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Elevate Your Data Game: Unleashing Potential with AI-Powered Data Preparation Software
In the era of rapid digital transformation, organizations are turning to AI-powered data preparation software to elevate their data game and unlock unprecedented insights. Traditional data preparation methods often fall short in handling the complexities of today's vast and varied datasets. Enter AI-powered data preparation, a revolutionary approach that harnesses the capabilities of artificial intelligence to streamline and enhance the entire data preparation process.

One of the key advantages of AI-powered data preparation is its ability to automate mundane and time-consuming tasks. Machine learning algorithms embedded in these tools learn from patterns in data, automating tasks such as cleaning, structuring, and transforming data with remarkable precision. This not only accelerates the data preparation timeline but also significantly reduces the risk of human error, ensuring the integrity and accuracy of the prepared datasets.
These advanced tools are designed to adapt to the evolving nature of data. They can handle diverse data sources, whether structured or unstructured and navigate through the intricacies of real-world data scenarios. This adaptability is crucial in today's data landscape, where information is generated at an unprecedented pace and in various formats.
AI-powered data preparation software goes beyond automation—it leverages predictive analytics to suggest transformations, imputations, and enrichment strategies. By understanding the context and relationships within the data, these tools intelligently recommend the most effective steps for optimal data preparation. This not only empowers data professionals but also democratizes the data preparation process, enabling users with varying levels of technical expertise to contribute meaningfully to the organization's data goals.
Moreover, these tools foster collaboration between data teams and business stakeholders. The intuitive interfaces of AI-powered data preparation software facilitate seamless communication, allowing business users to actively participate in the data preparation process. This collaboration bridges the gap between raw data and actionable insights, ensuring that decision-makers have access to high-quality, prepared data for informed decision-making.
AI-powered data preparation software is a game-changer in the data analytics landscape. By automating, adapting, and intelligently guiding the data preparation process, these tools empower organizations to unleash the full potential of their data. As businesses strive to stay ahead in a data-driven world, embracing AI-powered data preparation is not just a choice—it's a strategic imperative to thrive in the realm of data analytics.
#Data Preprocessing#What is data preparation#data preparation tool#Data preparation software#AI-powered data preparation software#data preparation in data science#data preparation process#data preparation and analysis#data preprocessing in machine learning
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Effortless Data Wrangling and Test Data Preparation
Data wrangling and test data preparation tools simplify organizing, cleaning, and transforming raw or test data into accurate, usable formats. These tools automate data extraction, validation, and formatting, ensuring high-quality datasets for testing and analysis. They are essential for enhancing efficiency, reducing errors, and improving decision-making in data-driven workflows. Visit Us: https://www.iri.com/solutions/business-intelligence/bi-tool-acceleration/overview
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#Data Preparation Tools Market#Data Preparation Tools Market Share#Data Preparation Tools Market Size#Data Preparation Tools Market Research#Data Preparation Tools Industry#What is Data Preparation Tools?
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Empowering Educators: Harnessing AI in Education with ChatGPT
🔍 Curious about the impact of AI in education? Discover how ChatGPT can revolutionise your teaching practices! 📚✨ Learn practical steps to enhance student engagement, ensure data privacy, and mitigate biases. Empower your classroom with cutting-edge tec
Embracing Technological Advancements in Education In the rapidly evolving landscape of education, staying abreast of technological advancements is essential for fostering dynamic and engaging learning environments. Artificial Intelligence (AI) stands at the forefront of these innovations, offering powerful tools that can transform educational practices. Among these tools, ChatGPT, an AI…
#AI in education#bias mitigation#ChatGPT#cybersecurity for educators#data privacy#educational technology#exam preparation#high school education#lesson planning#NCEA Classical Studies#personalised learning#student engagement#teaching tools
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Hubble Space Telescope: Exploring the Cosmos and Making Life Better on Earth
In the 35 years since its launch aboard space shuttle Discovery, the Hubble Space Telescope has provided stunning views of galaxies millions of light years away. But the leaps in technology needed for its look into space has also provided benefits on the ground. Here are some of the technologies developed for Hubble that have improved life on Earth.
Image Sensors Find Cancer
Charge-coupled device (CCD) sensors have been used in digital photography for decades, but Hubble’s Space Telescope Imaging Spectrograph required a far more sensitive CCD. This development resulted in improved image sensors for mammogram machines, helping doctors find and treat breast cancer.

Laser Vision Gives Insights
In preparation for a repair mission to fix Hubble’s misshapen mirror, Goddard Space Flight Center required a way to accurately measure replacement parts. This resulted in a tool to detect mirror defects, which has since been used to develop a commercial 3D imaging system and a package detection device now used by all major shipping companies.

Optimized Hospital Scheduling
A computer scientist who helped design software for scheduling Hubble’s observations adapted it to assist with scheduling medical procedures. This software helps hospitals optimize constantly changing schedules for medical imaging and keep the high pace of emergency rooms going.

Optical Filters Match Wavelengths and Paint Swatches
For Hubble’s main cameras to capture high-quality images of stars and galaxies, each of its filters had to block all but a specific range of wavelengths of light. The filters needed to capture the best data possible but also fit on one optical element. A company contracted to construct these filters used its experience on this project to create filters used in paint-matching devices for hardware stores, with multiple wavelengths evaluated by a single lens.
Make sure to follow us on Tumblr for your regular dose of space!
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Ethera Operation!!
You're the government’s best hacker, but that doesn’t mean you were prepared to be thrown into a fighter jet.
Bradley "Rooster" Bradshaw x Awkward!Hacker! FemReader
Part I


This was never supposed to happen. Your role in this operation was simple—deliver the program, ensure it reached the right hands, and let the professionals handle the breaching.
And then, of course, reality decided to light that plan on fire.
The program—codenamed Ethera—was yours. You built it from scratch with encryption so advanced that even the most elite cyber operatives couldn’t crack it without your input. A next-generation adaptive, self-learning decryption software, an intrusion system designed to override and manipulate high-security military networks, Ethera was intended to be both a weapon and a shield, capable of infiltrating enemy systems while protecting your own from counterattacks in real-time. A ghost in the machine. A digital predator. A weapon in the form of pure code. If it fell into the wrong hands, it could disable fleets, and ground aircraft, and turn classified intelligence into an open book. Governments would kill for it. Nations could fall because of it.
Not that you ever meant to, of course. It started as a little experimental security measure program, something to protect high-level data from cyberattacks, not become the ultimate hacking tool. But innovation has a funny way of attracting the wrong kind of attention, and before you knew it, Ethera had become one, if not the most classified, high-risk program in modern times. Tier One asset or so the Secret Service called it.
It was too powerful, too dangerous—so secret that only a select few even knew of its existence, and even fewer could comprehend how it worked.
And therein lay the problem. You were the only person who could properly operate it.
Which was so unfair.
Because it wasn’t supposed to be your problem. You were just the creator, the brain behind the code, the one who spent way too many sleepless nights debugging this monstrosity. Your job was supposed to end at development. But no. Now, because of some bureaucratic nonsense and the fact that no one else could run it without accidentally bricking an entire system, you had been promoted—scratch that, forcibly conscripted—into field duty.
And your mission? To install it in an enemy satellite.
A literal, orbiting, high-security, military-grade satellite, may you add.
God. Why? Why was your country always at war with others? Why couldn’t world leaders just, you know, go to therapy like normal people? Why did everything have to escalate to international cyber warfare?
Which is how you ended up here.
At Top Gun. The last place in the world you wanted to be.
You weren’t built for this. You thrive in sipping coffee in a cosy little office and handling cyber threats from a safe, grounded location. You weren’t meant to be standing in the halls of an elite fighter pilot training program, surrounded by the best aviators in the world—people who thought breaking the sound barrier was a casual Wednesday.
It wasn’t the high-tech cyberwarfare department of the Pentagon, nor some dimly lit black ops facility where hackers in hoodies clacked away at keyboards. No. It was Top Gun. A place where pilots use G-forces like a personal amusement park ride.
You weren’t a soldier, you weren’t a spy, you got queasy in elevators, you got dizzy when you stood too fast, hell, you weren’t even good at keeping your phone screen from cracking.
... And now you were sweating.
You swallowed hard as Admiral Solomon "Warlock" Bates led you through the halls of the naval base, your heels clacking on the polished floors as you wiped your forehead. You're nervous, too damn nervous and this damned weather did not help.
"Relax, Miss," Warlock muttered in that calm, authoritative way of his. "They're just pilots."
Just pilots.
Right. And a nuclear warhead was just a firework.
And now, somehow, you were supposed to explain—loosely explain, because God help you, the full details were above even their clearance level—how Ethera, your elegant, lethal, unstoppable digital masterpiece, was about to be injected into an enemy satellite as part of a classified mission.
This was going to be a disaster.
You had barely made it through the doors of the briefing room when you felt it—every single eye in the room locking onto you.
It wasn’t just the number of them that got you, it was the intensity. These were Top Gun pilots, the best of the best, and they radiated the kind of confidence you could only dream of having. Meanwhile, you felt like a stray kitten wandering into a lion’s den.
Your hands tightened around the tablet clutched to your chest. It was your lifeline, holding every critical detail of Ethera, the program that had dragged you into this utterly ridiculous situation. If you could’ve melted into the walls, you absolutely would have. But there was no escaping this.
You just had to keep it together long enough to survive this briefing.
So, you inhaled deeply, squared your shoulders, and forced your heels forward, trying to project confidence—chin up, back straight, eyes locked onto Vice Admiral Beau "Cyclone" Simpson, who you’d been introduced to earlier that day.
And then, of course, you dropped the damn tablet.
Not a graceful drop. Not the kind of gentle slip where you could scoop it back up and act like nothing happened. No, this was a full-on, physics-defying fumble. The tablet flipped out of your arms, ricocheted off your knee, and skidded across the floor to the feet of one of the pilots.
Silence.
Pure, excruciating silence.
You didn’t even have the nerve to look up right away, too busy contemplating whether it was physically possible to disintegrate on command. But when you finally did glance up—because, you know, social convention demanded it—you were met with a sight that somehow made this entire disaster worse.
Because the person crouching down to pick up your poor, abused tablet was freaking hot.
Tall, broad-shouldered, with a head of golden curls that practically begged to be tousled by the wind, and, oh, yeah—a moustache that somehow worked way too well on him.
He turned the tablet over in his hands, inspecting it with an amused little smirk before handing it over to you. "You, uh… need this?"
Oh, great. His voice is hot too.
You grabbed it back, praying he couldn't see how your hands were shaking. “Nope. Just thought I’d test gravity real quick.”
A few chuckles rippled through the room, and his smirk deepened like he was enjoying this way too much. You, on the other hand, wanted to launch yourself into the sun.
With what little dignity you had left, you forced a quick, tight-lipped smile at him before turning on your heel and continuing forward, clutching your tablet like it was a life raft in the middle of the worst social shipwreck imaginable.
At the front of the room, Vice Admiral Beau Cyclone Simpson stood with the kind of posture that said he had zero time for nonsense, waiting for the room to settle. You barely had time to take a deep breath before his voice cut through the air.
“Alright, listen up.” His tone was crisp, commanding, and impossible to ignore. “This is Dr Y/N L/N. Everything she is about to tell you is highly classified. What you hear in this briefing does not leave this room. Understood?”
A chorus of nods. "Yes, sir."
You barely resisted the urge to physically cringe as every pilot in the room turned to stare at you—some with confusion, others with barely concealed amusement, and a few with the sharp assessing glances of people who had no clue what they were supposed to do with you.
You cleared your throat, squared your shoulders, and did your best to channel even an ounce of the confidence you usually had when you were coding at 3 AM in a secure, pilot-free lab—where the only judgment you faced was from coffee cups and the occasional system error.
As you reached the podium, you forced what you hoped was a composed smile. “Uh… hi, nice to meet you all.”
Solid. Real professional.
You glanced up just long enough to take in the mix of expressions in the room—some mildly interested, some unreadable, and one particular moustached pilot who still had the faintest trace of amusement on his face.
Nope. Not looking at him.
You exhaled slowly, centering yourself. Stay focused. Stay professional. You weren’t just here because of Ethera—you were Ethera. The only one who truly understood it. The only one who could execute this mission.
With another tap on your tablet, the slide shifted to a blacked-out, redacted briefing—only the necessary information was visible. A sleek 3D-rendered model of the enemy satellite appeared on the screen, rotating slowly. Most of its details were blurred or omitted entirely.
“This is Blackstar, a highly classified enemy satellite that has been operating in a low-Earth orbit over restricted airspace.” Your voice remained even, and steady, but the weight of what you were revealing sent a shiver down your spine. “Its existence has remained off the radar—literally and figuratively—until recently, when intelligence confirmed that it has been intercepting our encrypted communications, rerouting information, altering intelligence, and in some cases—fabricating entire communications.”
Someone exhaled sharply. Another shifted in their seat.
“So they’re feeding us bad intel?” one of them with big glasses and blonde hair asked, voice sceptical but sharp.
“That’s the theory,” you confirmed. “And given how quickly our ops have been compromised recently, it’s working.”
You tapped again, shifting to the next slide. The silent infiltration diagram appeared—an intricate web of glowing red lines showing Etherea’s integration process, slowly wrapping around the satellite’s systems like a virus embedding itself into a host.
“This is where Ethera comes in,” you said, shifting to a slide that displayed a cascading string of code, flickering across the screen. “Unlike traditional cyberweapons, Ethera doesn’t just break into a system. It integrates—restructuring security protocols as if it was always meant to be there. It’s undetectable, untraceable, and once inside, it grants us complete control of the Blackstar and won’t even register it as a breach.”
“So we’re not just hacking it," The only female pilot of the team said, arms crossed as she studied the data. “We’re hijacking it.”
“Exactly,” You nodded with a grin.
You switched to the next slide—a detailed radar map displaying the satellite’s location over international waters.
“This is the target area,” you continued after a deep breath. “It’s flying low-altitude reconnaissance patterns, which means it’s using ground relays for some of its communication. That gives us a small window to infiltrate and shut it down.”
The next slide appeared—a pair of unidentified fighter aircraft, patrolling the vicinity.
“And this is the problem,” you said grimly. “This satellite isn’t unguarded.”
A murmur rippled through the room as the pilots took in the fifth-generation stealth fighters displayed on the screen.
“We don’t know who they belong to,” you admitted. “What we do know is that they’re operating with highly classified tech—possibly experimental—and have been seen running defence patterns around the satellite’s flight path.”
Cyclone stepped forward then, arms crossed, his voice sharp and authoritative. “Which means your job is twofold. You will escort Dr L/N’s aircraft to the infiltration zone, ensuring Ethera is successfully deployed. If we are engaged, your priority remains protecting the package and ensuring a safe return.”
Oh, fantastic, you could not only feel your heartbeat in your toes, you were now officially the package.
You cleared your throat, tapping the screen again. Ethera’s interface expanded, displaying a cascade of sleek code.
“Once I’m in range,” you continued, “Ethera will lock onto the satellite’s frequency and begin infiltration. From that point, it’ll take approximately fifty-eight seconds to bypass security and assume control."
Silence settled over the room like a thick cloud, the weight of their stares pressing down on you. You could feel them analyzing, calculating, probably questioning who in their right mind thought putting you—a hacker, a tech specialist, someone whose idea of adrenaline was passing cars on the highway—into a fighter jet was a good idea.
Finally, one of the pilots—tall, broad-shouldered, blonde, and very clearly one of the cocky ones—tilted his head, arms crossed over his chest in a way that screamed too much confidence.
“So, let me get this straight.” His voice was smooth, and confident, with just the right amount of teasing. “You, Doctor—our very classified, very important tech specialist—have to be in the air, in a plane, during a mission that has a high probability of turning into a dogfight… just so you can press a button?”
Your stomach twisted at the mention of being airborne.
“Well…” You gulped, very much aware of how absolutely insane this sounded when put like that. “It’s… more than just that, but, yeah, essentially.”
A slow grin spread across his face, far too entertained by your predicament.
“Oh,” he drawled, “this is gonna be fun.”
Before you could fully process how much you already hated this, Cyclone—who had been watching the exchange with his signature unamused glare—stepped forward, cutting through the tension with his sharp, no-nonsense voice.
“This is a classified operation,” he stated, sharp and authoritative. “Not a joyride.”
The blonde’s smirk faded slightly as he straightened, and the rest of the pilots quickly fell in line.
Silence lingered for a moment longer before Vice Admiral Beau Cyclone Simpson let out a slow breath and straightened. His sharp gaze swept over the room before he nodded once.
“All right. That’s enough.” His tone was firm, the kind that left no room for argument. “We’ve got work to do. The mission will take place in a few weeks' time, once we’ve run full assessments, completed necessary preparations, and designated a lead for this operation.”
There was a slight shift in the room. Some of the pilots exchanged glances, the weight of the upcoming mission finally settling in. Others, mainly the cocky ones, looked as though they were already imagining themselves in the cockpit.
“Dismissed,” Cyclone finished.
The pilots stood, murmuring amongst themselves as they filed out of the room, the blonde one still wearing a smug grin as he passed you making you frown and turn away, your gaze then briefly met the eyes of the moustached pilot.
You hadn’t meant to look, but the moment your eyes connected, something flickered in his expression. Amusement? Curiosity? You weren’t sure, and frankly, you didn’t want to know.
So you did the only logical thing and immediately looked away and turned to gather your things. You needed to get out of here, to find some space to breathe before your brain short-circuited from stress—
“Doctor, Stay for a moment.”
You tightened your grip on your tablet and turned back to Cyclone, who was watching you with that unreadable, vaguely disapproving expression that all high-ranking officers seemed to have perfected. “Uh… yes, sir?”
Once the last pilot was out the door, Cyclone exhaled sharply and crossed his arms.
“You realize,” he said, “that you’re going to have to actually fly, correct?”
You swallowed. “I—well, technically, I’ll just be a passenger.”
His stare didn’t waver.
“Doctor,” he said, tone flat, “I’ve read your file. I know you requested to be driven here instead of taking a military transport plane. You also took a ferry across the bay instead of a helicopter. And I know that you chose to work remotely for three years to avoid getting on a plane.”
You felt heat rise to your cheeks. “That… could mean anything.”
“It means you do not like flying, am I correct?”
Your fingers tightened around the tablet as you tried to find a way—any way—out of this. “Sir, with all due respect, I don’t need to fly the plane. I just need to be in it long enough to deploy Ethera—”
Cyclone cut you off with a sharp look. “And what happens if something goes wrong, Doctor? If the aircraft takes damage? If you have to eject mid-flight? If you lose comms and have to rely on emergency protocols?”
You swallowed hard, your stomach twisting at the very thought of ejecting from a jet.
Cyclone sighed, rubbing his temple as if this entire conversation was giving him a migraine. “We cannot afford to have you panicking mid-mission. If this is going to work, you need to be prepared. That’s why, starting next week you will train with the pilots on aerial procedures and undergoing mandatory training in our flight simulation program.”
Your stomach dropped. “I—wait, what? That’s not necessary—”
“It’s absolutely necessary,” Cyclone cut in, his tone sharp. “If you can’t handle a simulated flight, you become a liability���not just to yourself, but to the pilots escorting you. And in case I need to remind you, Doctor, this mission is classified at the highest level. If you panic mid-air, it won’t just be your life at risk. It’ll be theirs. And it’ll be national security at stake.”
You inhaled sharply. No pressure. None at all.
Cyclone watched you for a moment before speaking again, his tone slightly softer but still firm. “You’re the only one who can do this, Doctor. That means you need to be ready.”
You exhaled slowly, pressing your lips together before nodding stiffly. “Understood, sir.”
Cyclone gave a small nod of approval. “Good. Dismissed.”
You turned and walked out, shoulders tense, fully aware that in three days' time, you were going to be strapped into a high-speed, fighter jet. And knowing your luck?
You were definitely going to puke.
Part 2???
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Hi lovely, I absolutely love your stories. I was wondering if you could write one for Lewis, he has a daughter who is 16-17 and is absolutely smart, like Einstein smart and it's her first time in the Ferrari garage since Lewis moved and she saw a fault in some engineering work and helped fixing it and shocked her father and the whole garage. Thank you
The Future of Ferrari



Ferrari’s Maranello garage was a symphony of whirring drills, clanking tools, and intense Italian chatter. The team was hard at work preparing for the weekend’s qualifying session, red and black suits moving in well-practiced rhythm. Amid the organized chaos, one presence stood out—not because of noise, but because of the absolute silence and awe she left in her wake.
A girl with thick curls pulled into a loose bun and wide, observant brown eyes stood at the edge of the garage. She wore an oversized red hoodie with the Ferrari emblem on the chest, and a lanyard hung from her neck, swinging gently with her movements. Her expression was sharp, analyzing every corner of the room like she was mentally dissecting the internal combustion engine of the SF-24 just by looking at it.
“Daaaad,” she called out, trying not to sound impatient. “Where do you keep the drinks around here? I’m thirsty.”
Lewis turned around, helmet under his arm, his eyes immediately softening at the sight of his daughter. “Over there, near the data screens. Just don’t unplug anything or they’ll have a meltdown,” he teased, pointing her toward the crew’s refreshment corner.
She smirked. “Please, I could rewire this place blindfolded.”
He chuckled and shook his head. “That’s the confidence of a teenager with three physics awards.”
“Five,” she corrected, walking off.
As she moved across the garage, a few of the engineers took notice, recognizing her as Lewis’s daughter. Most had heard rumors of her intellect. She had attended MIT lectures for fun while vacationing in the States and was known for winning national-level science competitions in Europe. But seeing her in the flesh, in their sacred garage? That was new.
She sipped a bottle of water and leaned casually against a pillar, eyes drifting over the open rear of the car. Something wasn’t sitting right. She tilted her head, stepped forward a bit, and squinted at the gearbox housing.
A technician walked past her, carrying a tablet. “Excuse me,” she said, stepping closer to the car. “Is that the final mount design for the differential casing?”
The man blinked at her. “Uh… yes?”
She pointed to a specific joint just behind the casing. “That’s going to cause micro-vibrations under torque load. The fastener's alignment is 1.3 degrees off. It’s subtle, but enough to affect the car's handling mid-corner. Especially if it's hot.”
The tech frowned, unsure if he should laugh or worry.
“Sorry, who are you again?”
“Just his daughter,” she replied, nodding toward Lewis, who was now talking with his race engineer.
“Do you want to… maybe sit down?” he asked awkwardly.
But she stepped past him, crouched slightly, and gestured at a younger engineer who was watching curiously.
“Can I borrow your torque data? Just real quick.”
The engineer hesitated, then handed her the tablet.
She began typing, pulling up schematics, calculations appearing rapidly on the screen. Her thumbs moved like lightning, her brow furrowed in concentration. A few other engineers were gathering now, whispering among themselves.
“I recalculated the stress vector. See?” she turned the tablet toward them. “It looks fine in theory, but under compound load—especially with the way the aero package is set up—it’ll shift. You’ll get slight inconsistencies in traction, which is bad news during qualifying laps.”
The older technician who’d first questioned her stepped forward again. “Are you saying we need to rework this section?”
“I’m saying you need to adjust the mounting bracket by 1.3 degrees, shift the load path just slightly to the left, and reinforce it with carbon-composite washers. If you do that, you’ll stabilize the torque vector and improve rear-end consistency in Sector 3.”
There was a beat of stunned silence.
Then—
“Where did you learn that?” one of the senior mechanics asked, blinking.
She shrugged. “I read a paper about torque distribution in high-speed cornering last week. Got bored on the flight here.”
Someone stifled a laugh. Another said under his breath, “Bloody hell…”
“Oi!” Lewis called, finally noticing the growing crowd. “What’s going on?”
The head of engineering, a stern Italian named Matteo, stepped forward and gestured for Lewis to come over.
“Your daughter,” he began slowly, still sounding amazed, “just found a design flaw we didn’t catch. One that would’ve possibly cost you two-tenths per lap. Maybe more.”
Lewis stared. “Wait. What?”
Matteo pointed at her. “She’s… she’s like a walking CFD simulator. She even pulled up our own torque data.”
Lewis turned to her, his face a mixture of disbelief and fatherly pride. “Sweetheart, what did you do?”
She looked up innocently. “I fixed your car. You’re welcome.”
A round of laughter broke out, but it was warm, appreciative. The crew clapped her on the back, some shaking their heads in awe.
“She’s incredible,” Matteo said to Lewis. “You sure she’s not secretly part of Red Bull’s spy program?”
Lewis laughed. “Trust me, if she were, we’d all be in trouble. She’s probably smarter than half the grid already.”
“I’m smarter than you,” she teased.
“Absolutely no doubt about that,” he replied with a grin, ruffling her hair.
She smoothed it down with a roll of her eyes. “So dramatic.”
The engineers quickly got to work implementing her suggestions. Matteo kept glancing back at her like she was some kind of wizard. Lewis watched with arms folded, his heart swelling.
After a while, she stood beside him, watching the updated component go onto the car.
“So… what did you think?” he asked gently.
She tilted her head. “It’s loud. Smells like oil. Half the men here don’t know how to hold a tablet properly.”
Lewis laughed. “Welcome to Formula One.”
She smiled. “It’s cool, though. I like it.”
He nudged her shoulder. “You ever think about working in this world someday? Engineering, maybe?”
She glanced at him, then back at the car. “Maybe. If they can keep up.”
He chuckled again. “No pressure, but… you made me proud today.”
She looked at him seriously. “You’re always proud.”
“True. But today, I’m blown away. You just walked into one of the most elite garages on the planet and made a critical engineering correction before lunch.”
She gave a shy smile, shrugging. “Just saw something wrong and fixed it.”
He wrapped an arm around her shoulders. “You’ve always done that. In your own way.”
As the car roared to life for testing, the modified part holding firm, Lewis and his daughter stood side by side, two Hamiltons—one a living legend of the track, the other a rising genius who might just change the sport in her own quiet, brilliant way.
And somewhere behind them, Matteo whispered to a fellow engineer, “Keep an eye on her. She’s the future.”
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Authors Note: Hey loves. I hope you enjoyed reading this story. My requests are always open for you!
-♡○♡
#f1 drivers as fathers#formula 1#formula one#f1 x reader#f1 x female reader#formula 1 x reader#lewis hamilton x daughter!reader#lewis hamilton x reader#lewis hamilton#dad!lewis hamilton#hamilton!reader#f1 x daughter!reader#charles leclerc x reader#lando norris x reader#carlos sainz x reader#oscar piastri x reader#max verstappen x reader#george russell x reader#alex albon x reader#pierre gasly x reader#ferrari#scuderia ferrari#ferrari formula 1
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Like her or not, we're now on the same side and this woman knows what she's talking about. She suggests actionable steps steps we must take to win ourcountry back from the fascists.
From Liz Cheney
Dear Democratic Party,
I need more from you. You keep sending emails begging for $15,while we’re watching fascism consolidate power in real time. This administration is not simply “a different ideology.” It is a coordinated, authoritarian machine — with the Supreme Court, the House, the Senate, and the executive pen all under its control. And you? You’re still asking for decorum and donations. WTF. That won’t save us. I don’t want to hear another polite floor speech. I want strategy. I want fire. I want action so bold it shifts the damn news cycle — not fits inside one. Every time I see something from the DNC, it’s asking me for funds.
Surprise. Those of us who donate don’t want to keep sending money just to watch you stand frozen as the Constitution goes up in flames — shaking your heads and saying, “Well, there’s not much we can do. He has the majority.” I call bullshit. If you don’t know how to think outside the box… If you don’t know how to strategize… If you don’t know how to fight fire with fire… what the hell are we giving you money for? Some of us have two or three advanced degrees. Some of us have military training. Some of us know what coordinated resistance looks like — and this ain’t it. Yes, the tours around the country? Nice. The speeches? Nice. The clever congressional clapbacks? Nice. That was great for giving hope. Now we need action.
You have to stop acting like this is a normal presidency that will just time out in four years. We’re not even at Day 90, and look at the chaos. Look at the disappearances. Look at the erosion of the judiciary, the press, and our rights. If you do not stop this, we will not make it 1,460 days. So here’s what I need from you — right now:
⸻
1. Form an independent, civilian-powered investigative coalition.
I’m talking experts. Veterans. Whistleblowers. Journalists. Watchdog orgs. Deputize the resistance. Build a real-time archive of corruption, overreach, and executive abuse. Make it public. Make it unshakable. Let the people drag the rot into the light. If you can’t hold formal hearings, hold public ones. If Congress won’t act, let the country act. This isn’t about optics — it’s about receipts. Because at some point, these people will be held accountable. And when that day comes, we’ll need every name, every signature, every illegal order, every act of silence—documented. You’re not just preserving truth — you’re preparing evidence for prosecution. The more they vanish people and weaponize data, the more we need truth in the sunlight.
⸻
2. Join the International Criminal Court.
Yes, I said it. Call their bluff. You cannot control what the other side does. But you can control your own integrity. So prove it. Prove that your party is still grounded in law, human rights, and ethical leadership. Join. If you’ve got nothing to hide — join. Show the world who’s hiding bodies, bribes, and buried bank accounts. Force the GOP to explain why they’d rather protect a war criminal than sign a treaty. And while you’re at it, publicly invite ICC observers into U.S. borders. Make this administration explain — on camera — why they’re terrified of international oversight.
⸻
3. Fund state-level resistance infrastructure.
Don’t just send postcards. Send resources. Channel DNC funds into rapid-response teams, legal defense coalitions, sanctuary networks, and digital security training. If the federal government is hijacked, build power underneath it. If the laws become tools of oppression, help people resist them legally, locally, and boldly. This is not campaign season — this is an authoritarian purge. Stop campaigning. Act like this is the end of democracy, because it is. We WILL REMEMBER the warriors come primaries. Fighting this regime should be your marketing strategy.
And let’s be clear:
The reason the other side always seems three steps ahead is because they ARE. They prepared for this. They infiltrated school boards, courts, local legislatures, and police unions. They built a machine while you wrote press releases. We’re reacting — they’ve been executing a plan for years. It’s time to shift from panic to blueprint. You should already be working with strategists and military minds on PROJECT 2029 — a coordinated, long-term plan to rebuild this country when the smoke clears.
You should be publicly laying out:
• The laws and amendments you’ll pass to ensure this never happens again• The systems you’ll tear down and the safeguards you’ll enshrine • The plan to hold perpetrators of human atrocities accountable • The urgent commitment to immediately bring home those sold into slavery in El Salvador You say you’re the party of the people? Then show the people the plan.
⸻
4. Use your platform to educate the public on rights and resistance tactics.
If they’re going to strip us of rights and lie about it — arm the people with truth. Text campaigns. Mass trainings. Downloadable “Know Your Rights” kits. Multilingual legal guides. Encrypted phone trees. Give people tools, not soundbites. We don’t need more slogans. We need survival manuals.
⸻
5. Leverage international media and watchdogs.
Stop hoping U.S. cable news will wake up. They’re too busy playing both sides of fascism. Feed the real stories to BBC, Al Jazeera, The Guardian, Reuters, Der Spiegel — hell, leak them to anonymous dropboxes if you have to. Make what’s happening in America a global scandal. And stop relying on platforms that are actively suppressing truth. Start leveraging Substack. Use Bluesky. That’s where the resistance is migrating. That’s where censorship hasn’t caught up. If the mainstream won’t carry the truth — outflank them. Get creative. Go underground. Go global. If our democracy is being dismantled in broad daylight, make sure the whole world sees it — and make sure we’re still able to say it.
⸻
6. Create a digital safe haven for whistleblowers and defectors.
Not everyone inside this regime is loyal. Some are scared. Some want out. Build the channels. Encrypted. Anonymous. Protected. Make it easy for the cracks in the system to become gaping holes. And while you’re at it? Stop ostracizing MAGA defectors. Everyone makes mistakes — even glaring, critical ones. We are not the bullies. We are not the ones filled with hate. And it is not your job to shame people who finally saw the fire and chose to step out of it. They will have to deal with that internal struggle — the guilt of putting a very dangerous and callous regime in power. But they’re already outnumbered. Don’t push them back into the crowd. We don’t need purity. We need numbers. We need people willing to burn their red hats and testify against the machine they helped build.
⸻
7. Study the collapse—and the comeback.
You should be learning from South Korea and how they managed their brief rule under dictatorship. They didn’t waste time chasing the one man with absolute immunity. They went after the structure. The aides. The enforcers. The loyalists. The architects. They knocked out the foundation one pillar at a time — until the “strongman” had no one left to stand on. And his power crumbled beneath him. You should be independently investigating every author of Project 2025, every aide who defies court orders, every communications director repeating lies, every policy writer enabling cruelty, every water boy who keeps this engine running. You can’t stop a regime by asking the king to sit down. You dismantle the throne he’s standing on — one coward at a time.
⸻
Stop being scared to fight dirty when the other side is fighting to erase the damn Constitution.
They are threatening to disappear AMERICANS. A M E R I C A N S. And your biggest move can’t be another strongly worded email. We don’t want your urgently fundraising subject lines. We want backbone. We want action. We want to know you’ll stand up before we’re all ordered to sit down — permanently. We are watching. And I don’t just mean your base. I mean millions of us who see exactly what’s happening. I’ve only got 6,000 followers — but the groups I’m in? The networks I touch? Over a quarter million. Often when I speak, it echoes. But when we ALL speak, it ROARS with pressure that will cause change. We need to be deafening. You still have a chance to do something historic. To be remembered for courage, not caution. To go down as the party that didn’t just watch the fall — but fought the hell back with everything they had.
But the clock is ticking.
And the deportation buses are idling.
* * * *
UPDATE AND NOTE:
I have received (what seems like) several hundred copies of a document allegedly authored by Liz Cheney entitled, “Democrats, I need more from you.” The “letter” was not authored by Cheney, but by someone who does not appear to have a readily identifiable profile as a pro-democracy activist. The purported author, “Dr. Pru Lee,” may not be the real identity of the author.
Setting aside the mysterious source of the letter, it has struck a chord with many Democrats. Indeed, many of the copies forwarded to me are accompanied by emails that express some sense of satisfaction that the author has criticized the Democratic Party for its failures and laid out a sensible plan for a path forward.
I suspect the letter was written by a Democratic consultant or insider who is upset with the progressive wing of the party and/or the grassroots movement. The author says, in part,
Yes, the tours around the country? Nice. The speeches? Nice. The clever congressional clapbacks? Nice. That was great for giving hope. Now we need action Don’t just send postcards. Send resources.
Many of the “recommendations” in the letter aren’t realistic—either in a reasonable timeframe or ever. For example, the letter demands the Democratic Party
Form an independent, civilian-powered investigative coalition. Deputize the resistance. Join the International Criminal Court. Fund state-level resistance infrastructure. Stop campaigning. You [the Democratic Party] should be publicly laying out: • The laws and amendments you’ll pass to ensure this never happens again • The systems you’ll tear down and the safeguards you’ll enshrine • The plan to hold perpetrators of human atrocities accountable.
I endorse the author’s passion and understand how the author has managed to channel the anger of rank-and-file Democrats toward their party. But it simply isn’t productive or helpful during this moment of crisis to devote our resources to attacking the Democratic Party.
Here’s a thought experiment: If you have forwarded the above letter to your closest one hundred friends and relatives, try drafting a sequel that begins, “Dear Republicans, I need more from you . . . .”
The virtue of the “Dear Republicans” version of the letter is that it shifts the focus to where it belongs: On those who are enabling Trump, rather than on those who are resisting him.
Is the resistance perfect? No. Is the Democratic Party perfect? No. Are congressional Democrats perfect? No. But compared to their Republican counterparts, Democrats look like heroes of democracy, warts and all.
Democrats aren’t the problem. They are the solution. Be part of the solution. We can sort out the credits and debits after we reclaim democracy!
[Robert B. Hubbell]
#Liz Cheney#resist#Hands Off#Robert B. Hubbell#political#Dr. Pru Lee#pro-democracy#save our republic#No Kings
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New Blood, Old Regards
Thanks to @eyeofthenewt1 for this art piece!
Greetings! Although the Stats Team is still in a state of retirement, we’ve periodically updated several of our Campaign 3 Running Stats categories and galleries thanks to the efforts of a new team of data collectors. This team, consisting of Archivists Astral, Ethereal, Fey, and Shadow, have been preparing since the beginning of the year to launch their own site, and that day has come! With that, we’re pleased to present:
The Omen Archive
Although they have been providing CritRoleStats updates for our Campaign 3 records, their site will be its own thing with its own tools, toys, and focuses, such as graphics derived from their own databases of data. Please visit them at their website, reach out to them, and check them out on their various social media pages:
Website: https://www.omenarchive.com/
Twitter/X: https://twitter.com/omenarchive
Bluesky: https://bsky.app/profile/omenarchive.bsky.social
Instagram: https://www.instagram.com/omen_archive/
Tumblr: https://omenarchive.tumblr.com/ ( @omenarchive )
CritRoleStats will continue to update our databases and running stats pages with the data we receive from the Omen Archive until the end of the campaign, so that anyone from academics to casual fans have access to a complete catalogue of three campaigns worth of data. After that, our site will be completely (accessibly) archived, and our legacy will be carried on entirely by projects like the Omen Archive.
Thanks Are In Order
Outside of our final livecast, we realize we went out without the proper thanks to the community members who helped us grow. We’d like to take this opportunity to give credit where we feel it’s due.
We’d like to thank the team at Critical Role for their support over the years, with special thanks to Dani Carr for both her wonderful spirit, tenacious work ethic, and the marvelous send-off she gave us.
We’d like to thank the creators in the community. Thank you to the artist community for letting us feature your wonderful talent to give vibrancy to the numbers and words we’ve filled. Thank you to the information gathering community, from the wiki workers to the meta analysts, for giving your time to help make Critical Role more accessible. Thank you to the academics for finding value we didn’t know we had in our work. Thank you to everyone who creates in this community, whether your medium is music, words, stats, or art; whether you share for a large audience or for the joy of your private home or table; whether you encourage others with high presence, or quietly inspire and support from the shadows. Your creation makes the world a more interesting place.
We’d like to thank both our patrons and our Ko-Fi supporters for allowing us to carry on for as long as we have, and to make sure our work can continue to reach those who want to be informed and inspired. Thank you to our regular visitors, as well; traffic is supportive in several ways!
Thank you to those who have been with us, whether it’s the very beginning, sometime in the middle, or even if you’re tuning in just now. Your patronage and your expression of value in our work has been a blessing. (Thanks for the 1d4.) We’d also like to thank everyone who has continued to visit the site in spite of the lack of regular content creation on our part, and are grateful that so many of you are still finding use in the previous campaigns’ worth of data, as well as the current one.
We love you all very much. Now, back to retirement!
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"Harm reduction for diy hrt" WHAT HARM ??? SHOW ME THE HARM !!!
Years of paying attention and talking w ppl, not ONE "so&so happened to my buddy's metamour's friend" report of a major incident let alone a credible even 2nd or 3rd hand case study.
Actualized negative events associated with DIY hrt i DO have credible reports of: 1) swollen/itchy/painful injection sites in people reusing needles, not sterilizing vial tops, using poor injection technique 2) mild to moderate allergic reactions to carrier oils 3) using an ineffective dose with minor to moderate mood disturbances, flares of some autoimmune conditions, fatigue/weakness/brain fog/pain in people already susceptible to chronic pain, that subside with dosing/cycle adjustments
NONE OF THESE ISSUES are UNIQUE to the DIY element. In the cases of 2 and 3, there are significant pros to DIY bc it is easier/cheaper to access a preparation without an allergen when you are your own compounding pharmacy, and dosage changes can be made without permission/folks aren't stuck on shitty doses that could possibly create more significant health problems down the line for extended periods while waiting for prescriber approval to change.
Injection protocol education for IV NEEDLE DRUG USERS is harm reduction because there is HARM associated with the socio-medical conditions created by the war on drugs to ACTIVELY BLOCK access to safer use knowledge and tools. There is REAL HARM in the REAL WORLD that is REDUCED by addressing politically-introduced risk vectors in a specific class of autonomous medicine use.
Harm reduction is a specific term for a specific socio-medical concept regarding activities that, while involving inherent risk (as most aspects of Being Alive do!), occupy a position of ARTIFICIALLY INFLATED RISK due to criminalization, policing, and specific means of knolwege gatekeeping and/or disruption of transmission. As a term it has a specific history and purpose, to assert that the same risk mitigation and best-possible/acceptable/desirable care options should be available to all people regardless of their participation in stigmatized or illicit activities.
Discussion of risk and protocols associated with any form of medicine is vital to building robust, effective, desirable, and sustainable common-knowledge medical strategies; but to be effective at that these discussions have to be as accurate to the data points they describe as possible. Referring to risk mitigation strategies that do not address ACTUALIZED CONDITIONS RESULTING IN HARM as "Harm reduction" is inaccurate and occludes reality. One reason this is bad, among many, is that the fact that widespread negative events unique to the DIY element of DIY HRT are not CURRENTLY actually happening could potentially be an important datapoint in problem solving if it DOES happen in the future. If in three weeks some kid or collective somewhere starts DIYing and getting really sick, it is important for those people to know that THAT IS WEIRD!!!!!! and deserves a lot of detailed exploration of what went wrong, & not just assume that they just got unlucky/didn't Reduce Harm good enough.
Just say "these are what i think are best practices based on xyz evidence," and leave it at that. If for some reason you're uncomfortable saying THAT, it's probably a sign you don't know enough about what you're talking about and need to interrogate your epistemology more before opening your mouth to tell other people what to do.
That is all.
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Do you have any more fluffy Jade/ Floyd captivity thoughts for us? Particularly spending Christmas with either of them?
Thinking….. decorating your lab office for the holidays and the eels curiously watch you from where they lurk in their tanks, wondering what you’re doing with all of the pretty, shiny things. They wonder if this is like the human equivalent of a nest or a grotto and you’re preparing it specifically for them. If that’s the case, they’re very intrigued by your interior decorating. You’ve certainly caught their eyes. If this was the sea, all of those lights would definitely attract all kinds of mers…even predators.
You string garland and cheap strands of lights around your desk. You even brought in a small tree to hang all kinds of decorations and ornaments on. The eels are absolutely enamored when you plug in the lights and they brighten up the space with holiday cheer. Quite a festive nest you’ve made for yourself.
When you check in on them later that evening, just as you’re getting ready to leave, you notice they’re both glowing—bioluminescence cutting strips of light through the gloom. This is notably brighter than their usual glow. You wonder what it means because their tank is kept at optimal temperatures for deep-sea mers, so there should be no need for them to be in season. That’s not until early spring, if all the data you’ve collected on them is anything to go by, and there aren’t any mates nearby. Strange. Maybe they’re mimicking the lights?
Alternatively, imagine you’ve been playing nothing but Christmas music while you work to get into the holiday spirit, and the next time you see them they’re both trying to imitate the songs they’ve heard with musical clicks and calls. :D two eels attempting to serenade you with Christmas music they’ve picked up over the month you’ve been playing it!! <3 and of course when they learn this is the season of giving gifts they’re quick to act, fastening the bones from their meals into cute shapes and tools for you. You are their favorite lab coat, after all~ of course it’s a much more intimate gesture coming from them, but you might not immediately understand that. :)
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Interview to celebrate the opening of the Ryoko Kui Exhibition
About Delicious in Dungeon: Story making
Q1. Your first long-running series has lasted for about 9 and a half years. Has it been different from your previous experience drawing short stories?
A1. Compared to short stories, the series has been easier because the same characters appear each time. But I was surprised to find that I got tired of drawing the same characters too many times.
Q2. You have said before that the overall structure of the story was decided before serialization began, but how much of that had you communicated to your editor? Also, what kind of communication did you have during the series production?
A2. The goal was something we discussed and had decided on from the beginning. The goal itself was simple, but the path to get there was more difficult and took longer than imagined.
Q3. Regarding the overall story concept and development, did you write out or put anything down in writing (such as the plot)?
A3. I did, but it was simple.
Q4. Did you come up with the dishes based on the monsters you wanted in the story? Or did you come up with the monsters based on the dishes?
A4. It depended on the story, but usually the story came first followed by the monsters or food. I feel like that was most often the order.
Q5. As you progressed in drawing the series, what elements of the characters, story, or world expanded or grew in the most unexpected way?
A5. Nothing particularly unexpected perhaps. When I used to draw web manga, I tended to think up inconsequential settings. So, from the beginning I tried to restrain myself as much as possible and not expand too much. I was surprised when my editor said "Let's expand it more," in the second half of the series.
Q6. "Delicious in Dungeon" starts with a relatively simple setting, but as the series and the labyrinth exploration continues, the map slowly expands little by little in the readers' minds. It becomes more three-dimensional, revealing the secrets of the world, and taking on a multilayered structure. Are there any sources that you used as a reference, or which influenced you in creating this multilayered structure?
A6. A long time ago, when I was working on my personal web manga (fantasy), I drew it however I wanted, thinking that "Only people who can read this will read it," but I regularly received feedback that it was "unreadable", so I tried to make it as easily. accessible as possible.
Q7. The series combines many elements, including "fantasy", "gourmet", "battles", and "puzzle solving", but I think it's also important that it is a "comedy" which makes people laugh. Could you let us know if you have a creative commitment towards depicting humor?
A7. My hopes are that I can make it fun for people to read.
[page 5]
About Delicious in Dungeon: Drawing manga
Q1. Please tell us about the drawing tools you currently use, both digital and analogue.
A1. In terms of analogue tools, I use a light box, a G pen, a round pen, and a brush pen. And for digital, I use CLIP STUDIO PAINT and a Wacom LCD tablet. Screentone pasting is always done on the computer, so ultimately it all ends up as a digital manuscript.
Q2. Do you have any rules or reasons for using digital and analog separately?
A2. I'm always looking for ways to draw better and save time, so the exact approach is probably different for almost every chapter. Personally, I feel that analogue methods create more appealing lines, but I feel like digital saves time, so maybe I'll do a digital rough sketch and do the inking by hand… I might have been using a G pen, and maybe I'll try out a turnip pen, or this time I'm short on time so I'll draw it entirely digitally, but with digital I can redo it over and over, so maybe analogue is still faster, and so on and so forth. I'm indecisive in this way and so haven't developed a consistent process.
Q3. I understand that you prepare 3D data for your assistants to draw the backgrounds. What kind of data did you make for "Delicious in Dungeon" ?
A3. You could call it 3D, but it's not a proper model, just something to help with the rough sketching. I line up cubes to share the perspective and sense of scale, and they use it as a reference.
Q4. At the beginning of the series, the characters and backgrounds were somewhat simply drawn, and it seems like they became richly detailed over the progression of the story. What was your intention behind using these different styles?
A4. It's simply that my technique isn't stable. I thought I'd put a lot of effort in at the start. I remember being confused when my editor asked me to add more in to the drawing, and I wondered "Where…?"
Q5. Thinking about the food, were there any menu illustrations that you were particularly satisfied with, or which you struggled with?
A5. I've never liked my own food illustrations. But the times when I read other people's manga and thought "That looks delicious," I think it's been more an influence of the movement, the staging, and the situation than the drawings.
Q6. For the world maps and the terrain of each continent, did you refer to any maps of the real world? I feel like the shape of the 'island' is similar to the shape of Fukuoka Prefecture or Kyushu.
A6. I didn't reference any specific geography, but I did try to put thought into things like whether a developed city would be near a river or the sea, and what the coastline would look like. I'm pleased if it feels similar to a real place, because it means my interpretation was pretty accurate.
About Delicious in Dungeon: Other
Q1. Which is your favorite monster?
A1. Nightmare.
Q2. I'm sure you have received a lot of feedback from readers in countries and regions outside of Japan. Please tell us if there was anything from them that made you happy, was unexpected, or which made a lasting impression on you.
A2. When you play foreign games, there are times when you think "Why did they translate it into Japanese like that?" But having been on the side of having something translated, I've realized some things are unavoidable, or endless, and there are many things that don't matter either way from the author's perspective, so it was interesting.
About Ryoko Kui's short story collections and herself
Q1. Dragons are a consistent and important motif in your work. Was there any particular work or experience which inspired this? Also, are there points about drawing dragons which you find interesting or have had to work hard on?
A1. It's less about liking dragons, and more that I'm interested in the worlds in which dragons exist. When I draw dragons, the depiction in itself has a sweet feeling to it. I have never had a pet reptile, so I don't have a very good understanding of them.
Q2. Unomiya University in your story "The dragon's school is on top of the mountain" has a Faculty of Dragons, Department of Environmental Studies, and Department of Technology Studies, and a Faculty of Veterinary Medicine. If you were to enroll in the university, which department or faculty would you like to enter?
A2. I probably wouldn't be accepted….
Q3. The collection includes a short story staged as an essay manga. Are you a fan of essay manga? Please tell us about any genres of essay manga that you like.
A3. I love all kinds of essay manga. I read them often.
Q4. If you were to make your own game, what kind of game would you like to make?
A4. I prefer being a player when it comes to games.
Q5. When did you first start drawing illustrations (doodles)?
A5. I don't exactly remember when I first drew a picture, but I think I started drawing manga around the fourth or fifth grade of elementary school. in my notebooks and had my friends read them.
Q6. What is the most fun part about drawing manga?
A6. Every part is fun and hard in its own way.
Q7. Please tell us if there is anything you "just can't stop no matter what".
A7. My procrastination habit.
Q8. Could you please tell us if there's something you want to draw now?
A8. I've been working continuously since the serialization, so I'd like to take about 2 to 3 months to just draw whatever I want.
#Dungeon Meshi#qna#Ryoko Kui#longpost#long post#ryoko kui exhibition#delicious in dungeon exhibition#interview#delicious in dungeon#dunmeshi#exhibition
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From Fear and Loathing: Closer to the Edge on Facebook
Heading to a “Hands Off!” protest this Saturday? Here’s everything you need to know — your rights, safety tips, and what to do if arrested.
On Saturday, April 5, people across the United States will gather for a coordinated day of resistance. From major cities to small towns, the “Hands Off!” protests are about drawing a hard line — against political overreach, creeping authoritarianism, and policies that strip away our rights and dignity.
Whether you’re marching in New York City, Dallas, Chicago, or a rural square in Nebraska, your presence matters. So does your preparation.
Here’s your nationwide guide to showing up — and staying safe while doing it.
KNOW YOUR RIGHTS (AND WRITE THEM ON YOUR ARM)
Before you arrive: Write the local legal support hotline number on your arm in permanent marker. In many cities, National Lawyers Guild (NLG) chapters will operate hotlines and send legal observers.
Say: “I am exercising my right to remain silent. I want a lawyer.”
Ask: “Am I being detained or am I free to go?”
If detained, remain silent.
If not, walk away calmly.
Legal observers (often in green hats/vests) are there to document police behavior — not to represent you legally. You can notify them if you witness abuse or misconduct.
WHAT TO BRING
Pack like you’re staying awhile and planning for anything:
Water and snacks
Face mask, hand sanitizer, and sunscreen
Phone with passcode lock (NOT Face ID/fingerprint)
External battery pack
Cash (for food, transit, emergencies)
Printed emergency contacts
Comfortable shoes, weather-appropriate clothing
Goggles or saline drops (in case of tear gas, depending on region)
Don’t bring:
Weapons (or anything that could be construed as one)
Illegal substances
Anything you wouldn’t want seized or photographed by law enforcement
STAY SAFE, STAY CALM, STAY NON-VIOLENT
Stick together. Stay with your group. Have a plan if separated.
Avoid confrontation. Ignore counter-protesters and agitators.
Film what matters. You have the legal right to record public events, including police activity — but don’t interfere.
De-escalate when possible. Your goal is to be heard, not baited.
Watch your surroundings. Know where you are and how to exit if needed.
If arrested:
Don’t resist.
Don’t talk beyond name and birthdate.
Wait for a lawyer.
Don’t sign anything without legal counsel.
PROTECT YOUR DATA
Phones are tools — and vulnerabilities.
Turn off Face ID and fingerprint unlock. Use a passcode.
Consider airplane mode during risky moments.
Back up photos/videos or use live stream apps like Instagram or Twitch to preserve footage.
Use encrypted messaging apps like Signal.
RESOURCES BY REGION
While every city differs, these national orgs often have local chapters or partners at major protests:
National Lawyers Guild: nlg.org
ACLU: aclu.org/know-your-rights
Mutual Aid Networks: Search “[Your City] Mutual Aid”
Bail Funds Directory: bailfunds.github.io
Legal Hotlines: Often listed on local protest pages or announced by organizers day-of
TRANSPORT + ACCESSIBILITY
Plan ahead: Some roads and transit lines may close or reroute.
Carpool or take transit when possible.
If you need ADA accommodations, contact local organizers in advance or ask staff at arrival points.
THIS IS BIGGER THAN A MARCH
This isn’t just a protest. It’s a warning flare — and a promise. That we won’t stand by while our rights are stripped. That we won’t let apathy win. That we see what’s happening — and we’re not afraid to raise hell, peacefully and powerfully.
So come prepared.
Come together.
And don’t let them scare you into silence.
Stay safe. Stay loud.
#april 5th#protest#hands off#us politics#usa politics#stay safe#protest safely#hands off protest#april 5 2025
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Edit: the app launched and Is down- I have the initial apology video in a post here and I’m working on getting a full archive of their TikTok up ASAP. I’m letting the rest of this post remain since I do still stand by most of it and also don’t like altering things already in circulation.
Warning for criticism and what I’d consider some harsh to outright mean words:
So I’ve just been made aware of the project known of as ‘lore.fm’ and I’m not a fan for multiple reasons. For one this ‘accessibility’ tool complicates the process of essentially just using a screen reader (something native to all I phones specifically because this is a proposed IOS app) in utterly needless and inaccessible ways. From what I have been seeing on Reddit they have been shielding themselves (or fans of the project have been defending them) with this claim of being an accessibility tool as well to which is infuriating for so many reasons.
I plan to make a longer post explaining why this is a terrible idea later but I’ll keep it short for tonight with my main three criticisms and a few extras:
1. Your service requires people to copy a url for a fic then open your app then paste it into your app and click a button then wait for your audio to be prepared to use. This is needlessly complicating a process that exists on IOS already and can be done IN BROWSER using an overlay that you can fully control the placement of.
2. This is potentially killing your own fandom if it catches on with the proposed target market of xreader smut enjoyers because of only needing the link as mentioned above. You don’t have to open a fic to get a link this the author may potentially not even get any hits much less any other feedback. At least when you download a pdf you leave a hit: the download button is on the page with the fic for a reason. Fandom is a self sustaining eco system and many authors get discouraged and post less/even stop writing all together if they get low interaction.
3. Maybe we shouldn’t put something marketed as turning smut fanfic into audio books on the IOS App Store right now. Maybe with KOSA that’s a bad idea? Just maybe? Sarcasm aside we could see fan fiction be under even more legal threat if minors use this to listen to the content we know they all consume via sites like ao3 (even if we ask them not to) and are caught with it. Auditory content has historically been considered much more obscene/inappropriate than written content: this is a recipe for a disaster and more internet regulations we are trying to avoid.
I also have many issues with the fact that this is obviously redistributing fanfiction (thus violating the copyright we hold over our words and our plots) and removing control the author should have over their content and digital footprint. Then there is the fact that even though the creator on TikTok SAYS you can email to have your fic ‘excluded’ based on the way the demo works (pasting a link) I’m gonna assume that’s just to cover her ass/is utter bullshit. I know that’s harsh but if it walks like a duck and quacks like a duck it’s probably a duck.
I am all for women in stem- I’ve BEEN a woman in Stem- but this is not a cool girl boss moment. This is someone naive enough to think this will go over well at best or many other things (security risks especially) at worst.
In conclusion for tonight: I hope this person is a troll but there is enough hype and enough paid for web domains that I don’t think that’s the case. There are a litany of reasons every fanfic reader and writer should be against something like this existing and I’ll outline them all in several other posts later.
Do not email their opt out email address there is no saying what is actually happening with that data and it is simply not worth the risks it could bring up. I hate treating seemingly well meaning people like potential cyber criminals but I’ve seen enough shit by now that it’s better to be safe than sorry. You’re much safer just locking all your fics to account only. I haven’t yet but I may in the future if that is the only option.
If anyone wants a screen reader tutorial and a walk through of my free favorites as well as the native IOS screen reader I can post that later as well. Sorry for the heavy content I know it’s not my normal fare.
#it’s especially insulting the way this is marketed as solving a problem when the solution already exists#ableism#lore.fm#terrible app ideas that shouldn’t happen#serious#accessibility#screen readers#lore.fm should not launch#accessibility tools that are inherently ableist in design#I wish I was making this up
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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.
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