#should have used a 40 developer

[shiftedvoid]

Here’s how the hair turned out, not sure if I like it or not

[feminist-space]

Cat in the Hat:

"The German Health Minister gave an important update on the Covid situation yesterday.

I’ve written up the section of his speech from the video below for easy reading.

It’s immensely refreshing to see a government minister warning of the harms of Covid in such a transparent way."

https://x.com/_catinthehat/status/1732092683508678954

Prof. Karl Lauterbach

Health Minister, Germany

4 December 2023

"This second (long Covid) round table was very interesting, lasting three and a half hours. It serves as a unique forum for dialogue among scientists, researchers and those affected by long Covid, facilitating the exchange of ideas.

There are many new findings about long Covid. Not all of them are good news. One piece of not-so-good news concerns the fact that long Covid is actually still a problem for those who are newly infected. One estimate that has been put forward is that the risk of contracting long Covid now, even after vaccination, is around 3%. Now you may say, "that's not such a big risk" , but there are tens of thousands of people who are repeatedly affected in a short period of time. And so, the long Covid problem has not yet been solved.

We have also established that there really are many subgroups of long Covid and that we do not yet have a cure. And it was clearly pointed out that we are also dealing with problems here that will challenge society as a whole, because vascular diseases often occur after long Covid. Throughout Europe, we are currently seeing an increased incidence of cardiovascular disease in the middle-age group - from 25 to 50. This is associated with the consequences of Covid infections.

We also very often find cognitive impairment in older people. And one participant pointed out that it may well be like the Spanish flu, where 20 years after the Spanish flu there was a significant increase in Parkinson's disease and probably also dementia.

This is something we must pay attention to, as the past infection afiects how the immune system in the brain functions, as well as the brain's blood vessels, potentially increasing the long-term risk of these major neurodegenerative diseases. This is why we need to conduct very intensive research. This research has played a major role.

What is the overall assessment of the situation now?

We have to be careful. Long Covid is not curable at the moment. We also know that over 40% of those who have several manifestations of long Covid, for example, five or more, still have symptoms after 2 years, so it doesn't seem to heal spontaneously. We also know that those whose symptoms are more pronounced at the beginning are less likely to heal.

So some of what we know from the demographics of long Covid has been confirmed, and we now know more precisely which mechanisms in the brain, but also in the blood vessels and the immune system, are responsible for this. Professor Scheibenbogan will explain this briefly later.

At this point, I can only say the following - this is particularly important to me:

First of all, long Covid is a disease that stays with us and that we cannot yet cure. And we are seeing an increasing number of cases as the waves of infection continue to affect us.

Secondly, Covid is not a cold - with a cold, you don't usually see any long-term effects. You don't see any changes in the blood vessels. You don't usually see an autoimmune disease developing. You also don't usually see neurological inflammation - these are all things that we see with long Covid. Therefore, one should not assume that Covid infection is just a common cold. It can affect brain tissue and the vascular system, and we still lack an effective treatment, making these studies crucial.

Significantly, we know that the risk of long Covid decreases when you're infected but have been vaccinated. That's why it's concerning that only 3 million people have been vaccinated with the new, adapted vaccine. That is a very bad result.

Please protect yourself from severe infections.

Please protect yourself from long Covid.

Currently, the danger posed by Covid is indeed being underestimated. Nothing is worse than infecting someone at Christmas who then becomes seriously ill and may not fully recover."

Alt text is included in all images of this post.

[read-marx-and-lenin]

Are you a Tankie?? Do you think the USSR was a good nation? Do you maybe even defend Stalin somewhat, not just Lenin? Do you support Mao or ''commuist" nations in the modern age like China or North Korea? I think Commuism is a good ideology, but anytime it's been attempted alongside a government, it's been used as an excuse to control and oppress people. I think it can only work feasibly under anarchy because a government will never release control of its citizens.

I used to be an anarchist myself. I'm not going to say there's some magic phrase that will convince you to become a "tankie" like me, but I will say that if you haven't read some of the core works by Marx, Engels, or Lenin, you should give them a try sometime. "State and Revolution" especially. There is no magic "abolish the state" button that can be pressed to do away with all authority in one stroke. The material conditions must be changed first before the state can disappear.

I would also recommend checking out Pat Sloan's "Soviet Democracy", and pretty much anything by Anna Louise Strong but especially The Soviets Expected It, The Stalin Era, and In North Korea. On the subject of North Korea, you should also watch the democracy "Loyal Citizens of Pyongyang in Seoul".

There is a lot of propaganda surrounding actually existing socialism in the West, and it is important to separate truth from fiction. People do not fight in revolutions only to turn around and accept new oppressors. Every currently existing socialist state is democratic, and that includes the DPRK. Democratic does not mean ideal, but it does mean that people have a say in who is running the government. Even more than that, in every existing socialist state the people have the right to recall elected officials at any time, something which is not guaranteed in most bourgeois democracies, including the US.

Can you imagine members of the ruling party meeting with the people directly on a regular basis to discuss and debate the issues that matter most to the people in the US or any other bourgeois democracy? Can you imagine government officials whose top priority is the material welfare of the most disadvantaged citizens? You look at government meetings in China, in Cuba, in Vietnam, in Laos, and in North Korea, and that is what you see time and time again. That is the crux of politics in these countries, the material conditions of the people and how to improve them. They are dictatorships of the proletariat and thus the proletariat are the class for which the state exists to benefit.

Finally, you should read the 1986 paper "Capitalism, socialism, and the physical quality of life" by Cereseto & Waitzkin. While it is nearly 40 years old, it used World Bank data (clearly not a source biased in favor of communism) to demonstrate how on average socialist economies outperformed capitalist ones at similar levels of economic development in terms of actual material conditions for the average citizen. Being 40 years old, it also has the advantage of comparing data at a time when the number of socialist nations was at its highest. If you want to see more recent examinations that take a similar approach, you should read any papers by the economist Jason Hickel, but especially his 2016 paper "The true extent of global poverty and hunger", where he demonstrates that capitalism has by and large failed to improve material conditions outside the imperial core, and that the only nations that buck the trend in the developing world are the ones who have rejected neoliberal economic policy, most notably China, whose socialist economy has been responsible for the vast majority of people lifted out of poverty in the last decades.

[theshitpostcalligrapher]

oh my god i figured it out

okay so it took an accident of me not checking on it, but I FINALLY figured out why I wasn't getting enough loft on my bread:

I was NOT giving enough time for yeast/bacteria production.

So if I do my other bread recipe's 4 hour levain development, then follow the pullman's recipe and do about an hour and a half initial rise (with stretch and folds) with a one hour final rest and rise, I get something like this:

okay that rose in the oven but like. not a whole lot, yknow?

tried again, a little longer on the levain, but this time I tried to do the final rest/rise in the fridge overnight like when you have an overnight ferment on a classic sourdough

oh that's a lot better! but the recipe is for a PULLMAN'S loaf, it should be square as possible, am I using enough ingredients?

NO I WAS. I JUST WASNT GIVING ALL THE TIMES ENOUGH TIME

this time I let the levain (40-50g starter, 35g whole wheat flour, 35g AP flour, 70 mL water) develop for like six and a half hours in a proofer or a slightly warmed oven.

pour levain into a stand mixer if you've got one, bowl if you dont. Mix in sugar (35g) and warm water (400mL). Let that sit for the usual half hour in proofer.

add flour (600ish grams total, i often do about a third whole wheat to two thirds AP), 5g salt, 80-90g fat of choice (butter, margarine, etc). I put it in the stand mixer for around 10 minutes on low. (this is a REALLY old stand mixer so it CAN go real slow- do 7-8 min on lowest setting on a modern mixer, 15 min if you wanna do a hand knead)

cover and put in proofer. As usual I did 4 stretch and folds at half hour intervals, but on the final interval I forgot about the timer- it was left in the bowl for around a full hour after the last fold rather than the planned half hour.

by the time I checked on it, it rose WAY more than i was expecting it to. Decided to roll with it (lol), greased the pullman's pan (butter if no one's allergic, margarine otherwise), flattened, rolled up the dough, plopped it in and slid on the lid.

Did the final rest for two full hours in proofing temps, then baked at 350-60ish for a half hour with the lid slid on, 15 min with the lid off.

so, all in all: the ideal loaf of pullman's sourdough starts when you wake up and comes out around dark lunch.

not practical but hey! an interesting study to be sure

[ask-an-epidemiologist]

Why "COVID anxiety" is not an actual disorder

In psychiatric terms, a phobia is considered as such if, and only if, it is unreasonable. So, an average person experiencing panic attacks at the sight of bees would be considered to have a phobia, because they are more afraid than the risk bees present to them.

However, a person with a fatal allergy to bee stings would not be considered apiphobic. This is because, with the risk of death bees present to them, having panic attacks is considered a rational reaction.

I'm sure you can already understand my point.

COVID not only can kill you (particularly if you're medically vulnerable), but it can cause severe disability. Even ignoring that people who have had COVID in the last three weeks are 81 times likelier to die of cardiac events than uninfected people, survivors of COVID are also 40% likelier to develop neurological sequelae. Rates of POTS or other dysautonomias (dysfunctions of the autonomous nervous system, which can be anywhere from "uncomfortable" to "rendering a patient bedridden") are through the roof, and neurologists are finding huge increases in the under-45 demographic of their dementia patients- a demographic that was previously extremely rare.

If someone wears protective eyewear while welding because they don't want to be blinded by an arc flash, we consider that a normal and reasonable precaution. So why are people who mask being labeled as "anxious about COVID" considering that this virus will very likely disable them if not kill them outright?

"COVID anxiety" is a rational behavior, not a medical diagnosis- so why are we treating it as one? Simple: it's another politicization of medicine. Just as "hysteria" was used to silence women, and lobotomization was used to subjugate inconvenient people (especially of rival political affiliations), "COVID anxiety" is being used to silence those who refuse to cooperate with the false narrative that COVID is over and/or no big deal. The very sight of a mask is a stark reminder to medical officials and laymen alike that they should be doing something they aren't. It's why some doctors aren't even "letting" chemo patients, one of the most severely immunocompromised demographics, do this. Because even though they are carefully avoiding a lot more illnesses than COVID, the sight of the mask still makes the doctor think of the COVID precautions they are ignoring first and foremost.

That is to say, "COVID anxiety" is a punitive diagnosis made by doctors when they are angry at the discomfort they feel when their patients remind them of their utter inadequacy, and they created this solely to stigmatize and demean patients to ensure they wouldn't subvert the expected power dynamic again.

Zero competent medical professionals actually use this terminology for their patients, and if yours uses it for you, run, don't walk, to a new clinic. Helping you is a secondary goal at best for your doctor.

[reasonsforhope]

"Namibia is the driest country in Sub-Saharan Africa, and home to two of the world’s most ancient deserts, the Kalahari and the Namib. The capital, Windhoek, is sandwiched between them, 400 miles away from the nearest perennial river and more than 300 miles away from the coast. Water is in short supply.

It’s hard to imagine life thriving in Windhoek, yet 477,000 people call it home, and 99 per cent of them have access to drinking water thanks to technology pioneered 55 years ago on the outskirts of the city. Now, some of the world’s biggest cities are embracing this technology as they adapt to the harshest impacts of climate change. But Namibia leads the way.

How did this come about? In the 1950s, Windhoek’s natural resources struggled to cope with a rapidly growing population, and severe water shortages gripped the city. But disaster forced innovation, and in 1968 the Goreangab Water Reclamation Plant in Windhoek became the first place in the world to produce drinking water directly from sewage, a process known as direct potable reuse (DPR). 

That may sound revolting, but it’s completely safe. Dr Lucas van Vuuren, who was among those who pioneered Windhoek’s reclamation system, once said that “water should not be judged by its history, but by its quality”. And DPR ensures quality. 

This is done using a continuous multi-barrier treatment devised in Windhoek during eight years of pilot studies in the 1960s. This process – which has been upgraded four times since 1968 – eliminates pollutants and safeguards against pathogens by harnessing bacteria to digest the human waste and remove it from the water. This partly mimics what happens when water is recycled in nature, but Windhoek does it all in under 24 hours...

Pictured: These ultrafiltration membranes help to remove bacteria, viruses and pathogens. Image: Margaret Courtney-Clarke

“We know that we have antibiotics in the water, preservatives from cosmetics, anti-corrosion prevention chemicals from the dishwasher,” Honer explains. “We find them and we remove them.”

Honer adds that online instruments monitor the water continuously, and staff ensure that only drinking water that meets World Health Organisation (WHO) guidelines is sent to homes. If any inconsistencies are detected, the plant goes into recycle mode and distribution is halted until correct values are restored. 

“The most important rule is, and was, and always will be ‘safety first’,” says Honer.  The facility has never been linked to an outbreak of waterborne disease, and now produces up to 5.5m gallons of drinking water every day – up to 35 per cent of the city’s consumption.

Namibians couldn’t survive without it, and as water shortages grip the planet, Windhoek’s insights and experience are more important than ever.

Interest from superpowers across the globe

In recent years, delegations from the US, France, Germany, India, Australia, Singapore, and the United Arab Emirates have visited Windhoek seeking solutions to water shortages in their own countries. 

Megadrought conditions have gripped the US since 2001, and the Colorado River – which provides 40 million people with drinking water – has been running at just 50 per cent of its traditional flow. As a result, several states including Texas, California, Arizona and Colorado are beginning to embrace DPR.

Troy Walker is a water reuse practice leader at Hazen and Sawyer, an environmental engineering firm helping Arizona to develop its DPR regulations. He visited Windhoek last year. “It was about being able to see the success of their system, and then looking at some of the technical details and how that might look in a US facility or an Australian facility,” he said. “[Windhoek] has helped drive a lot of discussion in industry. [Innovation] doesn’t all have to come out of California or Texas.”

Pictured: The internal pipes and workings of Namibia's DPR plant. As water becomes scarcer in some parts, countries are looking to DPR for solutions. Image: Margaret Courtney-Clarke

Namibia has also helped overcome the biggest obstacle to DPR – public acceptance. Disgust is a powerful emotion, and sensationalist ‘toilet to tap’ headlines have dismantled support for water reuse projects in the past. Unfortunately, DPR’s biggest strength is also its biggest weakness, as the speed at which water can re-enter the system makes it especially vulnerable to prejudice, causing regulators to hesitate. “Technology has never been the reason why these projects don’t get built – it’s always public or political opposition,” says Patsy Tennyson, vice president of Katz and Associates, an American firm that specialises in public outreach and communications.

That’s why just a handful of facilities worldwide are currently doing DPR, with Windhoek standing alongside smaller schemes in the Philippines, South Africa and a hybrid facility in Big Spring, Texas. But that’s all changing. Drought and increased water scarcity worldwide are forcing us to change the way we think about water. 

Now, the US is ready to take the plunge, and in 2025, El Paso Water will begin operating the first ‘direct to distribution’ DPR facility in North America, turning up to 10m gallons of wasterwater per day into purified drinking water – twice as much as Windhoek. San Diego, Los Angeles, California, as well as Phoenix, Arizona are also exploring the technology."

Of course, DPR is not a silver bullet in the fight against climate change. It cannot create water out of thin air, and it will not facilitate endless growth. But it does help cities become more climate resilient by reducing their reliance on natural sources, such as the Colorado River. 

As other nations follow in Namibia’s footsteps, Windhoek may no longer take the lead after almost six decades in front.

“But Windhoek was the first,” Honer reminds me. “No one can take that away.”"

-via Positive.News, August 30, 2023

[gayerthanevertbh]

widow behind closed doors pt. 1 | n.r

summary: You moved into a Craig's list apartment and met a woman through an online chat. Despite issues with your parents, you felt seen by the woman, the fleeting excitement rushing through your heart as she continues to develop a relationship with you online. However, the owner of the building, Steve Rogers, warns you to avoid the upper floor. You followed his orders, but wonder who lives behind closed doors and most of all, who is the woman behind the phone?

warnings: online dating, slight dark!natasha romanoff, age difference (natasha is 40 while reader is 20,) g!p natasha, manipulative behavior, and smut - 18+ minors dni

notes: not sure if i want to make this a story but this is just in case if i do. this is just the start of the series, this will also be posted on ao3 so let's see how it goes! let me know if you want me to continue it. don't worry, training season chapter two will be posted soon :)

Last month, as you turned nineteen, your mother kicked you out. Naturally, you lived at a friend's house for a short while until you had enough money to rent a new apartment close to your university. The fact is, out of all the websites, Craig's List was the one you used when looking for this apartment complex.

Fairly speaking, the apartment building looked normal—at least from your own vantage point—and had the required utility. Mail from the outside, a laundry facility, and a smoking section. Though you occasionally light one, you do not smoke. Conversely, your friend Julie smoked as if her lungs were not burning. She never listened to your advice about not smoking three times a day.

With a big huff from your lungs, you toppled the last box outside of your chamber. Steve and Wanda were two people who assisted you in getting settled. Grading them for helping you arrange things in your new room, you turned around with a friendly smile.

“Thank you again, Mr. Rogers,” you said as you shook his hand. “This room is pretty big.”

“No one really rents here,” the man replied with a small smile on his face. “It’s the least I can do. You know, especially that you’re a student.”

You chuckled, turning your head away. “Please, I don’t even want to hear about that.”

“How old are you?” Wanda asked with a curious look on her face. 

“I just turned 20 last month,” you said with a pained groan. It is not so ridiculous given your connection with your mother; you did not forget the time she kicked you out of the house. “How about you?”

She smiles. “We’re the same age! If you have time, maybe you could stop by my room. It’s just on the left corner of the building.”

“I’ll keep that in mind.”

You both fell into silence until Steve held his hands together, staring at Wanda and then back at you. “Well, you should settle in. If you need anything, I’m just downstairs. You know the number of my apartment, you can just knock at anytime.”

“Steve, should we tell her about N—”

“We also want to inform you not to go to the upper floor,” Steve interrupts Wanda and says Your eyebrows wrinkled as you looked at the girl and saw her covering her face on her shoulder. “We have a friend who can be very... mean. She doesn’t like anyone going to her floor and she’s technically also the owner of this building.”

“Really? Oh,” you huffed, wondering who they were talking about. “Don’t worry, I will not go up there.”

Steve put his hand on your biceps and patted. “Thanks, kiddo. Anyway, just knock on our doors if you need any help.” 

You closed the door and sighed longingly as soon as they left your room. Today was going to be a long day of you sorting every box you had in this room; you would most likely desire take-out after all this chaos. You considered the woman living on the top floor as you were making your bed. What did she look like? When they claimed the woman was peculiar, what did they mean? So many thoughts crossed your head, trying to figure out who the woman was they were talking about. You shrugged, minded your own business, and soon nodded off. 

———

Late at night, you placed an order for a pizza, tried to watch a movie on your laptop, and visited a website none of your friends knew you were first visiting. Almost as if it were Omegle, the service allowed users to communicate with total strangers—and you could add them as friends via chat. Alone, you were eating a slice of pizza and texting a few people from the website. Carl, a male, asked whether he might have coffee with you tomorrow afternoon, but you gently turned him down since you just moved in. When, really, you have no interest in men. You consider them not as a lover but rather as a need.

Though it sounds horrible, that is reality. Men are often cruel, while women can communicate with you through their elegant, luxurious words. You enjoyed the sensation when a woman complements you for not just your appearance but also for the way you talk from your mind. It was not surprising that they adored you for your beauty; sometimes it can feel fantastic, but you wanted to be really understood—not only by appearance. And so, after some time, you were ready to shut your laptop until you noticed an email sign on top left.  

Someone has left you a message. 

You boldly opened the message and found a woman called Natalia messaged. As you went over her message, you grinned.

Natalia: Hey there! Are you new here?

You: no not really lol xD i’ve been using this website since a year ago.

Natalia: Strange :P I never saw you on my suggestions. Do you have an age limit to 40 plus?

You: yeah! i wanted to try something new

Natalia: Hm. Maybe that’s why I’ve never seen you here. Your name is Y/n? Or is that just a nickname? Haha.

You: nope, that’s definitely my name! And is your name not a nickname?

Natalia: Definitely not a nickname :)) 

As you spoke with this woman you could feel your heart beating and your body heating up like it was an oven. Since many people do this, you are simply hoping the conversation stays normal. Otherwise, things could go strange. They only pursue nudes, and you're honestly bored of that. You bit on your lower lip as you considered your response, but she slammed it right into you.

Natalia: How old are you? Are you really 20? ;((

You: yeah... heh. and are you really 40?

Natalia: Yup. It's weird, isn’t it?

You: are u looking for a sugar baby lol

You let out a quiet laugh as you waited for her response. 

Natalia: HAH! No, I’m not. I just really want to talk to someone. Is that bad these days? 

You: not really. i’m just a little traumatized by this website. everyone keeps asking me to send nudes. 

Natalia: I understand; sometimes young women ask me to send some too. So I understand how you feel :)

By the way, are you currently studying?

You: yessss! i study at NYU. :DD 

Natalia: Really?! That’s great! You know, when I was in my 20s, I tried to study there, but I lost all interest. It’s good that you still want to study :)))

Where do you live?

Given that you only connected with this woman online, it's best that you remain mum about your exact location; unfortunately, there are many predators in the world today. Even though it pains you deeply to lie to this woman, you couldn't help but chew on your lower lip as you considered telling a lie. Before you could mention that you lived at this new apartment, a thud on the floor interrupted you. With a quick turn of your head, you strode over to the door and opened it.

From over her shoulder, a woman shot you a lifeless stare, and you felt inadequate. You stepped outside and asked, “A-Are you okay?”

“I’m fine,” Grumbling under her breath, the woman made her way to the staircase. She picked up the paper bag and proclaimed, “Who are you supposed to be?”

You gulped down your saliva and muttered, “I’m new here.”

Turning her head away from you, the mysterious woman—who seemed like the most stunning woman you'd ever seen—muttered something in Russian that you couldn't quite decipher. Her boots thudded loudly as she walked upstairs, shaking her head dismissively. The door slams shut, and your body twitches in response. 

The woman was, in fact, very intimidating.

And strange. 

And mean. 

As you shut the door, you sigh and try to comprehend that the woman might have been going through a difficult time. Steve was spot-on from the start: the second floor is not a good place to be. Reason being, you might get booted out if you indulged your curiosity. You sat back down on the bed and swiftly typed back to Natalia, who was waiting for your response; the once-bustling city of New York was now peaceful. You shut the curtains. Somehow, you wish she had been waiting for you.

You: sorry... some mean neighbor was at my door. Lollll

Natalia: It’s okay :)) It’s late there, darling. Aren’t you supposed to be asleep? 

She referred to you as "darling" and tossed your head back onto the pillow. You struggle to suppress your scream. As you let out a heavy sigh while you mentally resorted to thoughts of Natalia, completely disregarding the brief encounter you had with the unfamiliar woman just moments before. Having an attraction to older women was undeniable; it was just your personality. With a hint of excitement building inside of you, you snatched your laptop from the foot of the bed and began typing away, taking matters into your own hands.

God, you were such a fool.

You: yeah but i have to finish my pizza before i go to bed!

how about you?

Natalia: Can’t. I have work ;(( 

Talk to me tomorrow, okay? I like this conversation that we are having. ;)) 

Even though you were unhappy that she had to leave, you couldn't help but notice that it was getting close to two in the morning. You wanted to stay up all night, so you sigh and type on your keyboard. 

You: okay! :D gnnn x

Natalia: Goodnight, darling. 

Your mind was at peace with Natalia while you slept, which hasn't happened in a long time. What does she look like when you meet her face to face? Was she attractive? Even though you hadn't laid eyes on her face, you were certain that she was. Despite this, you were hoping to ask about sneak peeks so that you could avoid sleepless nights in the future. However, you recalled that you had met an unknown woman on the internet—a self-assured person. You definitely wouldn't cross paths with her in person.

Right?

yes ik a repost eugh

[honey-flustered]

Along For The Ride (Part 1 of 2)

MDNI +18 Only!!

Farmer!Older!Beefy!Eddie Munson/ Mean!Bougie!Fem!Reader

Summary: A drunken joyride leads you in the midst of Eddie Munson, who’s seeking repayment for the damages made to his property by you. Fed up with your constant misbehavior, your father makes a deal with Eddie in which you will do some manual labor around his farm in exchange. You’re not too pleased with this arrangement and your differences in personalities lead to a clashing of heads…and tongues?? (8.5k words)

A/N: I have not written in ages. It is really tough being a writer with the pressures I place on myself to be perfect, to gain more likes and followers, to write things as quickly as possible. I’m learning to fall in love with writing again. It’s a slow process but someday I’ll be able to share all the great things I’ve been working on for the past year. Anyway, here is my start to starting my journey again and thank you all for supporting me.

Older!Eddie photo edit by: @/eddiemunsons-missingnipple

CW: fluff and lots of angst, enemies to friends to lovers trope, SLOW BURN, age gap (Eddie 40s, Reader 20s), mean!affluent!reader, bad girl reader, light smut/eventual heavy smut, bratty!reader, ugly duckling turned swan trope, reader character development, mean friends, minor canon events from tv series (chrissy death, eddie accused of chrissy and other victims deaths), limited knowledge of farm life and work, drunk driving, consumption of marijuana and alcohol, committing of property crimes, return of reader’s ex, mentions of insecurities, descriptive and graphic language, lots of sexual tension, kissing, dry humping, eddie cums in his pants

You bellow out the lyrics to Taylor Swift’s “We Are Never Getting Back Together” along with your three friends, not a care in the world for who would be unfortunate enough to hear you in the chilly 3 am evening. The girls pass around a bottle of tequila when your best friend, Tana, —seated in the passenger seat— attempts to pour a shot into your mouth.

“Babe, no. I drank enough at the club. The guy that asked for my number was practically throwing them at me. I had to kill a plant by pouring my drinks onto the poor thing. Men ruin everything.” You pout.

“Amen to that, sis,” Tana says, snapping her fingers. “Had a guy tell me that he thinks I’m the one for him. Turns out, he’s married with a baby on the way.”

You all playfully point your index fingers to your tongues, faking gags before leading into a giggling fit.

“I had a guy ghost me because he didn’t like me sharing my selfies on social media. Said that ‘they should only be exclusive to him’.” Your friend, Essie, shares.

“I feel like we need to get back at men for the shit they put us through,” Brooke chimes in. “I’m in the mood to make a man fall to his knees, whimpering for mercy.”

“You kinky little minx!” You laugh. “Are you trying to make men pay or are you trying to get laid?”

“Can it be both?” Brooke says, biting her acrylic-donned thumb.

“I say…” Tana calls attention to herself, raising a hand. “We choose a random house on this street to wreak our vengeance. One of the homes has to belong to a man.”

“I’m in!” Essie beams.

“Me too.” Brooke says, high fiving Tana for her devious plan.

“I don’t know, guys,” You say, reluctant to rain on their parade. “We’re pretty drunk but I don’t think we’re drunk enough to want vandalism charges. Let’s just go to one of those rage rooms and let out all this pent up energy. We could scream out female rage lines from our fave movies and break shit.”

“That’s…okay but it’s not as epic as Tana’s idea,” Essie says, leaning forward to be in better earshot range. “Come on, y/n. It’s only for tonight. You know, we’re just having some harmless girl time fun. It’s not like we’ll be breaking and entering. We’re just gonna do some silly stuff then leave. Pleeaaase. I just broke up with my boyfriend. I need this.”

You take a quick glance at the girls who all send big, puppy eyes your way. You sigh then laugh. “I can’t believe we’re doing this.”

They cheer at your response, knowing that they’ve won. You raise a hand to cease their cheers and they quickly go dead silent. “Since, I’m the most sober one here. We’re doing this my way,” While staring at the road ahead, a smirk slowly spreads across your face. “I get to choose the place.”

——————

The four of you sneak onto the open field, tiptoeing through the tall grass. Based on the smell wafting in the air, you are certain there are barn animals nearby.

With a nasal tone in her voice from holding her nose, Tana says, “Ugh, how could anyone work around this icky smell?”

“Shhh,” You order, putting a finger to your lips. “If we need to be quiet if this is going to be a successful in and out mission. Do you remember the plan?”

“How could I forget? It’s the most basic prank ever.” Tana whisper-yells, holding up the two rolls of toilet paper in her hands.

“It’s still a huge pain to the homeowner,” You defend confidently before letting out a wicked giggle. “He will be so inconvenienced when he wakes up in the morning.”

Tana shakes her head lovingly at you before peering to her right and left. “Umm, y/n, where’s Essie and Brooke?”

Your eyes widen as you unintelligibly peer to your right and left as well despite knowing the space is empty. “Oh shit,” You facepalm. “How could we have let them out of our sight? Who knows what those morons are doing?”

“Hew we awe,” Essie carries a ‘baby talk’ inflection as she materializes from the dark bluish night with a medium-sized pig cradled in her arms. “Evwyone meet Wilbur.”

“I’m sorry but where the hell did you get that pig?!” You say, no longer able to keep your voice to a whisper.

“The barn, obviously.” Brooke replies.

“What happened to not breaking and entering?! I take my eyes off you two for a second and you’ve already broken a handful of crimes.” You scold.

“But we’re saving him, y/n. You don’t want this pig to become bacon, do you?” Essie says, holding up the pig near your face only for it to wiggle out of her grasp and take off running.

“We’ve gotta catch that stupid fucking pig!” You yell and the girls obey. The group comically chases the animal around, slipping and sliding through mud and crops. In the chaos, the pig makes contact with the toilet paper you’ve long abandoned, tossing it around with the help of the forceful winds to guide it all over the field.

You spot the pig approaching the door of a small blue cottage. You dive forward, fully immersed in the thick mud that soiled your white tank top and denim skirt and you cared little for this fact with your concerns focused on obtaining the pig in your arms. He squeals and whines against you as you plead for its compliance.

Suddenly the porch lights turn on, shining down on you like a spotlight. The door swings open and not long after you’re forced to look into the eyes of your prosecutor from the ground.

A rugged, older man with unruly, curls of brown hair cascading down his shoulders and the deepest brown eyes that are as large as buttons. The same eyes that were now staring down angrily at you.

“What the fuck?” He says through gritted teeth. It’s not until he sees the full extent of your wrath that he decides to emphasize his previous statement with a fury of a thousand suns. “What. The. Fuck!”

You swallow hard, releasing the pig as you collect yourself off the floor. The man feels no need to check whether his pet had entered the home safely, wanting his eyes to focus on you in case you tried running.

“I-I could explain. W-we were just—”

“We?” He abruptly interrupts, upholding the gruffness in his tone.

You were afraid that he’d say that. After all, those bitches were a little too quiet for your liking. After looking behind you to confirm their abandonment, you slowly face your prosecutor once again.

Swallowing the hard lump in your throat you begin, you try scrambling for an answer. This is already a very terrifying situation. This man looked terrifying himself. He’s robust in build, littered with tattoos, and had piercings. You don’t see men like him everyday or at all on your side of town. Men usually groomed themselves like ken dolls where you come from. But when you have come across men that look like him, the experience has always been a negative one—-only this time you were the one at fault.

“I’m sorry.” You shrug with an awkward smile then tack on a “Please don’t call the cops.”

He sighs deeply. “I’m not going to call the cops…”

“Oh, thank god.” You sigh in relief, a hand to your beating chest.

“You’re going to call your parents,” He finishes. “And you are going to tell them that we’re going to come up with a solution for this or I will be calling the police.”

“Oh, fuuuck.” You groan.

————-

“I’m so very sorry, sir. Truly,” Your father says after profusely apologizing for the 7th time since his arrival. “She’s been acting out a lot ever since she’d gone away to university. My wife and I don’t know this girl but she is not the y/n we raised.”

You roll your eyes at the comment, texting away at your friends who wanted to know the details of your capture. Meanwhile, you’re too busy cursing them out to care about how badly you’ll be punished for this.

“I’m just glad things didn’t get any worse or when someone could’ve seriously ended up getting hurt.” The farmer says, staring pointedly at you.

“Now I was thinking…though I could very well pay for the trouble and we could be out of your hair, I’m a man that likes to go above and beyond when it comes to taking responsibility. My daughter’s exceedingly aware of this fact about myself,” Your father scoots his seat up closer to the table, fingers together as if proposing a business plan. “It appears that you might need some temporary assistance in tending to your farm work. If you’re looking for an extra set of hands to help with some manual labor for the next two weeks, my daughter is happy to oblige.”

“Excuse me!” You say, attention fully invested in the conversation. “Tell me you're joking.”

“Nope. You are grounded. Meaning that though you are visiting for spring break, you are currently under my roof, my rules. I am still your parent after all. To clarify, there will be no going out with your friends. You are to come straight to

Mr. Munson’s farm every day after your time at your mother’s shop. You’ll help the gentleman around with whatever he asks of you.” Your father explains.

“And what if I don’t?” You ask, defiant.

“Then you’ll be cut off and you’ll have to earn money on your own.”

“Y-you m-mean a j-job?” You ask, horrified.

“Exactly.” Your father confirms.

You stare wide-eyed at farmer Munson who has a prominent smirk on his face. “I like the sound of that, sir. You’re a good man.”

You shriek in anger. “You’re the worst!”

You furiously stomp out of the home, hating your life and men once again.

————

Your father had no doubts that you’d be going to work on the farm once he’d threaten to take away your (his) money. When you arrive at the address, you’re immediately reminded how you're not on your side of town anymore. It’s officially Hickville.

Reluctantly knocking on the door, you hope that Eddie won’t answer the door, praying that he’s changed his mind and took the money instead. Unfortunately, he answers the door with a huge smile in contrast to your deadpan demeanor.

“Oh, come on, lighten up, sugar. I made some of my famous iced tea ahead. One taste and it’ll all seem worth it.”

“It’s not fair!” You rant, pushing passed him. “Why am I being the only one punished? This was all Brooke’s idea. And Essie was the one who stole the goddamn pig.”

“His name is Wilbur,” Eddie corrects. “And who are we talking about exactly?”

“Doesn’t matter,” You sigh. “Bad things always happen to good people.”

“I’ll say.” Eddie says, staring you down.

“Why are you staring at me like that?”

“You really think you’re the victim in all of this?”

“Are you?”

“I don’t know. Why don’t we check out the lovely view of the TP’d trees blowing in the wind?” He asks sarcastically, gesturing to his window.

“It’s just a little toilet paper. Never had a little prank done on you.”

“Wow,” He feigns a smile, shaking his head at you. “Your audacity to diminish all the negative things you’ve done to me into the spirit of good fun is astounding.”

“My therapist did always say I have a knack for looking at things on the bright side.” You retort.

“Is that so?” He asks mockingly. “Well then, you’re gonna love this special job I have for you.”

—————

Which leads you to the situation you’re in now. You’re staring into the eyes of a cow whose large brown eyes kind of reminded you of farmer Munson except they actually held kindness in them and not pure disdain.

“There’s no way I’m milking this thing. I have no idea how to do that,” You say, prompting Eddie to raise a suggestive eyebrow at you. “You know what I mean, pervert.”

Suddenly, an idea clicked in your head. Maybe you could use this ‘pervert’ thing to your advantage. He’s obviously single or he wouldn’t be this much of a crab. You can easily seduce him and get out of doing anything!

“Mr. Munson,” You say with a purr in your voice as you press yourself up against him. “I’m actually really good at milking other things after all. You’ve got me pegged at that. Maybe…I can show you just how skillful my mouth and hands can be for you.”

He laughs. He fucking chuckles in your face. How fucking dare he?! “That was rich. Seriously, that performance was just…moving. You can try to sway me with sex all ya want, hun. Trust me there are women and men who’ve tried,” He slightly narrows the gap between your faces, staring you down. “I don’t buckle under that kinda pressure, sugar. It’ll take a lot more than salacious words to make my dick jump. Now why don’t we go back to the task at hand, shall we?”

You’re fuming. This asshole really thinks he can get away with making you out to be a fool. Well, two could play that game. You’re going to make his existence for the next two weeks feel like a total nightmare.

He seats you on a small stool beside the cow before instructing you on how to milk her. You halfheartedly reach for an udder, shrieking at the feel of it between your fingers.

“This is so gross!” You whimper, squeezing your eyes shut. “I’m going to disassociate and imagine that I’m in a niche boutique in Manhattan.”

“Ah, spending daddy’s money even in your dreams. How thoughtful.” He mutters.

“You have no right to judge me just because you think I’m privileged.” You snap.

“I don’t ‘think’ you’re privileged. You are privileged. See the difference?”

You tug on an udder, purposefully targeting him as the milk drenches him. His face puckers his face before staring daggers at you.

“Oops.” You say in a sickeningly sweet tone.

——————

You begrudgingly enter your house key into the doorknob, body aching from the day's work. The moment you enter, your father’s happy-go-lucky spirit engulfs you and it takes everything in you not to explode.

“Hey, honey, how was your first day?”

“Question, father,” You begin, calling him the formal term instead of “papa” or “dad”. “Do you love me?”

“Now what kind of silly question is that?” He reverts back with his own question, befuddled.

“I’m just curious because I don’t think a father who truly loves their daughter would ever put her through the kind of hell I just went through today.” You respond.

“You milked a cow,” Your teenager brother, Aspen, enters the dining room before beginning a dramatic act. “Someone save the poor girl! She’s gaining new life experiences! You are such primadonna.”

“Shut up, ya little twerp.” You say, pulling his hoodie over his face.

“Your brother’s right, dear,” Your father says. “You are being really dramatic. I don’t get it. You never used to be this way. You loved reading books and conducting personal science experiments and geeking out over your favorite movies—”

“That just isn’t me anymore, dad. The sooner you accept that, the better it is for us all.” You grumble.

He decides to drop the topic in favor of keeping the peace for the dinner your mom prepared for the family to enjoy as a unit. But your mind couldn’t help but to wander back to those times where you were seen as a nerd and bullied for being different and having different interests. University was a different story though. There, you were able to reinvent yourself into the hot bad bitch you know today.

But why is it that your father’s words resonated so much with you? Had it been because it wasn’t the makeover or the new friends and partners you’d make along the way…it was the fact that he knew that you, yourself, couldn’t believe your own act. He knows that you're lying to yourself about liking the person you’ve become. No way could ever admit such a thing to him. And it’s not like you’d feel this way forever. Once you’re done with this hell labor with Eddie “The Devil” Munson, you can go back to your popular life.

————

The routine continued including your constant pushback. It went: shadowing your mother for the day with her bridal clients, heading over to the Munson farm soon after, non stop bickering between the two of you for 2 hours, then heading back home to soak your aching body and curse out the world.

Today is no different with the task of you grooming the stupid pig that got you into this mess in the first place.

“Wilbur. His name’s—”

“I know!” You shout at him, gathering the metal pail and wooden brush from the table. You grumpily made your way to the backyard of the home in search of the shed supposedly carrying the soap to clean the pig. When you notice Wilbur rushes out of a trailer home stationed in the backyard. “Hey, get back here!”

The pig is long gone and you don't care to chase after it once your interest is piqued by the mystery home in the backyard. Searching around to make sure there were no signs of Mr. Munson, you enter the place cautiously.

It’s as if the trailer had been stuck in the 1980s. Everything is vintage and old looking but also well kept. You see photos of the younger Eddie Munson scattered around the walls of the home and—-though you hate to admit it—he was just as handsome as he is now. In some of the photos including one pinned to the fridge by a magnet, you can see an older man. Maybe his father.

Your eye catches an old poetry assignment also pinned to the fridge with a large ���C+’ above it. A little note at the top explaining his grade being contributed to some misspellings and some inappropriate language despite the good work.

You raise the paper to your eyes and read:

If I Were A Hobbit

If I were a hobbit, I’d be so free

I’d frolic in the grass and smoke some trees

With furry feet and a merry heart

From adventure’s call, I’d never depart

With Bilbo’s tales, I’d while away time.

In the beautiful land of Middle Earth’s rhyme

I’d wander the fields beneath the sun

I’d travel it world cause it’s all in good fun

If I were a hobbit, maybe I wouldn’t get laid

But, hey, it’s goddamn worth the price I paid

You giggle, amused at how fun Mr. Munson had been long ago. You wonder what could’ve happened. Immersed in the poem, you were unaware of his arrival until he whispered haughtily into your ear.

“We’re continuing the trend of breaking and entering, I see.”

You jolt away, facing him. “I-I’m sorry. But you said that I had to look for a shed. Should be more specific.”

“This looks like a shed to you, sugar?”

“Trailer…shed…it’s no different.”

He chuckles dryly. “You are a piece of work.”

“Look who’s talking? You know, you seemed a lot more fun when you were a teenager.” You comment, holding up the poem.

“Give me that,” He yanks from your hands, placing it back on the fridge. “Ain’t anyone ever tell you it’s wrong to go snooping around people’s things. Wait, who am I kidding? I met your father. Even if he were to have taught you these things, you’d probably go against him.”

“You’re a pain in my ass.” You hiss.

“Right back atcha, sweetheart.” He retorts.

“Then, I hope you don’t mind if I continue to do so.” You say, pushing past him to go into the hallway.

“Where do you think you’re going?” He asks, hot on your trail.

You enter a bedroom and it’s another blast from the past. The typical kind of teenage boy bedroom. It’s no shock to you that he's a metalhead. You begin to rummage through his collection.

“You little brat,” He huffs. “I’m too old to be dealing with this shit!”

“Live a little,” You say, popping in a blues cassette into the radio. “Dance with me.”

He stands in the middle of the room, arms crossed as you begin to dance in circles around him. Your boot kicks up a newspaper article crumpled up on the ground and you go to retrieve it, ignoring Eddie’s protests.

It is an article about 15 years ago that expresses Eddie Munson’s exoneration in the death of Chrissy Cunningham and him receiving only a $50,000 settlement. It also goes into detail that his only known immediate family and caretaker, Wanye Munson, had died just a month before his release.

“Oh my god, Mr. Munson. I-I’m so sorry. I didn’t…” You trail off, knowing what to say or even where to begin.

“It’s all in the past now,” He sighs. “Besides, I’m fine now. I still have my friends. They are like family. They’ve got their own lives but when they can they check on me. That’s more than enough.”

Without thinking, your arms curl around his body and for the first time you get to feel his body against yours and it’s addicting. He tenses for a moment, unsure whether this is okay but eventually he melts into your embrace.

His beefy arms cradle you, a large hand resting atop your head. Your heartbeats fall in sync with one another’s and you allow yourself the brief moment to nuzzle into his chest, the chest hairs peeking above his tank top tickles the tip of your nose.

You dare to look him in the eyes, seeing them already looking down at you. They were wet with unshed tears, pleading with you for something. It’s the first time you’ve seen that look on his face and like a magnet you're drawn to it. You’re suddenly moving on your own accord, tiptoeing to brush your nose against his. He lowers his face to your level. Your lips are only a mere centimeters from his full ones when the sound of his phone ringing takes you both out of the moment.

He’s quick to pull away as if freed from an intense spell. Excusing himself, he leaves the room and heads outside. You’re left standing in the room alone, the soft, rhythmic melody of blues playing in the background.

Willing yourself to cool down, you decide to go on with your original task and find Wilbur while hoping it’ll shake off the electric feeling he left on your skin.

————————-

Bathing the pig proved to be quite the distraction because this little shit is making you use all your brain power to keep it still. Having stripped into just your bikini and rainboots, you held the pig for dear life as you washed and scrubbed at him and practically yourself.

You notice Eddie from the corner of your eye, stifling laughter as he leaned against a nearby tree.

“By the way, I’ve already washed off all the barn animals, tended to my crops, and was able to make myself a sandwich in the meantime. You, however, you’re still working on Wilbur. Or should I say, he’s working you.”

“Hardee har har,” You say, unamused. “Will you just help me with this pig?”

“Alright, alright,” He says, heading over to you. The pig immediately jumps from his grasp and into your arms. “It’s all in the technique.”

“Easy for you to say. He already knows you.” You grumble.

“Now what you’re gonna want to do is come up behind him. He's a big fella so in order to hold him down you’ll need to straddle him like this and place your hands down firmly on his back. That way he’ll know to stay put,” Eddie says getting into position, his boots digging in the dirt for some leverage. “He’ll tussle with ya a little but it’s only because he’s not used to being handled by other humans. He’s still a little frantic with me even after all these years. I saved him from the slaughterhouse so it comes with the territory.”

“You mean you weren’t going to turn him into bacon?”

“No, sugar, Wilbur’s family. Now get up on here with me. Don’t put too much of your weight on him. Only just enough to hold him down.” He instructs.

You follow suit, straddling the pig and placing your hands over Eddie’s before looking back over your shoulder at him. “Like this?”

“Just like that, sugar. You’re a natural. See? Now I’m just gonna go ahead and get up and you’ll take the—”

“What? No, don’t leave me! He’ll just shake me off again.” You protest.

Sure enough, the pig began to shake the both of you off its back, side to side until you both fell back into the soil. You fall right into Eddie’s lap and he instinctively grips your hips hard, causing you to let out a yelp and scramble out of his grasp.

You sat on your knees, looking at him with wide eyes and he returned with the same expression. The blush on his face intensifies and you follow the way his hands rush to pull the cowboy hat from his head to hold against his lap.

He quickly looks away from you, clearing his throat.

“You’ve got—erm, your bikini bra…” You’ve never seen him so flustered. So speechless. You eish you could relish in it but when you realize exactly what he’s insinuating, you feel your cheeks begin to heat up as you wish the world will swallow you whole.

Your tit is hanging out for the world to see. A fucking nipple slip! Why did God cease at nothing to make you the butt of every joke?

You briskly adjust your bra, shaking in your boots. The itching desire to run heavy on your mind.

“I-I s-should go,” Your shaky legs somehow allow you to stand as you peer down at him. “Have a good evening, Mr. Munson.”

You stiffly power walk your way to the small cottage home to gather your discarded clothes on the porch. Eddie’s large hand rests on your shoulder.

“Wait! I can’t send you off like this. You’ll track mud in your car.”

“It’s not like I haven’t done that before.” You scoff.

“Why don’t you shower here and I’ll offer you some fresh clothes? I’ll be making my stir fry in case you're hungry.”

“You being nice to me all of a sudden, Mr. Munson?” You ask, raising an eyebrow. “Can’t help but think there’s some kind of hidden agenda.”

He smiles a genuine 100-watt smile. “No, sugar. I’m just extending some needed hospitality is all.”

—————

You pull on the long sleeved t-shirt Eddie offered you, studying its logo. A horned demon, swords, dice and so on.

“It’s my old high school club t-shirt.” He says, coming to sit beside you on the couch.

“You were in a Dungeons and Dragons club?”

“You know D’N’D?”

“Know it?! I loved that game.” You say, excitedly.

“I didn’t think kids in your generation still played that game.” He laughs.

“Oh, yeah,” You nod. “I was a dungeon master. My campaigns were fire. Anyone who’d joined my games would always go around telling their friends to come see me in action.”

“No way! I was a dungeon master, too! I took it a little too seriously at times but it was like my second passion,” He looks you up and down. “I would have never thought someone like you would be into that kinda stuff.”

“I’ll ignore your sly comment to clarify that I wasn’t always like this back in high school.”

“What do you mean?” He asks.

“Well, you heard my dad. I used to be a goody two-shoes. A nerd. And I even dressed the part, too. The old me would’ve totally geeked at your Hobbit poem. I’m different now though.”

“What’s so wrong about being a nerd?” He inquires, scooting closer to you.

“I used to get bullied everyday. Boys would ignore me. Even the geeks would only ever see me as a friend. When I got to university, that all changed. Everyone wanted me.”

“I think if I’d known you then, we’d probably be good friends.”

“Yeah right. I seemed like the bad boy type who falls for the cheerleader. You wouldn’t have looked twice in my direction.”

“No,” Eddie says firmly, staring you intensely in the eyes. “I would see you.”

He repeats for emphasis. “I see you.”

You swallow the hard lump in your throat, choking back tears. You’ve never felt so vulnerable. It’s strange to be so open with a man who 5 days ago you would have choked with your bare hands.

“Besides,” He says, breaking the silence. “I think it’s you who would have ignored me. I’m not the bad boy you think I am. Sure, I was a bit of a troublemaker here and there. But I was a huge geek, too. Hadn’t even lost my virginity until age 36. A year after my release. No girl wanted to fuck me back in high school. I was ‘the freak’. To some people today, I still am one regardless if I’m innocent.”

“I would’ve believed you’re innocent. I’d have been by your side, too. Us, geeks, have to stick together, yeah?”

He huffs out a laugh. “Yeah.”

There’s that magnetic pull again. The attraction that makes you want to be as close to him as possible. You resist not wanting to make that move again but he takes the initiative, leaning in further only this time you're interrupted once again with the sound of your phone ringing. You throw a silent fit in your head. Eddie’s just as frustrated, expelling a long duration of air from his nose.

“Hello.” You say, answering the phone.

“Hey, baby,” A familiar voice says on the line. “It’s been months. I still think about our time in Venice and this spring fever is only making it harder to ignore.”

Now the memories come flooding in. It’s an ex-fling you met while studying abroad in Italy during your freshman year of university. The man who’d taken your virginity and showed you the ropes to popularity. The moment you left Italy you expected him to call you back but he immediately ghosted you. From then on, you became the maneater you are today.

“What do you want?”

You, of course. I hear you are back in your hometown. Luckily for you, I am doing some research here and I was wondering—-“

“Luckily for me? Are you on drugs, Stefan? I don’t care if you want me. You could forget my number and then you’ll forget me. Have a goodnight.” You quickly hang up the call, ignoring his pleas.

“Is everything alright?” Eddie asks, noticing the way you’re hyperventilating.

“I am now,” You sigh. “That was my ex. He was also my first. He treated me like shit made me feel stupid and like I needed him as if he created me. And back then, I felt like I did need him. Then he ghosted me. It felt good to give him a piece of my mind although I wish I could have said more.”

“I think you said enough. I’m certain you hit him where it hurts.” He laughs.

“I should probably go.” You say, standing up from the couch to grab your coat.

“What happened to staying for dinner?” He asks.

“I’m sorry, Mr. Munson”

“Eddie. You can call me Eddie.”

“Eddie,” You say, testing his name on your tongue. You’re not exactly sure if you’re ready to be this informal with him despite your almost kisses and the boob slip incident. “I’m sorry but his call has left me shaken. I think I need to be in the company of my girls.”

“You mean, the girls who got you into trouble and left you behind? The ones your parents warned you to stay away from?”

“Come on, dude, I need this. It’s not like you can give me great advice about guys.”

“I could. Considering I am one.”

“Well, I don’t think we’re close enough for that kind of session.”

“We just had this whole heart to heart. I thought we were seeing some improvement in our friendship.” Eddie says.

“We’re friends?”

“Us, geeks, stick together?”

“That’s just an oath. Doesn’t exactly confirm a friendship between us.”

He exhales deeply, trying to contain his anger. “Well, I guess you wouldn’t mind if I tell your father about your little hangout.”

“Are you blackmailing me?” Your eyes narrow at him.

“That would suggest that I’d be getting anything of value out of this which I wouldn’t be. Therefore, no this isn’t blackmail but it is definitely a threat. I don’t care if we’re friends. I don’t care to be your friend, sugar. But as the more responsible adult between us, I think it’s within our best interest that you don’t hang out with the people who cause you to commit crimes. So, I think I’ll be taking you home, hmm?”

“And what about my car?”

“I’ll take good care of it for tonight. I’ll pick you up tomorrow for your next job.” He smiles smugly.

If looks could kill, he’d be 7 feet under and you’d already be in hell.

————

Eddie pulls up to the front of your house. The whole ride there had been silent. You angrily gather your things, hurriedly trying to exit his van.

“Have a goodnight, sugar!” He shouts as you slam the door in his face.

Once you’re inside, you do the routine process of angrily ranting out your annoyance with farmer Munson while stomping angrily up the stairs. Your family used to this by now simply goes about business as usual.

You dial up Tana and after a couple rings she answers. “Hey, bitch! I was just about to text you the news. Did you hear who’s in town?”

“Yeah, Stefan, I know. How’d you know?”

“He's been calling me nonstop asking for you. Says he wants to talk to you.”

“I already did. Told him to fuck off,” You say. “And I thought I’d feel a lot better about it but I don’t know. Maybe it’s because I didn’t get to stomp on his weirdly-shaped small dick.”

“Oh, yeeahh. I remember the dick pic he sent you. It is weird, isn’t it? Like an undeveloped banana. Anywho…you wanna get high at my place and watch America’s Next Top Model reruns. I’ve got Jell-O shots.” She singssongs the last statement.

“I can’t remember. I’m on lockdown,” You sigh. “If I get into any more trouble or I might as well hand over a contract of my soul to the devil.”

“Bitch, you are a grown woman. These are the best years of our lives where we’re supposed to live it to the fullest. Sneak out! I’m coming over to pick you up.”

“Tana, n—” But she’s already hung up the call. Sometimes, you really hate this girl. With no choice, you’re forced to make a plan.

Firstly, you create a human-shaped pile in your bed, disguising it with your comforter. Next, you’ll be climbing out of your window and quietly land on your lawn. Finally, you enter your friend’s car and you’ll be homefree.

Although, the climb is a lot more daunting than you anticipated. It seemed like a lot of a higher jump from where you are standing. Tana’s car pulls in and she rushes out to jump up and wave, whisper-yelling to encourage you to do it.

“Tana, this is fucking crazy. You always make me do crazy shit.” You yell down at her.

“But it’s all for the sake of fun experiences.” She retorts. “Come on and jump. Be the bad bitch, you are. Think for a second. WWBD: What would Beyonce do?”

“She'd probably fire you as a friend.” You growl.

“Fair enough.”

“Okay, I’m ready to jump. Just be ready to catch me.”

“What?” Before Tana could register what you meant, you jumped, hurtling into her arms and straight to the ground.

“Huh, that wasn’t so bad.” You smile.

“Yeah, because I’m the one breaking your fall.” Tana groans.

“Payback’s a bitch, love.”

—————

“So, is the farmer plowing your garden?” Tana asks, while applying mascara to your eyelashes.

“Tana!”

“What? That’s got to be the only reason you’re officially over Stefan.” She says.

“I was already over Stefan. Eddie’s just my headache.”

“You’re on first name bases with him. Oh, you are definitely fucking him.”

“I’m not!” You insist.

“And did you say Eddie? That’s the infamous Eddie Munson. How could I have not seen the connection? He’s so hot. Is that okay to say about a murderer?”

“He’s not a murderer.” You quickly defend him causing Tana to raise her hands in surrender.

“Yikes, I’m sorry I didn't mean to offend your friend.”

“He’s not my…well, he is. But…he’s not a murderer. He never killed her. I did some digging on the internet and this town used to be really strange back then. Not how it is now. I don’t know but the circumstances in all the deaths that happened back in ‘86 are all too weird. No human could do the things that I’ve seen done to those corpses.”

“Bummer. Guess we’ll never know who did it. I hear people who know of this case still harass him to this day. It’s no wonder he practically lives off the grid.” Tana sighs. A knock at her front door leads her away and you’re alone to ponder your thoughts.

An overwhelming need to comfort Eddie hits you as you thought back to the moment he’d asked you to stay for dinner. You assumed it was all a ploy to get into your pants but now you realize that he’d genuinely enjoyed the little company he’d gotten.

You hear Tana’s footsteps and a set of another coming up the stairs and before you could get a chance to tell her that you’ll be leaving, she enters the room with your ex.

“What the hell is this?” You sneer.

“I just thought maybe you should hear him out.” Tana says with an anxious smile.

“I’m out of here.” You say, grabbing your jacket from her bed.

“Where are you going? Your car’s not here.” Tana rushes down the stairs after you.

“I’ll walk!” You hiss over your shoulder, pulling the door open where you’re unfortunately met with the presence of your father, brother, and the devil himself.

“Mr. Munson? Dad? What the hell are you all doing here?”

“Funny, I was just about to ask you the same thing.” Your father says.

Stefan steps out from behind you, handing you a piece of paper. “I can see that it is a bad time, mi cara. Please, call me when you can. It’s a new number since you’ve blocked my old one.”

With that, he acknowledges the men before him with a nod and leaves. It’s not lost on you that Eddie stares him down with a dirty look on his face before his eyes land back on you.

“If I could just explain...” You begin.

“No, y/n, I’m sick of your excuses. You sneak off at night to god knows where. You reek of pot and booze. Is this the type of example you want to set for your younger brother? He’ll be graduating next year. Should anticipate that his time in university will consist of lollygagging around instead of focusing on his career?”

You look over to your brother who, instead of carrying a smirk, he had a look of genuine concern for you.

“I was just having fun.”

“Is that all you can think about? When did fun require drugs and alcohol and committing crimes?! Fun for you used to be attending cosplaying conventions, not vandalizing properties and drunk driving.”

“Well, I’m not that anymore so you could fucking stop clinging to the past.” You yell.

Your father is taken aback and you could faintly see the waterline rising in his eyes. “Get in the car. Now!”

You shoot Eddie an angry look. “Us, geeks, stick together? Forget anything I ever said about believing in you.”

Your heart twinges at the shattered look on his face at your statement. No longer wanting to see the extent of your blow, you brush past him and follow your father’s command.

“As for you, young lady,” your father points to Tana. “I will be in touch with your parents regarding your misconduct.”

Tana’s mouth drops in complete shock at this revelation and for a moment you actually are proud of your dad.

————-

You plop yourself onto your bed, crying your eyes out. Not even really crying for yourself but for Eddie. How could you have been so cruel to him? All for the reason that he cares enough about you to make sure you aren’t getting into trouble. There’s no way he’d ever forgive you for the way you spoke to him.

A knock on your door calls to your attention. You reluctantly answer, knowing you’ll be getting yet another punishment. You’re surprised to find your brother, Aspen, at the door.

“What do you want, twerp?” You say.

“You should really apologize to dad. You made him cry. I’ve never seen him like that.” He says.

“I know. It’s just that I hate when people remind me that I was…a loser. I didn’t mean to be so awful to him, though.”

“You were never a loser. In fact, I used to think you were pretty cool. I wanted to be comfortable in my weirdness as you were. I’m happy that you’re finding yourself and all. But you don’t have to change who you are to appease anyone. Not even dad. It’s your life, sis. If you like drinking and partying, that’s okay. If you like reading nerdy books and cosplaying, that’s okay, too. As long as it’s something you want to do and not something you do to make people like you. So stop acting like you’re some psycho fembot that wants to spend the rest of her life in and out of jail.”

“Wow, Aspen, I’m impressed. I did not know you could speak incoherent sentences.” You tease, pulling him into a hug.

“Fuck off.” He laughs, struggling to free from your tight embrace.

————

The next day, after some time to think of your apologies. You began with your father. He admitted to you that he was scared of the thought of you growing up and not needing him and let’s just say that the two of you ended up bawling in each other’s arms and confessing your love and appreciation for one another by the end of it. Your busy event planner mother stumbled into the scene both heartwarmed and confused.

The next one is going to be a tough one for you. But you felt prepared with a handy long written note in your hand in case you needed to find the right words.

However, the moment you arrived on his farm and were met with the look of indifference on his face, you began to break down sobbing. Hard. The thought letter long abandoned to the ground.

His demeanor immediately softens, placing a hand on your shoulder to comfort you.

“I-I’m s-so sorry….you…friend…mean…,” You gasp an unintelligible apology through your tears. “Bitchy…geeks…believe you…stupid pig Wilbur…never would have met a great man like youuuu.”

He gives you a small smile, pulling you into his embrace. “I know, I know.”

“Understand?” You ask.

“Yes, sugar. I understand what you said. Crystal clear.”

“Accept?”

“Yes, I accept your apology.” Eddie laughs.

“You don’t hate me?”

“I never hated you. Even when you’re being an annoying brat. ” He says.

“Good,” You sniffle, pulling away from him to wipe your tears and compose yourself. “I’m happy we’re friends again.”

“Friends? Who said anything about friends?” He quips before patting your shoulder. “Yeah, we’re friends again.”

“Now you could get to work and then later you can make me that stir fry that I've been dying to try.” You beam, skipping into his home.

“Only if you’re a good girl.” He challenges.

For the day, the two of you would groom the horses together. Of course, you were still quite jumpy and the bougie princess he knows you to be but it was nothing he didn’t find amusing about it anyway.

“You should seriously take a look at my note though. I really thought out all the things I had to say for you. My weeping apology was only the tip of the iceberg.”

“I don’t know. I don’t think anything in that note will top that moment but I’ll take your word for it.”

“Read it when you’re alone though. I don’t want to see your face when you read it.”

“Why?”

“Because I know you’ll be all smug about.” You say, rolling your eyes.

“And you say you hardly know me,” He chuckles then switches to a serious, gruff tone. “So…Stefan…he’s a looker. Thinking about going back on your word to end things with him.”

You laugh. “I’m playing it by ear. He says he’s changed but that’s every jerks’ favorite line.”

“Just let him know that if he ever hurts you, I’ll kick his ass.” He threatens.

You step into Eddie’s space, his face flushes at the close proximity. Your hand raises up to cradle his heated cheek. “You couldn’t hurt a fly, Edward Allan Munson.”

Lost in your eyes, he fails to notice you tug the joint nuzzled behind his ears. Until you raise it up to his face with a knowing smile. “You smoke weed?”

“Baby, I used to be a dealer. In fact, I still grow my own supply.”

“No way.”

“Oh yeah. Maybe I was the freak but those jocks and cheerleaders were begging for a piece of my supply.”

“You wouldn’t mind if we smoke this one together.” You suggest.

“After your father chewed you out for it last night?”

“He knows I do it. And I learned this morning, after our heart-to-heart, that he was once a pothead, too. And now that I know that you are also a pothead, not only does this confirm my personal theory that most people smoke weed but also this makes our friendship so much more interesting.”

“You’re starting to throw that whole ‘friendship’ word around a lot more enthusiastically now.”

“My friend’s a dealer. I’m going to take full advantage of that.” You loop your arm around his guiding him to an empty stable so you can both fall against the hay.

He picks the hay from his hair, laughing. “I don’t even have a lighter and the fumes are not safe for the animals.”

“Babe,” You say almost insulted. “I always carry a lighter. You never know when you’ll find yourself in an impromptu smoke session or possibly get lost in the middle of the woods. Besides, we released the animals into the field for their little recess. We’re the only animals left here. Just you and me.”

“Alright, fine I guess we’re doing this. Don’t tell your dad about this, though. This will just be a one time thing.”

“Mhm, yeah sure, bud,” You say nonchalantly, busying yourself with lighting the joint. You hand over the joint to him and he protests, wanting you to take the first hit. You oblige. “It’s your joint. Don’t you know the rules? The one who bringeth, smoke..eth.”

“You wanted it badly so I let you take it first.”

“I didn’t want it ‘badly’. I’m not a fucking addict,” You laugh, bellowing out a puff of smoke. “I just thought it’d be a nice bonding moment. Wanna see how you get when you’re high.”

“It’s nothing special. I’m the same as I am now.” He shrugs.

“You mean, ‘a stick in the mud’?”

He bumps you with his shoulder causing you to lay back against the hay.

“You jerk, I just pick all that out of my hair.”

“Serves you right. Now hand me the joint. You’re hogging it,” He tries to reach for it but you raise it above your head. “You’re such a tease.

He attempts to reach for it again, falling on top of you. His full weight on your body is so damn delicious it takes everything in you not to moan. It doesn’t help that the weed has heightened your senses making you feel EVERYTHING. The way his hot breath feels tickling your neck along with the way his curls on his head gently caress your skin as he reaches for the joint. He seems oblivious to the state he leaves you in even after he’s gotten it until he lets out a puff of smoke in the air then looks back down at you once again. It’s evident he can see the darkened lust in your eyes because of the way his adam’s apple bobs in his throat. He suddenly feels so thirsty and it isn’t because of the weed.

Afraid a moment like this will be interrupted once again, you lunge forward attacking his lips. He’s caught fully by surprise, a strangled moan swallowed up in your frenzied fit of passion. You’re the one controlling the kiss, forcing him to roll on his back so you can grind down on the sizable erection in his jeans. The friction from the fabric of your lace underwear and the rough denim of his jeans are an undefeated combination against your puffy clit, sending flood after flood of your wetness to pool between your legs.

The kisses are sloppy. Your hands are everywhere; in his hair, yanking his shirt for dear life. His hands cup your face before entwining in your hair then they’re around your neck, unable to keep them still because he’d like to feel every part of you just as you wish to do to him. Every so often growls would escape your lips as you grind harder and harder against him.

“Fuck, Eddie, you feel so fucking good.” You whisper desperately into his ear.

“So do you, sugar. Ain’t even inside you yet and I’m already about to blow.” He groans, sweaty forehead pressed against your own.

“Can I fuck you, Mr. Munson?” You plead.

And the whine Eddie lets out confirms that it won’t be happening anytime soon. You look between your bodies, seeing the dark, wet patch on his jeans then back up at him.

He’s obviously embarrassed. “I’m sorry. It’s been a while.”

“That’s okay. Um, this was…this was really spontaneous.” You don’t immediately get off, wanting more and hoping he’d give you more so that he can make you cum, too.

Instead he grabs you by waist, lifting you off him in a hurry. “I’m sorry. I need to—-this was a mistake.”

And once again, he leaves you to your thoughts. All you could do is stare as he grew smaller and smaller in the distance, while you began to feel smaller and smaller on the inside.

[rynnthefangirl]

Things Ford can and should be blamed for:

Holding a grudge against his brother breaking his project for 40+ years and never once checking on Stan to make sure he was okay after Stan was literally made homeless at 18.

Completely falling for Bill’s lies just because he fed his ego, and subsequently building a portal to the nightmare realm that nearly destroyed the entire world.

Ignoring Fiddleford’s warnings and then causing Fiddleford trauma that led to him frying his own mind in an attempt to cope with it all.

Trying to still preserve his research even after realizing Bill’s true plans instead of just playing it safe and burning it all to ensure nobody can ever complete Bills work.

Making very little effort to reconcile with Stan upon returning to Gravity Falls, giving in to his pettiness and bitterness and not acknowledging all that Stan did to save him.

Projecting his own experiences onto Dipper, and trying to push Dipper onto a life path that would be very detrimental to his social and emotional development.

Not telling Stan and Mabel about the rift to ensure that they know to be on guard against Bill’s attempts to get it.

Things Ford should not be blamed for:

Being upset with Stan for costing him his dream school and believing that Stan may have done it on purpose. Not sticking up for Stan in the moment as he is reeling from what he believes to have been a huge betrayal.

No using his research grant money-- which is specifically for doing scientific research-- in order to financially support his brother.

Giving Stan the journal to go hide away and not prioritizing Stan’s feelings and wants while in the midst of a psychological breakdown due to Bill’s torment and threats.

Being angry at Stan both for pushing him in the portal and also reopening the portal, thereby creating a rift that Bill can use to invade their world.

Wanting to shut down the Mystery Shack and take his house and life back.

Messing up the Zodiac circle (my Stan twins hot take).

Things Stan can and should be blamed for:

Assuming things would be okay with Ford’s project and not informing Ford about what happened.

Dismissing Ford’s valid anger and hurt after losing his shot at West Coast Tech and instead making the situation about himself and their treasure hunting plans.

Again making things about himself when Ford tries to get his help with hiding Journal 1. Not putting aside his own feelings when he sees how distressed and mentally unhinged Ford is, instead provoking him and starting/continuing the fight that leads to Ford being sucked into the portal.

Breaking the zodiac circle by pettily insisting on a thank you when the fate of the world is at stake, and then punching Ford when Ford responds pettily in kind.

Things Stan should not be blamed for:

Becoming a criminal grifter in order to survive after being kicked out and disowned by his own family.

Not reaching out to Ford during their 10+ years apart because he doesn’t know how he’ll be received. Also being hurt and angry that Ford never reached out until he needed something.

Taking Ford’s identity so that he can keep his house and work on the portal.

Creating the Rift by bringing Ford back (Ford being angry is understandable because of how big a threat Bill is, but the warnings were written in invisible ink and he didn’t explain the full situation to Stan, so that fault really isn’t on Stan).

Trying to keep the kids away from Ford.

Being angry at Ford for continuing to hold 40+ year old grudges, rebuking Stan’s attempt at reconciliation, and refusing to thank him.

[aeskairo]

Okay, but we should take a moment to appreciate this scene:

So these birds are called woodcocks TODAY. But in the 1800s they were called SNIPES.

The word "snipe" used to cover about 40 species of very similar looking birds, but sometime in the past 200 years, a few of those birds were renamed woodcocks.

But anyway, when they're flying, they make these unpredictable turns so theyre one of the most difficult birds to shoot.

So a sniper is literally someone who is really fucking good at shooting THESE SPECIFIC BIRDS.

That is literally where the word "Sniper" comes from.

At this point in the story Asirpa just met Ogata. She doesn't know anything about him yet.

Ogata has based his entire self worth on being a sniper.

He feels that being raised in a broken home caused him to not develop things that are fundamentally human. He's defective and broken.... missing important pieces. That's why people mistreat him and things don't work out for him.

As defective and broken as he sees himself, he does have one good thing. HE IS A DAMN GOOD SNIPER.

He went ALL IN on this sniping thing.

He has disturbingly intimate knowledge of all different types of guns, down to the sounds they make while being fired. He knows and employs a bunch of sniping techniques that no one in Japan has ever seen, he knows the history of sniping, he read up about sniping techniques of the American revolution. He can load a gun with his tongue.

Like I said, ALL IN.

His marksmanship is thing that gives him value. Even if people despise him, he can be relied upon and needed as a weapon.

It's the only thing about himself that he's proud of.

And Asirpa just denied him that.....

She doesn't think he can do it. She doesn't think he's good enough.

#Triggered.jpg

So of course he was going to get up at the asscrack of dawn to shoot these damn birds. He probably spent the whole night bubbling around in his low self-worth.

He is a sniper and can indeed shoot a snipe..... In fact he can shoot THREE snipes. Way more than you.

There you go. This is an important scene.

Little girl meets Adult man for the first time and invalidates him in the worst way possible.

[bradshawssugarbaby]

Uptown Girl - Bradley Bradshaw x Reader

summary: Bradley is in love with the admiral's daughter. He needs to win her heart the best way he knows how - serenading her with the help of his friends.

pairing: Bradley Bradshaw x reader

warnings: swearing, Jake teasing Bradley about being old.

word count: 2k

“Man, I can’t just go talk to her.” 

Bradley put his head in his hands as he sat at the back of the Hard Deck with his friends. Running his long fingers through his short, golden-brown curls, he sighed before looking up, his hazel eyes full of anxiety and frustration. He’d been pining after a girl who’d become a regular at the local bar for a while - the first day he’d seen her, he was smitten. 

She’d come in with her long hair pulled back into a sleek, high ponytail, a warm, friendly smile on her features as she spoke with a few others in the bar. Bradley had wondered who she was, and where she’d come from, a question none of his squadron seemed to know the answer to. That was, until their team lead, and Bradley’s surrogate father of sorts, piped up with an explanation, having heard Bradley audibly swooning over how great she was to everyone in earshot. 

“That’s Admiral Simpson’s daughter. I wouldn’t try your luck there, if I were you, Bradley,” Maverick had warned, smirking as he took a sip from his beer glass as he looked over between Bradley and his mystery girl.

Bradley had gone quiet upon learning this information, unable to even fire back at his friend Jake’s retorts and quips about how Bradley was punching above his weight on this one, even as a skilled aviator. In a way, Jake was right, no amount of skill or experience in the air, no number of awards for his service, or medals of honor could put him in the same league as the Admiral’s daughter. Her father had recently become the commander of the entire Pacific fleet, and Bradley was just a lieutenant, serving as an aviator for the past 19 years, his entire naval career. 

At nearly 40, Bradley was beginning to consider retirement, weighing his options between becoming a flight instructor for Top Gun, the very flight academy program that he’d graduated from himself, or, ending his naval career to enter civilian life happily. With the exception of Maverick, the rest of his team were considerably younger than he was, the next oldest being Jake, at barely 35. Admiral Simpson’s daughter was easily a decade younger than him, if not more, and probably accustomed to much more in life than anything Bradley could offer her. Naval rank aside, she was likely much more used to living the life of luxury, where as Bradley had never really experienced it, outside of the odd frivolous purchase here or there, like his 1972 Ford Bronco, custom painted bright blue to restore it to its former glory when he purchased it. 

Despite all these reasons why Bradley should just forget this juvenile feeling crush he’d developed on her, he couldn’t shake it. Every time he caught a glimpse of her stunning smile, or heard her infectious laugh, the sweetest sound his ears had ever come across, he couldn’t help but fall right back into it again, like a trap that was set perfectly for him. Bradley was head over heels, but worst of all,

“You’re fucked, man. You can’t win here.”

Bradley sighed again as he shook his head, bringing himself back to the present moment. He looked up at Jake, who, upon seeing the confused look on Bradley’s face, laughed and repeated himself.

“I said, you’re fucked, man. There’s no winning here, you either go in there, you say hi to this girl and you ask her out, her dad finds out and you get your ass shipped out to another base faster than you can salute, or you ask her out and she turns your old ass down, either way, you’re going to end up unhappy and not with her,” Jake shrugged as he sipped his beer, leaning on his pool cue.

Bob, the more shy, reserved of Bradley’s team, shook his head. He pushed his glasses up on the end of his nose, adjusting them as he set his plastic cup down on the bar counter, shrugging his shoulders as he interjected, a rare occurrence for Bob, most of the time.

“I mean…Bradley could probably win her over,” He said quietly, nodding his head, “It wouldn’t be hard, I mean, he has an impressive career record, he’s a nice guy, he’s not bad to look at,” Bob shrugged, “I think he could pull it off. It’s her dad I’d be worried about. But, maybe he wouldn’t care so much? It’s not like Bradley’s gonna – what’s that term again? Hump and go? Surf and turf?”

“You mean hump and dump?” Jake snickered, shaking his head, “I think Brad here’s a bit old to pull off the hump and dump nowadays anyways. Maybe 20 years ago.”

“Easy, I only just turned 39 in June, thanks.”

“39 is practically old enough to be a grandfather, Bradley,”

“Oh come on, it is not,” Bradley frowned as he looked at his friends. Bob fiddled with his glasses nervously, avoiding eye contact, Jake smirked as he held back a laugh, and Reuben and Mickey pretended they didn’t hear the conversation, focusing instead on their game of darts taking place a couple of feet away, “Is it?”

“How many years older than you is Mav, man?” 

“I dunno,” Bradley shrugged his shoulders, “22, maybe? 23?”

“Right, so when he was 39, you were…?”

“Uh,” Bradley looks up at the ceiling as he counts in his head, trying to work out the math, “16?”

“Right…you see where I’m going with this?”

“Fuck, you’re right, I could be someone’s grandfather. Jesus Christ,” Bradley frowned, shaking his head as he sipped his beer again. 

“Relax, you’d have to had a kid at like, 23 or earlier, who also had a kid young for it to work, but it’s not impossible, is all,” Jake nodded matter of factly as he sipped his drink. Jake grinned as he spotted the girl in question walking by their seats, his elbow sharply poking Bradley in the ribcage as he nodded his head slightly in her direction. 

“Now’s your chance, loverboy. Take it now if you’re gonna shoot your shot,” Jake whispered with a smirk on his lips. 

Bradley nodded his head once and took a deep breath as he set his beer bottle down on the table. With a nervous smile, he put his aviators down over his eyes to hide their anxious gaze before heading over to the piano. If there was one thing Bradley could do to win her over, it’d be serenading the bar with a fun, classic upbeat tune. Normally, he’d go for his favourite, Great Balls of Fire by Jerry Lewis, but desperate times called for desperate measures. Bradley put a hand on Jake’s shoulder, his grip firm as he leaned in to whisper to him.

“How confidently can you sing Uptown Girl?”

“You mean like, “uptown girl, she’s been living in her uptown world, I bet she’s never had a backstreet guy…?” Jake laughed as he cocked his eyebrow, singing the chorus of the song in his slightly off key baritone, “Oh, you’re not seriously doing this, are you?” He drawled, shaking his head before shooting Bob, Reuben and Mickey a look of disbelief. 

“I love that song!” Bob said enthusiastically as he stood to his feet, “We’ve got your back, buddy, let’s go win her heart!” 

Jake rolled his eyes and laughed before following Bradley and his friends to the piano. Bradley took his seat on the piano bench, lowering his sunglasses to make eye contact with his dream girl’s gaze, a confident smirk on his face as he winked at her before putting his glasses back on. He wasn’t sure if it was the beer coursing through his veins or the sheer smitten head over heels side of him taking over, but his new found confidence had Bradley playing the opening bars of the 80s hit on the piano, his friends offering nothing but encouragement for his somewhat ridiculous idea. It wasn’t the smoothest way to get a girl’s attention, but, it was different, and would almost certainly stand out in her mind, he reasoned with himself. 

“Uptown girl, she’s been living in her uptown world. I bet she’s never had a backstreet guy, I bet her momma’s never told her why,”  

Bradley sang out, his deep, gravelly voice ringing out as he carried each note perfectly in tune as he played the song’s melody on the piano. 

“And now she’s looking for a downtown man, that’s what I am,”  

Bradley’s eyes met with hers as he sang, unable to stop himself from smiling wider than he probably should have as he belted the song out, making it clear that out of the crowd of people around them singing along, his full intent was just to get her attention on him. 

“And when she knows what she wants from her time, and when she wakes up and makes up her mind,” 

Bob, Jake, Reuben and Mickey harmonized alongside Bradley, making for a perfectly imperfect set of backing vocals. While none of the four of Bradley’s backup singers were particularly great singers, their harmonies were enough support for Bradley to carry his way through the song without looking like he’d just lost his mind and started breaking out into song. 

“She’ll see I’m not so tough, just because, I’m in love with an uptown girl, you know I’ve seen her in her uptown world. She’s getting tired of her high class toys, and all her presents from her uptown boys, she’s got a choice,” 

As Bradley continued to sing it out, with his friends as moral and vocal support, he noticed that his mystery girl was making her way closer to the piano, seemingly leaving behind whoever she had arrived with as she inched her way towards the man who was apparently serenading her in the middle of a crowded bar near a naval base. She flashed him a smile, her cheeks a soft blush as she raised an eyebrow at him. Bradley couldn’t tell if the blush in her features was from embarrassment or flattery, but he hoped it was the latter of the two. 

“And when she’s walking, she’s looking so fine, and when she’s talking, she’ll say that she’s mine,” 

Bob and Jake began dramatically singing with one another, using Jake’s empty beer bottle as a makeshift microphone, while Mickey excitedly drummed along with his hands on the wooden top of the piano. Reuben began dancing slightly as he sang along to the words, all four men now completely immersing themselves in their performance with Bradley, and all four likely contemplating how they’d get Bradley to repay them for their public humiliation in the name of getting him a potential date. 

Bradley grinned as she approached the piano, her hands resting on the wooden top as he played the last few notes of the song, his eyes completely fixated on hers. To him, at that moment, she was the only person in the room. The only face he cared about in the crowded bar was hers, and now, it was right here, standing in front of him. 

“You’ve got quite the talent,” She curled her sheer, gloss-coated lips up into a grin as she leaned on the top of the piano, looking directly at Bradley.

“I’m a man of many talents, this was just a couple of them on display,” He nodded his head once, trying to keep his composure as she leaned towards him, willing his eyes to not wander down her body, “I’m Bradley. Lieutenant Bradley Bradshaw, US Naval Air Force,” He said his title with a sense of pride that he hoped didn’t come off as bragging. 

“Nice to meet you, Lieutenant,” She grinned, pointing to his empty beer bottle that sat atop the piano beside her, “Care to grab another one of those with me?” 

“Absolutely,” Bradley said as he hopped off the piano bench at an almost breakneck pace, leaving Jake, Bob, Reuben and Mickey fighting off fits of laughter at Bradley’s eagerness. 

[room-surprise]

Addendum to Dungeon Meshi Age Calculations, and Thistle's age estimate...

This is sort of a sequel to two posts of mine, How to Calculate Comparative Ages of DM Characters and How Old Is Thistle?

I've seen some people claim that the age scale between elves and tall-men where elves age 5 times slower than tall-men can't be used accurately for elves that are very young or very old. I've also seen people claim that the half-foot age modifier is wrong.

I'm not a mathematician, but so far I have not seen any actual evidence that the 5:1 scale doesn't work, and a good amount of proof that it does, and I think the confusion about half-foot aging is a translation issue.

Please keep in mind, information about Marcille's age does not apply to any of this, because [SPOILERS].

WHAT ABOUT VERY YOUNG ELVES?

Here's something we know about the babies from the different races, which comes from Ryoko Kui's blog:

1 year old elven, dwarven and gnomish babies can only lay on their backs. Tall-man and half-foot 1 year olds can both stand, though the tall-man is not as good at it as the half-foot.

This lines up with real-world development milestones, human children can usually stand on their own somewhere between 9 to 12 months. Half-foots age faster than tall-men, so it makes sense that the half-foot would look more balanced and steady while standing.

A 2 year old elven baby has just gained the ability to sit up, while the babies of other races are walking or running. Normal human babies can sit up with help at around 5 months.

2 divided by 5 equals 0.4, that's 40%, and 40% of one year equals 4.8666666 months. That's 5 months.

I think it's very likely Kui herself is using the 5:1 ratio in order to calculate her elven ages in order to get this very specific 5 month developmental milestone to line up this way. So we can confirm that any elf over the age of 2 years old should have an age that is calculable with the 5:1 ratio. I also think it's not crazy to assume Kui may be using the numbers I calculated in my age post to work out other character's ages as well, since she's clearly doing it for the elves.

LET'S TEST IT WITH HALF-FOOTS

Human children learn to run between 18 and 24 months, so around 2 years old, like the chart shows us. 2 years divided by the half-foot age ratio (1.1428571429) equals 175% because they grow faster than tall-men.

175% of 2 years is 1277.5 days... Which is 3.5 years. So a 2 year old half-foot has the maturity of a 3.5 years old human child. 3 years old is when human children are expected to run and jump easily, and climb stairs without help.

That sounds about right to me, since the half-foot child in the drawing looks like they can confidently run around without balance issues. One foot is off the ground, and their arms are pulled in closer to the body than the tall-man child's arms.

Meanwhile the tall-man child is more unsteady, both feet firmly planted, standing with their arms held out as far as they can go to help with balance.

DOESN'T 29=50 FOR HALF-FOOTS?

Kui says that Chilchuck would be about 50 if he were a modern day human (which he isn't, he's a medieval half-foot), and then she says that half-foots in the time of Dungeon Meshi only live to be about 50 years old on average.

I'm pretty sure she's telling us that if Chilchuck were a human in our world, he'd be past middle-aged, and then for contrast, she tells us that most half-foots in Chilchuck's world die by age 50. Not that Chilchuck's 29 years is equivalent to a 50 year old modern human.

Chilchuck is 29 years old, and he had his first child at age 13. The average age of death for half-foots is 50, then that means middle-aged for a half-foot is 25.

Chilchuck is 4 years older than that, which makes Chilchuck past middle-aged. It does not make him developmentally the same as a 50 year old modern human though.

Using the numbers I've worked out, a half-foot would be developmentally 50 years old when they're 44.

Kui says that although Chilchuck wants to retire from going into the dungeons, if he did, it would be premature... Just like it would be premature for a 33 year old to retire.

In the real world retirement ages are connected to the average age of death. As that number goes up, so does retirement age. Because modern humans live until around 72, as a global average, retirement age is somewhere in their 60s.

So since half-foots average lifespan is 50, a normal age for Chilchuck to retire would be in his 40s.

WHAT ABOUT OLD ELVES?

The average age of death for tall-men is 60, however we know that tall-men can live into their 80s because Marcille's father did.

The average age of death for elves is 400, but they can live up to 500 years.

There's no reason to think that DM tall-men aren't like real world humans, and can't live into their 100's if they are lucky and wealthy enough. Even in the real medieval period, some people lived into their early 100's.

The thing that makes average death ages low in real life is usually issues like high infant mortality, starvation, war, lack of medical care, and lack of sanitation.

In the real medieval period, the average age of death was 30 not because people dropped dead at 30, but because SO MANY children died young that it pulled down the average. In medieval times, if you managed to live to 25, you had an average of 23 more years of life ahead of you, which is 48 years old.

I think Kui raised the average death age to 60 for tall-men to account for the fact that even tall-men have access to more advanced medicine and healing magic in DM, so infant mortality isn't as high and the adults live more than a decade longer.

The elves naturally have a longer lifespan since they live 5 times slower than tall-men. However they also probably have a far more advanced society than any of the other races in Dungeon Meshi. Fleki calls the Eastern Continent a "primitive land", and it's mostly populated by dwarves, gnomes and tall-men.

If elven culture was developmentally the same as tall-man culture, I bet elves would only live to about 300, which would be 60 for them, maturity wise.

WHAT DOES THIS MEAN?

80x5 is 400. That seems correct to me, a 400 year old elf would be considered elderly and getting close to the end of their life. An 80 year old tall-man would be considered VERY old, having lived past average expectations... But those expectations, as I said before, are based on poor living conditions, not biological certainty. 100x5 is 500, so the two maximum ages (100 and 500) also line up when you use the 5:1 ratio.

POSSIBLE MAXIMUM AGES FOR OTHER RACES

Using the same math, if gnomes and dwarves had the same culture as tall-men, they'd only live to be 150-ish instead of 240/200...

This is only a theory, but dwarvish and gnomish maximum possible ages should probably be around 250, if you multiply their age modifier (2.5) x100 like I did with the elves.

The current difference between their average age of death is probably attributable to lifestyle and cultural differences (gnomes use a lot more magic, and so they live longer).

Then, just to do the rest of the races:

Half-foots and orcs theoretical maximum age is 88. Ogres theoretical maximum age is 94. Kobold theoretical maximum age is 81.

Keep in mind, these numbers are based on the idea that "around 100 years old" is the oldest a human being can get. The oldest human to ever live survived until they were 122 years old... But obviously that is rare, and happened in the modern era.

Point is, there's wiggle room at the top end of the age limit, for some of the races that may be a matter of extra days or months, for others it could be an extra decade or two. But I'm using 100 for simplicity's sake.

Sorry for the long post! I hope this answers people's questions, and if I messed something up let me know!

[ihaveforgortoomany]

Reverse 1999 and child soldiers (just rambling) (global friendly)

It doesn't take long for anyone to realise most of the cast (excluding awakened, entities like Voyager and AlienT, and people like Eternity) are young: ranging from most being 17-16 with adults around their 20s and Shamane currently being the oldest (excluding the above) at around 40. (Edit hes 45 thanks for clarifying)

Alright you say, this is a gacha game ofc the characters would be around these ranges and we hope every patch to get character that is above 40 (wdym someone like Tooth Fairy isn't 30? Same for Kakania and Isolde, how are they 19 and 18 respectively?For example). Hey I would like more older characters too, but I think the ages are partially intentional if we look into lore on a thematic level.

Ok. We already know the Foundation, Laplace and now Zeno (though it was ofc from Lilya) they produce child soldiers, workers and scientists:

Vertin is the Timekeeper at 12

Sonetto probably became a field investigator around 14-16 at best (correct me if we have a better frame of reference)

Ms Moission in her character profile apparently was a field investigator at 14. (I spelt her name wrong I think)

Mesmer Jr started working at the age of 12

As of the release of the Zeno anecdote we know Lilya around 14 was already in field missions and has seen the state of war.

(Probably could include X, Horrorpedia here but I don't have much info)

What am I getting at? Characters being young in their fields of work is completely intentional, one due to the Storm in the case of the Foundation as the first had taken nearly the entire workforce (plus Child Labour Laws) so in desperation to maintain numbers and order the age to become investigators, soldiers and scientists became much lower. I don't know if the SPDM existed before the Storm but the way it functions primarily serves to replenish those lost workforce.

And two: the perception of arcanists and the importance placed on the manifestation of their arcane skill as young as possible.

We see this in the case of Mesmer and Isolde/Trista.

Mesmer Jr once she was tested to see if she had her arcane skill immediately was set to manage mentally unstable patients at the age of 12. (She alongside Vertin probably needs the most therapy)

For Trista this was the seance her mother brought to at the age of 3, dying as a result and leading to her mother with Isolde to delay by 3 years. (Acting as if that was a mercy which it really is not)

There is an emphasis on an arcane families and arcanists maintaining their societal status/ relevance through children developing their arcane skills as soon as possible plus the idea of childhood and working is flipped on its head with the presence of arcanum.

Ok idk if worded that bit correctly but in short: our idea of when a child should be working (which is never) or the time someone should be in teaching before they get into a profession (TF, Kakania and Madam Z) is warped and absent in R1999. For Kakania, shes 19 but I would argue this is because of how she had dropped out and decided to be an unlicensed doctor. Most characters being younger is the result of arcanum being present in the world.

Moreover there is a general theme of lost childhoods/ forced to grow up fast in the younger cast. Exclude characters like Ezra, Matilda (so far) and Spathodea since they are relatively fine/ not deeply traumatised. Everyone else, Vertin, Sonetto, Mesmer Jr and characters like Eagle, Monlicht, Oliver Fog were forced to grow up fast despite their young age.

Summary: characters being in younger age ranges either being literal child soldiers or certain adults being relatively young is the result of the devastation of the Storm alongside the different perception of age in the arcanum world, there the manifestation of your arcane skill seems to be used as a sign of maturity and readiness to be thrown into work (Mesmer and Isolde being put om their respective career paths at a very early age) (or your Constantine celebrating the erasure of Child Labour Laws)

[howtofightwrite]

How often would a person have to get jumped to affect their morphology (both bone, brain, muscles and fat), if it began in late childhood and throughout the puberty process. Bonus info, the person is fighting or fleeing with good effectivness most of the time, with the fight or flight system being fully functional.

Like, being physically bullied as a child did make me physically stronger, and forced me to develop a lot of resistance, resistance I lost after the bullying stopped because I'm a couch potato. Mostly in resistance training, with some clenching strength (but that's from gymnastics).

So, resistance and strong clenching muscles.

Yeah, that doesn't work.

Psychologically, abuse can cause you to come back stronger (or, break you completely), but it doesn't cause you to become physiologically stronger.

As you get older, your ability to fully recover from injuries diminishes. So, if you're younger, you've got a better chance of fully recovering, but that's still taking a physical toll on you. Similarly, if you do take the time to build yourself up, and get training, that may be provoked by your abuse, but it's not caused by it.

The aphorism, “that which does not kill me makes me stronger,” might be empowering, but as you get older, you start to understand that maybe it should be read as, “that which does not kill me makes me stranger.”

I don't mean to diminish your experiences, but the person you became as a result of that was a product of how you chose to deal with those challenges, and overcame them. It was not a product of deterministic biological processes.

Now, having said that, you can learn from physical trauma. You can learn to judge how much of your body's pain response can be ignored, in the moment. You can learn to keep a cool head through an adrenaline rush.

However, if you're regularly dealing with physical strain, that will have a severe toll on your body. I had my first conversation with my doctor about the eventual need for knee replacement surgery before I turned 40. (I still have my original knees, but I also experience bone on bone grinding.) Intensive martial arts training, gymnastics, or violence, will wear your body down with shocking speed.

Traumatic experiences make you into who you are. They can drive you to become a better person than you were before, but you own that choice. That was your decision, not something that someone else did to you.

Adversity can be a motivator or it can destroy you. Ultimately, how you deal with that is your choice. But it was your choice. Saying, “bullying made me stronger,” robs you of the decision you made, it takes away the strength you found, and assumes that it was a passive consequence. It wasn't. You became stronger because what you chose to do. (Also, because kids do get physically stronger as they get older. That's kinda how that pesky 'growing up' thing works.)

-Starke

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[leidensygdom]

Hasbro's CEO is, once again, expressing interest in using AI at WOTC

Not surprising, but I think his own chit-chat about it (directed at shareholders, of course) is quite the read (derogatory):

"Inside of development, we've already been using AI. It's mostly machine-learning-based AI or proprietary AI as opposed to a ChatGPT approach. We will deploy it significantly and liberally internally as both a knowledge worker aid and as a development aid. I'm probably more excited though about the playful elements of AI. If you look at a typical D&D player....I play with probably 30 or 40 people regularly. There's not a single person who doesn't use AI somehow for either campaign development or character development or story ideas. That's a clear signal that we need to be embracing it. We need to do it carefully, we need to do it responsibly, we need to make sure we pay creators for their work, and we need to make sure we're clear when something is AI-generated. But the themes around using AI to enable user-generated content, using AI to streamline new player introduction, using AI for emergent storytelling, I think you're going to see that not just our hardcore brands like D&D but also multiple of our brands."

This directly fights against WOTC's already very weak claims about not wanting to use AI (after massive backslash from players anytime they had tried to get away with it), and does paint quite the bleak future for DnD and Magic the Gathering. AI usage doesn't really benefit the consumer in any way- It's like a company known for nice homemade cakes trying to tell you that factory made cakes are actually also good and you should be buying them too. The cakes aren't better. You can get those cakes elsewhere. The only person benefiting from factory made cakes is the one selling them, because they're the one saving time and money by making them that way.

But short-term benefits (through firing large portions of their artists and replacing them with AI made slop) outweighs any attempt to maybe get some trust from their already alienated consumers back. I also find it kind of incredibly funny and pathetic how this man claims to play DnD with about 30 to 40 people and "how every single one of them uses AI". I'm not entirely sure this guy is even aware of how DnD groups are usually sized, and how you would not have any physical time to do anything if you somehow played with 40 players on the regular (that'd be about 10 games!)

Anyways, as always, there's nice TTRPGs out there that don't absolutely despise their customer base nor are obsessed with cutting any remains of humanity out of their product to save a few cents. Play Lancer, play Blades in the Dark, play Pathfinder or Starfinder 2e if you want the DnD experience without the bullshit. Plenty of options out there that deserve your money far more than DnD.

[mariacallous]

On Saturday, an Associated Press investigation revealed that OpenAI's Whisper transcription tool creates fabricated text in medical and business settings despite warnings against such use. The AP interviewed more than 12 software engineers, developers, and researchers who found the model regularly invents text that speakers never said, a phenomenon often called a “confabulation” or “hallucination” in the AI field.

Upon its release in 2022, OpenAI claimed that Whisper approached “human level robustness” in audio transcription accuracy. However, a University of Michigan researcher told the AP that Whisper created false text in 80 percent of public meeting transcripts examined. Another developer, unnamed in the AP report, claimed to have found invented content in almost all of his 26,000 test transcriptions.

The fabrications pose particular risks in health care settings. Despite OpenAI’s warnings against using Whisper for “high-risk domains,” over 30,000 medical workers now use Whisper-based tools to transcribe patient visits, according to the AP report. The Mankato Clinic in Minnesota and Children’s Hospital Los Angeles are among 40 health systems using a Whisper-powered AI copilot service from medical tech company Nabla that is fine-tuned on medical terminology.

Nabla acknowledges that Whisper can confabulate, but it also reportedly erases original audio recordings “for data safety reasons.” This could cause additional issues, since doctors cannot verify accuracy against the source material. And deaf patients may be highly impacted by mistaken transcripts since they would have no way to know if medical transcript audio is accurate or not.

The potential problems with Whisper extend beyond health care. Researchers from Cornell University and the University of Virginia studied thousands of audio samples and found Whisper adding nonexistent violent content and racial commentary to neutral speech. They found that 1 percent of samples included “entire hallucinated phrases or sentences which did not exist in any form in the underlying audio” and that 38 percent of those included “explicit harms such as perpetuating violence, making up inaccurate associations, or implying false authority.”

In one case from the study cited by AP, when a speaker described “two other girls and one lady,” Whisper added fictional text specifying that they “were Black.” In another, the audio said, “He, the boy, was going to, I’m not sure exactly, take the umbrella.” Whisper transcribed it to, “He took a big piece of a cross, a teeny, small piece … I’m sure he didn’t have a terror knife so he killed a number of people.”

An OpenAI spokesperson told the AP that the company appreciates the researchers’ findings and that it actively studies how to reduce fabrications and incorporates feedback in updates to the model.

Why Whisper Confabulates

The key to Whisper’s unsuitability in high-risk domains comes from its propensity to sometimes confabulate, or plausibly make up, inaccurate outputs. The AP report says, "Researchers aren’t certain why Whisper and similar tools hallucinate," but that isn't true. We know exactly why Transformer-based AI models like Whisper behave this way.

Whisper is based on technology that is designed to predict the next most likely token (chunk of data) that should appear after a sequence of tokens provided by a user. In the case of ChatGPT, the input tokens come in the form of a text prompt. In the case of Whisper, the input is tokenized audio data.

The transcription output from Whisper is a prediction of what is most likely, not what is most accurate. Accuracy in Transformer-based outputs is typically proportional to the presence of relevant accurate data in the training dataset, but it is never guaranteed. If there is ever a case where there isn't enough contextual information in its neural network for Whisper to make an accurate prediction about how to transcribe a particular segment of audio, the model will fall back on what it “knows” about the relationships between sounds and words it has learned from its training data.

According to OpenAI in 2022, Whisper learned those statistical relationships from “680,000 hours of multilingual and multitask supervised data collected from the web.” But we now know a little more about the source. Given Whisper's well-known tendency to produce certain outputs like "thank you for watching," "like and subscribe," or "drop a comment in the section below" when provided silent or garbled inputs, it's likely that OpenAI trained Whisper on thousands of hours of captioned audio scraped from YouTube videos. (The researchers needed audio paired with existing captions to train the model.)

There's also a phenomenon called “overfitting” in AI models where information (in this case, text found in audio transcriptions) encountered more frequently in the training data is more likely to be reproduced in an output. In cases where Whisper encounters poor-quality audio in medical notes, the AI model will produce what its neural network predicts is the most likely output, even if it is incorrect. And the most likely output for any given YouTube video, since so many people say it, is “thanks for watching.”

In other cases, Whisper seems to draw on the context of the conversation to fill in what should come next, which can lead to problems because its training data could include racist commentary or inaccurate medical information. For example, if many examples of training data featured speakers saying the phrase “crimes by Black criminals,” when Whisper encounters a “crimes by [garbled audio] criminals” audio sample, it will be more likely to fill in the transcription with “Black."

In the original Whisper model card, OpenAI researchers wrote about this very phenomenon: "Because the models are trained in a weakly supervised manner using large-scale noisy data, the predictions may include texts that are not actually spoken in the audio input (i.e. hallucination). We hypothesize that this happens because, given their general knowledge of language, the models combine trying to predict the next word in audio with trying to transcribe the audio itself."

So in that sense, Whisper "knows" something about the content of what is being said and keeps track of the context of the conversation, which can lead to issues like the one where Whisper identified two women as being Black even though that information was not contained in the original audio. Theoretically, this erroneous scenario could be reduced by using a second AI model trained to pick out areas of confusing audio where the Whisper model is likely to confabulate and flag the transcript in that location, so a human could manually check those instances for accuracy later.

Clearly, OpenAI's advice not to use Whisper in high-risk domains, such as critical medical records, was a good one. But health care companies are constantly driven by a need to decrease costs by using seemingly "good enough" AI tools—as we've seen with Epic Systems using GPT-4 for medical records and UnitedHealth using a flawed AI model for insurance decisions. It's entirely possible that people are already suffering negative outcomes due to AI mistakes, and fixing them will likely involve some sort of regulation and certification of AI tools used in the medical field.