwater is saline and unsuitable for consumption. This issue is particularly prevalent in India, where 60% of the land harbors undrinkable saline water. Consequently, there is a pressing need for efficient desalination methods to create fresh drinking water cheaply, and at scale.

Traditional desalination technology has relied either on costly batteries in off-grid systems or a grid system to supply the energy necessary to remove salt from the water. In developing countries’ rural areas, however, grid infrastructure can be unreliable and is largely reliant on fossil fuels...

“By removing the need for a grid system entirely and cutting reliance on battery tech by 92%, our system can provide reliable access to safe drinking water, entirely emission-free, onsite, and at a discount of roughly 22% to the people who need it compared to traditional methods,” He said.

The system also has the potential to be used outside of developing areas, particularly in agriculture where climate change is leading to unstable reserves of fresh water for irrigation.

The team plans to scale up the availability of the technology across India through collaboration with local partners. Beyond this, a team from MIT also plans to create a start-up to commercialize and fund the technology.

“While the US and UK have more stable, diversified grids than most countries, they still rely on fossil fuels. By removing fossil fuels from the equation for energy-hungry sectors like agriculture, we can help accelerate the transition to Net Zero,” He said.

-via Good News Network, April 2, 2024

[risingchaos]

Explanation of pips in Star Trek (TNG onward)

Explanation of the wrist cuffs in Star Trek TOS

This will mostly have pictures of Star Trek: Next Gen because of ease but this is generally applicable to any ST media chronologically after TNG. If I’m remembering correctly it doesn’t really deviate.

So, the way that Star Trek ranks work is based upon the U.S. Navy. I’m going to break this down into five classes and each rank inside it, lowest to highest.

If you just want to know the look and don’t care about any explanation, there is a guide at the end for you. :)

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Cadet - Uniform distinction

These are people enrolled in Starfleet. They wear distinctive uniforms to help differentiate them from others. Left is dress uniform, right is regular. The Cadet uniform is almost always an entirely red outfit, also shown in the AOS movies. Also I believe they have lines on their uniforms usually to tell what year they’re in. Think Cadet Uhura from Strange New Worlds (technically ranking works different in this show but the uniform is the same).

Petty Officer - No pips, CPO wears one empty [x]

Petty Officers wear no pips. This rank really isn’t talked about because almost no one is really featured. It’s comprised of people who are enlisted but didn’t attend the Academy. You see it on some engineers. Within this rank, there’s also a command structure like Chief Petty Officer who wear one empty pip, but it’s difficult to find reliable breakdowns of it. Unfortunately I couldn’t find any clear pictures of a lapel. Miles O’Brian is a Senior Chief Petty Officer.

Ensign - One gold [o]

It’s generally what people are promoted to out of the Academy. Technically they have command but not really. Under this rank is also Acting Ensigns and Ensigns who were promoted for the field. Think Wesley Crusher’s arc.

Lieutenants

This has three ranks within it.

Junior Grade Lieutenant - One empty, one gold [xo]

These are just above Ensigns. They wear one empty pip next to solid gold. Medical personnel are typically Junior Lieutenants out of the Academy due to their extended training. They often have actual responsibilities on the ship. We actually watch Geordi La Forge’s promotions through Lieutenant, as he starts the show as a Junior Lieutenant along with Worf.

Lieutenant - Two gold [oo]

This is what we see most often interacting with the crew we’re following. They have genuine responsibilities. We see them taking head of teams or working at consoles. They’ve proven themselves to Starfleet. Worf and La Forge are promoted to this in season two, and Tasha Yar was a Lieutenant in season one. Spock is a Lieutenant in the first two seasons of SNW.

Lieutenant Commander - One empty, two gold [xoo]

These are heads of departments, the one people default to about smaller issues on board, and general senior officers. They are the ones defaulted to for ship’s command, as seen throughout TNG with Data, and are often relied upon by Commanders and the Captain to keep the ship going. Data is a Lieutenant Commander throughout all of TNG, La Forge is promoted in season three. Worf is not promoted until season four of DS9. Deanna is actually a Lieutenant Commander for almost the entire duration of TNG. They are often referred to as “Commander” instead of Lieutenant by officers unless introducing themselves.

Commander - Three gold [ooo]

Most often called “Number One”, this is the second in command. They are competent, capable, and willing to take lead and help the ship. Commanders are trusted by the crew and the Captain, and are often a yin to the Captain’s yang. The Head Doctor is often a Commander to give them authority, like Dr. Beverly Crusher. William Riker is the iconic Commander in TNG, Spock is Commander in TOS.

Captain - Four gold [oooo]

We’re all very familiar with Captains. They are as senior as you can get on a ship unless there’s an Admiral on board. Captains are intelligent, confident, and understand what must be done, even if it’s a bad situation. The lives of their crew is in their hands. It comes with a great deal of free will to choose their ship’s path, yet an insane amount of responsibility. Captain Picard of TNG, Captain Kirk of TOS, Captain Janeway of Voyager. We know the names.

Admiral - Entirely different system

Admiral pips are strange. They do not wear pips on the collar, instead wearing them basically in boxes. It really was not standardized until the end of DS9, I think. The Admirals wear a different uniform to make themselves stand out. Admirals are representative of Starfleet. They make the big choices for the fleet, the life changing ones. They give direct orders if needed and expect respect from all lower officers. They’re incredibly powerful. We don’t get to see much of Admirals in any show, but we know of a few, such as Admiral Picard in Picard, Admiral McCoy in TNG, and Admiral Kirk in the movies.

Here is a complete guide to each rank in Starfleet, excluding Cadets and Petty Officers.

Ensign - [o]

Junior Lieutenant - [xo]

Lieutenant - [oo]

Lieutenant Commander - [xoo]

Commander - [ooo]

Captain - [oooo]

Commodore/Rear Admiral (lower half) - [[o]]

Rear Admiral (upper half) - [[oo]]

Vice Admiral - [[ooo]]

Admiral - [[oooo]]

Fleet Admiral - [[ooooo]]

x is an empty pip, o is a gold, and for the Admirals, the double brackets is to indicate that they’re in a box.

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Hope this helps you understand ranks in Star Trek better, as it has helped me. Let me know if anything needs clarifying! I have edited this a few times to add more clarifying information.

Thank you to @vvkingofgaybisciutsvv for asking for this! I had a great time putting it together.