#Ethical Issues in Science
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airises · 1 year ago
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How Biotech is Revolutionizing Stem Cell Research: Insights and Innovations
fields that have become increasingly intertwined. As we delve deeper into the potential of stem cells, biotechnology companies are at the forefront, developing innovative technologies and techniques that could potentially revolutionize treatments for various diseases and conditions. This article provides a comprehensive overview of how biotechnology is influencing stem cell research, detailing…
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occknow · 3 months ago
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captaingimpy · 1 year ago
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Exploring the Themes of Atlas and the Role of Technology in Society
The Netflix film Atlas, starring Jennifer Lopez as the titular character, centers around her lifelong vendetta to decommission Harlan, an artificial intelligence created by her mother, portrayed by Simu Liu. Despite what critics tend to think of this movie, there are several things I appreciate that it made me think about. One thing I appreciate about the nakedness of new Hollywood is that, for…
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cellarspider · 1 year ago
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I work at a biological research institute. The labs who know what they're doing don't use Large Language Models. They're focused using Linear Mixed Models (confusingly acronym'd to LMMs). Lots of image segmentation and video tracking. This is still tetchy and needs a lot of careful planning to make it work right, but the most successful project has actually taken a lot of painful drudgery away from lab techs and students. They've been working on those projects since before the current craze. They're knowledgeable and realistic about the limitations of what they can achieve with it.
...The labs that don't seem to have a strong basis in machine learning are applying Large Language Models to whatever projects they can think of. I sat in on a computational science group mini-symposium a few months ago, and some of the computational scientists had been internally contracted to make ChatGPT-based tools and other LLMs. Trying to do automatic annotation or summarization of complex results, if I remember correctly. The computational scientists didn't seem to fully understand the biology they're trying to measure, and provided no good metrics on how they were scoring reliability of their results.
So, you have people requesting LLMs who don't know what they can do, paired with people who can implement LLMs without understanding the end goal. The projects themselves were mostly of low impact, and those that were more potentially impactful were the least well-characterized.
A lot of the stuff we deal with is out at the edge of known biology, and in a lot of cases, ML simply acts as an extra unknown factor that adds in needless complexity. A lot of boosters of ML do not seem to understand that, because they need to know both the subject matter and the method to assess if it's appropriate to the task.
And let's recall, LLMs are not based on some fundamentally new ML architecture. They are just Large. New tech has allowed them to run faster and pull in more data, which has, as said above, not been well-vetted. This is absolutely a fad.
Thank the hecking stars I've managed to train the biologists in my group to be wary of LLMs.
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fatehbaz · 3 months ago
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hi! i hope this is alright to ask but i was wondering if you had any reading recommendations about invasive species and their management/control/rhetoric. there just seems to be a lot to it. thank you!
Woah. Look at this post I was drafting literally two hours before you sent this, about the nationalist appropriation of rhetoric of "native vs. invasive" species in Hungarian land management:
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Appropriate case study: (1) The tree was non-native and its introduction was facilitated by Austro-Hungarian imperial aristocracy and military, especially as fortification during wars in the eighteenth century. (2) It out-competed native trees and the government encouraged plantations of the species. (3) Because of its economic and political importance, the reactionary Hungarian parliament in 2014 officially named the tree "Hungaricum" (native/national heritage).
Yes, there is a lot. This is practically a whole discipline.
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If you're looking for a collection, anthology, or singular book with multiple tangents, angles, or perspectives (rather than having to search through individual articles or journals), there are three collections I'm recommending below, but this also might be helpful:
Feral Atlas: The More-Than-Human Anthropocene, co-edited by Anna Tsing (she's probably the most high-profile scholar of this subject). Aside from containing a bunch of freely-available essays from about 100 authors on altered ecologies and rhetoric/imaginaries of environments in the Anthropocene, their big online portal just published the entire syllabus with a bunch of maps and graphics and free articles, in formats for non-academic reading groups, undergrad classes, and graduate seminars. If you go to Feral Atlas's homepage, you'll see a straightforward list of all of those authors.
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The Ethics and Rhetoric of Invasion Ecology (Edited by Jame Stanescu and Kevin Cummings, 2016). Including chapters:
"Alien Ecology, Or, How to Make Ontological Pluralism" (James K. Stanescu)
"Guests, Pests, or Terr0rists? Speciesed Ethics and the Colonial Intelligibility of "Invasive" Others" (Rebekah Sinclair and Anna Pringle)
"Spectacles of Belonging: (Un)documenting Citizenship in a Multispecies World" (Banu Subramaniam)
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Rethinking Invasion Ecologies from the Environmental Humanities (Edited by Jodi Frawley and Iain McCalman, 2014). Including chapters:
"Fragments for a Postcolonial Critique of the Anthropocene: Invasion Biology and Environmental Security" (Gilbert Caluya)
"Experiments in the Rangelands: white bodies and native invaders" (Cameron Muir)
"Prickly Pears and Martian Weeds: Ecological Invasion Narratives in the History and Fiction" (Christina Alt)
"Invasion ontologies: venom, visibility and the imagined histories of arthropods" (Peter Hobbins)
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The Invasive Other special issue of Social Research, Vol. 84, No. 1, Spring 2017. Including articles:
"Introduction [to Social element]: The Dark Logic of Invasive Others" (Ann Laura Stoler)
"The Politics of Pests: Immigration and the Invasive Others" (Bridget Anderson)
"Invasive Others: Toward a Contaminated World" (Miriam Ticktin)
"Invasive Aliens: The Late-Modern Politics of Species Being" (Jean Comaroff)
"Introduction [to Ecologies element]: Invasive Ecologies" (Rafi Youatt)
"Invasive Others and Significant Others: Strange Kinship and Interspecies Ethics near the Korean Demilitarized Zone" (Eleana Kim)
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For individual sources:
"The Aliens Have Landed! Reflections on the Rhetoric of Biological Invasion" (Banu Subramaniam, Meridians: Feminism, Race, Transnationalism 2:1, 2011)
"Loving the Native: Invasive Species and the Cultural Politics of Flourishing" (JR Cattelino, in The Routledge Companion to the Environmental Humanities, pp. 145-153, 2017).
"The Rhetoric of Invasive Species: Managing Belonging on a Novel Planet" (Alison Vogelaar, Revue francaise des sciences de l'information et de la communication 21, 2021).
"Invasion Blowback and Other Tales of the Anthropocene: An Afterword." (Anna Tsing. Anthropocenes - Human, Inhuman, Posthuman 4:1, 2023).
Troubling Species: Care and Belonging in a Relational World, a special issue of Transformations in Environment and Societycurated by the Multispecies Editing Collective, 2017.
"Uncharismatic Invasives" (JL Clark, Environmental Humanities 6:1, 2015).
"Involuntary Momentum: Affective Ecologies and the Sciences of Plant/Insect Encounters" (Hustak and Myers, Differences: A Journal of Feminist Cultural Studies 23:3, 2012).
"Patchy Anthropocene: Landscape Structure, Multispecies History, and the Retooling of Anthropology: An Introduction to Supplement 20" (Tsing, Mathews, and Burbandt, Current Anthropology, 2019).
Trespassing Natures: Species Migration and the Right to Space (Donnie Johnson Sackey, 2024)
Matters of Care: Speculative Ethics in More than Human Worlds (Puig de la Bellacasa, 2016)
Nestwork: New Material Rhetorics for Precarious Species (Jennifer Clary-Lemon)
"Requiem for a junk-bird: Violence, purity and the wild." (Hugo Reinert, Cultural Studies Review 25:1, 2019).
"Comparing Invasive Networks: Cultural and Political Biographies of Invasive Species" (Robbins, Geographical Review 94:2, 2004).
In the Shadow of the Palms: More-than-Human Becomings in West Papua (Sophie Chao, 2022)
"Timing Rice: An Inquiry into More-Than-Human Temporalities of the Anthropocene" (Elaine Gan, New Formations, 2018).
Interspecies Politics: Nature, Borders, States (Rafi Youatt, 2020)
"Interspecies Politics and the Global Rat: Ecology, Extermination, Experiment" (Rafi Youatt, Review of International Studies, 2020)
Critical Animal Geographies: Politics, intersections and hierarchies in a multispecies world (Edited by Kathryn Gillespie and Rosemary-Claire Collard, Routledge, 2015)
"Invasive Narratives and the Inverse of Slow Violence: Alien Species in Science and Society" (Lindstrom, West, Katzschner, Perez-Ramos, and Twidle. Environmental Humanities 7:1, 2016)
"Life Out Of Place: Revisiting Species Invasions. Introduction to the Special Issue" (Hanne Cottyn. Anthropocenes - Human, Inhuman, Posthuman 4:1, 2023).
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It's been a "transdisciplinary" topic (especially in the past 15-ish years) in environmental humanities, ecocriticism, environmental studies, "science communication," anthropology, etc. (I think the humanities or interdisciplinary scholars handle the subject with more grace than ecology-as-a-field proper.) It shows up a lot in discussion of "the postcolonial," "ecopoetics," "Anthropocene," "multispecies ethnography," and "the posthuman"; Haraway was explicitly writing about rhetoric of invasive species in the 1990s.
A significant amount of posts on my blog from 2018-2022 are about invasive/alien/native labels. I summarized some of the discourses in my post about Colombian hippos. I especially talked a lot about the writing of Banu Subramaniam (rhetoric of ecological invasion, racialization of aliens); Rafi Youatt ("interspecies politics"); Anna Boswell (Aotearoa extinctions, "anamorphic ecology"); Sophie Chao ("post-plantation ecologies"); Elaine Gan ("Anthropocene temporalities" and industrial ruins); Hugo Reinert (species "purity" and extinctions); Puig de la Bellacasa ("speculative ethics in a multispecies world"); Ann Laura Stoler (of fame for her writing on "imperial debris" and ruination/haunting), Hugh Raffles, Nils Burbandt, Anna Tsing, and others. Lately in my own work I've been writing on borders/frontiers and media/colonial imaginaries of "pests/the exotic" and have been referencing Jeannie Shinozuka's Biotic Borders: Transpacific Plant and Insect Migration and the Rise of Anti-Asian Racism in America, 1890-1950.
Thanks for saying hi.
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firingstars · 6 days ago
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in this life | ch. 5
bucky barnes x female reader
summary: "There's only one God, doll, and He's gonna bring me back to you." "I don't need God," you told him, fresh tears brimming over your eyes. "I just need you."
warnings: 18+, mdni, brief descriptions on an injury/blood, reader momentarily gets depressed, reincarnation trope, language, mentions of financial instability/being hungry, memories are written with italicizes, no use of y/n, angst, yearning, longing, everyone's alive no one is dead because i said so, alternating pov's
word count: 5.7k
a/n: idk why this chapter was kinda difficult for me to write... i know how i want the story to end and its already written out and ready but idk whats going on the middle of this story is irking me
previous chapter | next chapter
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Unknown [10:14am]: What does Traumatic Memory Rehabilitation Science actually entail? I tried Googling it, but I didn't find anything on the subject.
You stared at your phone for a few moments, hiding the device behind your laptop screen. You were in the middle of a lecture, and your professor would definitely call you out if he saw you right now. Of course, it didn’t matter to him that he was going on and on about how his wife was somehow related to this neuroscience class and there must be something wrong with her pathways in her mind for her to leave him. Sometimes you think this class was just an easy way for your professor to be able to rant to people that had no choice but to listen.
You put your phone face down, and pulled up the messages on your laptop. At the very least, you could look like you were taking notes. 
Me [10:17am]: science that focuses on how trauma affects the structure and function of memory, and how the patient’s memories could be stabilized, restored, or rewritten in ethical ways. could be natural trauma or artificial trauma given by outside means
Unknown [10:19am]: Artificial trauma?
Me [10:21am]: wasn’t a huge part of why america didn’t want to give you that pardon bc of what that organization did to you? and your lawyers argued that it wasn’t your mind there?
Unknown [10:22am]: Ah. I see.
Unknown [10:23am]: I didn’t know you kept up with the case.
Me [10:26am]: my grandpa was still around when you were going through it. he would talk my ear off on the phone about how you were being treated awfully by the country and was part of the support groups outside the courtroom demanding a fairer sentence for you.
Me [10:27am]: and it was pretty big news, sergeant. 
Bucky doesn’t respond, and you think you may have scared him off. After saving his phone number officially in your contacts as Sergeant Barnes, you close the messaging app. You go through the rest of your class, finishing off with another surprise quiz that you thankfully knew all the answers to, and head off to grab something to eat before going to the library to study. 
You should apologize to him, you think. It may have been a lot to say all of that, all of a sudden. It could still be a sensitive topic for him, and you may have brought up a bunch of memories for him that you didn’t mean to. You want to hit yourself over the head. Your field of study is meant to help people like him, and yet you just caused issues for him. 
You really could use a shot. Tequila. Vodka. Something strong. But it’s barely noon, and you still have the rest of your day ahead of you. 
You push open the door to the Campus Grounds, and stop in your tracks. 
You didn’t scare him off. 
Your eyes fall on his figure almost instantly. Buckty’s wearing that same leather jacket that he always seems to wear. He looks a little cleaner today, beard a little shorter than the last time you saw him. The dark circles under his eyes are lighter, an indication of more sleep. His shoulders aren’t wound up too tight either.
And he turns to you, as if he’s been waiting for you this entire time. Your heart flutters as caterpillars hatch from their cocoons and turn into butterflies in your stomach.
“Doll,” he greeted. The nickname still makes your mind run circles, but you force yourself back into reality as you focus on his next words. “Fancy seeing you here. Didn’t know you came here, too.”
“At my university’s cafe?” you asked, tilting your head. “The university where I attend school? Spend a majority of my day at?”
Bucky cleared his throat, obviously caught. “Stark told me that the food here was good. I’m expanding my palate…” The man before you pauses, eyebrows furrowing at the menu. “What the hell is a matcha?”
“Depends. Do you want it iced or hot?” you chuckled, stepping into the line.
“How do you take it?”
“Iced, with oat milk, and a pump of vanilla,” you answered. 
Bucky looked a bit helpless at your words, so you repeated the order back at the barista, including two ham and cheese croissant sandwiches to be warmed up as well before giving her your phone number to use your meal points. 
When the drinks come out, you watch as Bucky takes an experimental sip before looking a little confused at the flavors on his tongue before seemingly accepting whatever was going on. You let out a small laugh.
“Not bad?” you guess.
“Not bad,” he agreed, following you as you make your way out towards the door. You hand him his croissant. “What’s your plans today?”
“Studying. We’re towards the end of the semester, and I have finals coming up in a few weeks. I’ll graduate in the winter once I’m done with the upcoming term.”
“Impressive,” Bucky hummed beside you, taking a bite of his croissant. 
“Any Avengers need a therapist?” you asked, glancing at him. Thankfully, he doesn’t look too bothered by your text conversation from earlier this morning. If he was, you were sure that he wouldn’t even be here, still walking beside you right now.
The man chuckled beside you, smiling. “None of them wants to admit that right now.”
“Pity,” you said sarcastically. After a beat, you added, “Sorry. If my message to you earlier was a bit heavy.”
“Not at all,” he shook his head, “I just started driving, so I couldn’t reply.”
“Ah.” So you were overthinking it. Makes sense. 
“It would’ve been nice,” he cleared his throat before continuing, “If your field of study was finalized and completed when I was first put back out in the world. I think it would’ve been helpful for me to be regulated back into society.”
You give him a small smile. “Sorry about that. Took me a bit to decide what I wanted to study. Took a few years of a gap year before I went back to school.”
Bucky chuckled, and took another sip of his matcha latte. It looked like it was growing on him. Either that, or he just wasn’t picky about food. 
“You’ll have plenty of opportunities to help people other than me,” he told you. 
“I hope so. Otherwise all this student debt will be for fucking nothing,” you grunt. Another smaller laugh escapes his lips, and you find that the noise awakens a small flutter in your chest that will keep you feeling warm and fuzzy. 
Your feet come to a slow as you stop at the library commons, and you turn to look at Bucky. He looks back at the building briefly before turning to you, giving you a small smile and nod.
“Well. Happy studying,” he said, albeit a little awkwardly.
“Is that all? You just came here to get some matcha and walk me to my university’s library?”
“I just wanted to see your face today,” he admitted. 
You really didn’t expect him to be so upfront with his words. You couldn’t help the smile that came to your face. You bit the inside of your cheek to prevent your lips from curling even wider than they already were.
“I would say I would FaceTime you later so you can see my face again, but I noticed that the message bubbles I sent you weren’t blue. What do you have? Android?”
“Uh. Flip phone.”
You stared at him for a brief second, searching his face for the joke. 
There was none.
“I’ll call you later,” you settled on.
“I’ll wait for it,” he replied, letting out a breath of relief.
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Adding calling Bucky to the list of things to do every night was as easy as adding something to your nighttime skincare routine. First step: remove makeup with micellar water. Follow up with a makeup balm. Wash your face with a cleanser. Pat dry with a towel. Use a toner. Moisturize. Call Bucky.
The first night had your heart racing on whether or not you should even call him, too. You were pacing around in your apartment. You stared at your phone on your bed as if it was a bomb that you had to defuse within the next few moments. You told him that you would call, but it was past midnight and you just got off your shift. You had no idea what the bedtime schedule was like for an Avenger, but you told him that you would call. Eventually, you decided that you would at least try to call. If he didn’t answer, then you would send a follow up text for an apology.
Bucky answered right away.
“Thought you weren’t gonna call,” is what he said as soon as the line connected.
“Wasn’t sure if you were still going to be awake,” you replied softly.
“You said you were gonna call. I waited.”
You aren’t sure why your chest squeezed at those words. You swallowed thickly, and took in a shaky breath as you clutched the phone tighter in your hands, trying to formulate another sentence to force out past your lips.
“You know I only work night shifts at the diner, right? I always close,” you told him.
“I know.”
“Then you don’t have to stay awake because I say stuff like that. What if I didn’t call you? Would you stay awake all night next to your phone until I called?” you asked. You weren’t scolding him, you weren’t badgering him– you were just a little stressed. A little worried. 
“I knew you would,” he replied. There was so much certainty in his voice. The steadiness. 
“How are you so sure?”
“I just knew you would.” Again, there was nothing in his words that wavered. 
You paused, letting it sink in for a few moments as your heart thumped in your chest. You dug your nails into your palm, allowing the bite against your skin remind you that this was reality, and you were alive at this very moment.
“Do you want me to keep calling you?” you asked in a whisper.
“I wouldn’t mind it,” he said. A pause. “I like hearing your voice, too.”
From that point forth, Bucky continued to answer every single call without fail. Most of the time, each call was answered within the first ring. Sometimes the call went to the second, but never the third. Your calls had never gone to voicemail once. It was almost as if he anticipated your calls every single night.
You began to look forward to every single one of your calls. It became the highlight of your day, the thing that you looked forward to most after the long and stressful day.
By the second week of your nightly calls, you were really appreciating it. He helped you study. You would have your phone on speaker, on your desk beside your textbooks as you pulled out concepts and verbiage from your brain as if you were teaching a lesson to him, and ask him if he understood a single thing that you just told him. Sometimes you would text him your study guides and he would test you, then let you know what you needed to improve on. You were certain that he heard you slam your forehead on your desk several times over the past fourteen days.
Moreover, Bucky was not much of a talker, which meant that he was a great listener. When you were done studying, your phone would be resting beside your pillow as you laid down. The lights would be turned off and you would close your eyes as you talked to him.
It was as if he knew you were drifting off to sleep. His voice would be softer during these moments. Lower, slightly gravely. Sometimes, both of you would get a little bit more vulnerable in your sleepier states. 
“You should really sleep earlier,” he would tell you. “Your health might take a hit if you keep this habit up.”
“I don’t particularly enjoy sleeping,” you confessed to him.
“It’s good for you. Especially with the amount of studying that you do.”
You sigh deeply, pulling your blankets higher up your body. “I know, I know. I just… I don’t sleep well. I wake up and I’m sad. I wake up and I wish I never woke up. And I don’t mean that in a… sad, depressed way– even though it sounds like it. I just want to stay in my dreams.”
Bucky was quiet for a few moments. “You mean the dreams about the soldier?”
“Yeah,” you whispered. “Does that sound pathetic?”
“No,” he answered without skipping a beat. “It means you’re happy there.”
“Then doesn’t that mean I’m sad out here?” you ask with a soft laugh.
“You tell me. Are you?”
It’s your turn to fall silent. You don’t know how much or how little time has passed in your sleepy state before you finally answer, “I think I’m not as sad since I met you.”
“That’s good. I think I enjoy life a little more, too.”
“Even though all I talk to you about is the ethics and neuroscience of trauma?” you joke.
“I have a lot of trauma myself, so it’s interesting to know how the trauma affects the neural pathways of my brain and the rest of my body,” he responds with a soft chuckle.
“Mm… Just wait until I get to the section on how your muscles hold all that trauma. It’s not just your brain, Sergeant,” you murmur, shifting deeper into your pillow. 
“I have seventy years of muscular and mental trauma. How long do you think that will take to undo?” 
“You can’t undo trauma, Bucky,” you hum. “I can teach you how to live with it, to learn how to regain yourself from the experiences that you’ve been through– but you can’t undo what ultimately has brought you here. Your trauma isn’t you. But what you do with the trauma is what’s important. Do you carry it and let it weigh you down? Do you let it fuel you and all your rage? Or do you let it be the reason to be a better person?”
“I wish you were my therapist when I had to have one,” he tells you after a few moments, his voice soft. 
Bucky doesn’t choose to elaborate on the topic of trauma any further, or tell you more about his past. You already have a decent understanding of what the Winter Soldier is and what he did based on what was leaked to the public years ago. You don’t push him when he decides to brush it off.
You let out a small laugh, smiling into your sheets. “Don’t forget to tell your Avenger friends about me.”
“I think I might keep you all to myself, sweetheart.”
“I don’t think I mind that, either.”
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Sometimes, Peter disappears without a trace and MJ gets irritable. However, she knows what she signed up for when she became Spider-Man’s girlfriend. She knows that she can’t be too upset with him, though Peter really does try to let her know whenever he leaves. Peter just has a one track mind. He hyper focuses on one thing and forgets everything else. 
Bucky doesn’t do that with you. You got a message from him a few days ago letting you know that he will be busy. You expected it to come sooner or later. You were surprised that it wasn’t sooner. Bucky has a job– a very demanding job. One that you can’t ever imagine yourself being in that world or in that kind of life. However, he still communicates with you, which is more than you can say Peter does with MJ. 
Sergeant Barnes [7:27am]: I will not be able to make our meetings for the next few days. I will let you know when I am back in the city. Will be in Malaysia. My phone will be off. 
Me [7:30am]: stay safe bucky
Sergeant Barnes [7:31am]: Always.
The fact that he calls your nightly calls a meeting makes you smile at your phone. You think he’s cute. His age is also showing from the way that he texts you, but you decide to let it slide. If you think about it realistically, the man is only in his early to mid thirties if you’re doing the math right. You’re well aware he was born in 1917, but with the amount of time that he had lost in between with everything that went on with his life— that is an age gap that you can get behind.
“What are you smiling so wide about right now?” MJ grunted, hitting your hip with hers as she walked by. “Table seven needs refills.”
“I was already on my way,” you shoot back, picking up the water pitcher as you fix your grin. 
You’re overthinking, you’re pretty certain. He’s a friend. There’s nothing more to the calls that have been going on every night since you said you would call him. You don’t hang on to every single word he says like it’s a prayer, and you certainly don’t find yourself lulling yourself to bed to his soft whispers every single night like it’s a lullaby. Your mood hasn’t improved the past few weeks, and you’re not smiling more often. You’re definitely not more energized even though you’re losing more sleep by staying up an extra hour later to talk to him longer on the phone, and lying to him by saying that you truly do sleep that late anyways.
You’re a goner and you know it– and you’ve only seen the man in person a handful of times. You were more than certain that he was haunting your mind more than you were haunting his. 
“You look like shit,” you told MJ once the night was over. “Tonight wasn’t even all that bad.”
MJ glared at you as she clocked out on the computer, and waited for you to do the same so you two could walk out together. Your routes home were the same part of the way until they diverged. 
“Peter’s still gone. Still have no idea where he is or when he’s coming back,” she muttered, shoving her arms through the sleeves of her jacket haphazardly. You think she’s crazy for even wearing a jacket in the middle of summer, but you don’t mention it with her current mood. “So yes, I am a little pissed off.”
“Did he leave in the middle of the night again?” you asked, closing down the computer.
“No, he woke me up this time,” she sighed. You two walked out the back, locking the door behind you. “Still, it was really early in the morning and he didn’t explain much before he left. Though, he really can’t ever explain much.”
“I’m sorry, MJ,” you said, a small cringe running through your body. You really can’t imagine what she’s going through.
Though, then again, you’re not even sure why Bucky felt the need to tell you that he was going off the grid for a few days. Or even why he told you where he was going for the mission, either. You were certain that was some kind of classified information if even MJ couldn’t know– if Peter wouldn’t tell her before he left. 
Was it a mistake? Did he mean to tell you all of that information? Or was something going on through his mind that made him accidentally send that to you when he didn’t mean to. Either way, you had more information than MJ, and you weren’t even sure if you were allowed to tell her. You weren’t totally sure what telling her would even do. There would be no purpose in giving her the location. Malaysia was a large place– the Avengers could be everywhere and anywhere. Besides that, maybe Bucky and Peter weren’t even in the same area doing the same mission.
You decided to keep your mouth shut, even though you didn’t feel particularly good about it. Then again, you’ve held enough secrets of your own from your friends over the years. You have a lot of your own issues that they don’t know, and you’re more than certain they will never find out.
Maybe that’s why you feel a certain attachment to Bucky. He knows about your dream soldier boy, and never judged you for it. He brought him up once or twice, too. Bucky knows more about you in the past few weeks that you’ve known him versus the past few years that you have known your friends.
It makes you feel guilty, in a way. Peter has shared his own secrets with you– something that he had no obligation to share with you. It was something that was originally held between the three of them, but he felt that you were important enough to know about it. MJ has some familial issues and has problems letting people close to her, but she still finds herself opening up to you and starting conversations with you more than you start them with her. You’re not super close with Ned, but you know the guy is more than happy to talk to you about any kind of project that he’s working on at the moment. Both him and Peter enjoy spilling whatever information they can spare on whatever work they’re doing.
And yet, you’ve never told them the real reason why you’re studying what you study.
You wish MJ a good night, and tell her to get some rest as your paths split and she heads down her road to her place that she shares with Peter. You make your way down to your own.
New York’s summer nights are muggy. Slightly humid, but better than when the sun is out and beating down on your skin like it’s trying to wear you down. It’s not bad at all, seeing as you’ve lived here for the majority of your life, but you can still see yourself moving out of this busy city and somewhere quieter. 
Away from this nonsense and drama. Maybe you’d be able to run away from your own head if you tried hard enough.
You push the thought away as you push your apartment door open. It’s creaky, and you know you need to spray drown the hinges with WD-40 again.
You toe your sneakers off and hang your purse on the hooks that you nailed to the wall when you first moved in— holes that you would have to fill later on when you eventually move out if you want your security deposit back. Your feet ache against the creaking floorboards that are only slightly dampened by the carpet runner that you put in the entranceway of your apartment. 
You hate this place, as much as you try to deny it. 
You despise the overhead lighting that you never flicker on because it’s too bright, but you also never turn on the various amounts of mood lighting that you thrifted from corner stores because you simply can’t be bothered. You can’t stand the way your landlord sometimes forgets to pay the building’s AC bill, even though you slave away every single day to pay your rent and utilities. You shouldn’t have to suffer for some fucking comfort in your own home. 
You hate the cheap mattress that you barely could afford, that you cried when you bought— not out of happiness, but because you knew you wouldn’t be able to eat real meals for the next week until your next paycheck hit. 
This entire place was a death sentence in your mind. It wasn’t home. It was simply a place to rest when you weren’t running around outside, trying to pretend that your mind was right and your life was stable, and the diagnoses the doctors gave you years ago weren’t looming over your head. 
Your stomach growls, and you know you don’t have substantial ingredients in your kitchen to satiate you. You should’ve eaten more on campus earlier today, and you want to kick yourself for your lack of insight. 
You still drag your tired body to the kitchen to find what you can, ripping open the old fridge. What stares back at you is empty shelves and a half drunk water bottle along with some celery.
You settle for the celery, grumbling to yourself. 
“Maybe I’ll use the ten thousand for groceries,” you mutter, leaning against the counter. 
“Gave it to you so you could use it, not save it.”
Your heart leaps out of your body, and you drop the celery in your hand as you shriek. You turn quickly, looking over the kitchen peninsula towards your living room— in the darkness of your apartment, lit only by the streetlights pouring from your windoes, you see a figure. 
He’s sitting on the couch, draped over the armrest. His head is resting against the wall— his chest falling and rising in uneven motions. He looks to be wearing gear. He looks like a shadow. 
“Bucky?” you breathe, your heart still stuttering in your chest wildly. “What the fuck?”
“Hey,” he greets with a grunt, but he doesn’t move from his place on the couch. “Sorry. Needed a place to just.. Lay low.”
“Okay,” you said slowly, moving slowly. 
You go to the windows, closing the blinds and drawing the curtains shut before turning on the lamp. Lay low— you assume no one knows he’s here. You want to interrogate him on why and how he’s in your apartment, but with proper light illuminating him, you find the question long gone and missing from your lips.
He’s injured. Badly.
His vest is ripped at his side, and he’s pressing his flesh hand to it, though you can still see his skin stained with his own blood. His forehead also seems to be gashed, and there’s a deep bruise blossoming on his cheekbone, and his lip is split. You’re not sure of what other injuries he could be hiding under the layers of gear he’s wearing, too. 
“What…” you whispered.
“The drawings are nice,” he said, clearing his throat. You follow his eyes to your coffee table, where your sketches of the soldier man from your dream are haphazardly strewn about. You were going to scan them and post them in the morning. “You’re talented.”
“Wait— no,” you denied. You’re not letting him breeze past the clear issue at hand here. “I need— Fucking. Washcloth?” 
Your mind is short circuiting as you quickly rush through your apartment, turning lights on as you go. You bring your CVS bought first aid kit along with a small bowl filled with water and several other washcloths to the living room, pushing your sketches and other art supplies to the floor to make space. 
You’re on your knees in front of him, gently peeling his hand away from his side to inspect the gash on his side. You’re glad you’re not squeamish from the years you’ve spent in the city, but the wound is deep and angry and red— and you are not qualified for such an injury.
“I am not medically trained. At all,” you tell him, panic flashing through your face. Then you demand, “Why did you come here?”
“You’re safe.”
Your breath stops, just for a moment. Bucky isn’t saying that your apartment is safe. That this area in New York is safe— you are someone safe. In just two words, he’s telling you everything. 
You clench your jaw and dip your washcloth into the bowl of water and bring it to the gash on his side. Your eyes flicker to his face. He never flinches. His muscles don’t ripple in pain. His body doesn’t betray him in a way that yours does when you poke at a bruise that you know you shouldn’t be touching. 
It breaks your heart and soul all the same. 
It’s quiet between you two as you go through three more washcloths to remove the dried blood from his body. Then you open up the first aid kit. You’ve never had to use it before other than for some bandaids. 
You don’t even realize your hands are trembling until his metal hand rests on yours. You lift your head to lock eyes with his. His face is gentle, despite the amount of pain that you’re sure is racing through his body at this moment.
“There should be a pair of gloves,” he said, his voice even. You blink for a moment before realizing that he’s directing you on what needs to be done. You quickly move. 
You slide the gloves, eyes darting all over the first aid kit you bought. You were paranoid when you bought it– this expensive thing. You weren’t even sure why you got it, when all you used it for was a few bandaids here and there every once in a while. You praised your past self for this very moment now.
“Saline, antiseptic, and ointment,” he continued, and you pull out each corresponding item from the kit. “Help me clean the wound. Use the gauze. After that, try to find something called a butterfly bandage, if you know what that is.”
You don’t fucking know what that is, but you’re not going to voice that out to him right now. 
Instead, you force your muscles to move past the fear in your body. Bucky is still directing you through the entire thing like you are the one that’s injured here– like you’re the one that’s a few seconds from passing out from pain. You want to scream at your own uselessness, but you know that it isn’t true. Bucky wouldn’t have come here if he thought you were useless.
As the bandage goes on, and you tighten his wound shut, he finally lets out a breath and relaxes against your couch cushions.
“Is that it?” you whispered, eyes flitting across his face.
“That’s the worst of it, yes,” he nodded, closing his eyes.
“There’s more?” you demanded, horrified. 
Bucky lets out a chuckle, as if this situation is funny to him. Maybe it is. To him, probably it is. This is just another regular Thursday to him. For you– this is the first time that you’re ever coming close to a situation like this. 
“I heal faster than the average human. I’ll be okay. This one is just pretty bad, I promise.”
You don’t believe him, not fully. You clench your jaw as you clean up the bloodied gauze and washcloths– tossing them into your garbage bin before going into your freezer to grab a few ice cubes to throw into a ziplock bag for the bruise on his face. He takes it without complaint.
Questions are spinning through your head, nagging at you deeply. The words are threatening to spill out of your mouth, and you’re not sure that you can stop it. 
“Is… Is Steve okay? Peter?” you asked. 
Bucky’s eyes flicker to you, eyebrows furrowing at you briefly. “I understand you asking about Steve. But Peter?”
“Spider-Man,” you whispered in correction, swallowing thickly. Recognition dawns on his face as you reveal that you know. Bucky lets out a small breath, a silence settling over the two of you. He doesn’t press for any other details.
“Mine was a solo mission. Everyone’s out doing their own thing right now. Most of them are in teams. Haven’t heard any of the others being injured or hurt.”
Relief fills your body. Your shoulders sag briefly as you move to sit on the opposite end of the couch from him.
“New York is pretty far from Malaysia, Buck… How the hell did you drag your battered body all the way to my apartment?” The question came from your lips before you could think that he may not even be able to answer you. 
“Tracked down the target from Malaysia to the outskirts of New York,” he answered without hesitation. “Didn’t wanna head back into the base looking like this.”
“So you thought that waiting in my apartment like this for me to come home was any better?” you asked, eyes wide.
“Well, I had a feeling that you would just take care of me rather than demand to know the details of the mission first,” he replied, shaking his head. There was the faintest of smiles on his face that you could see in the dim lighting of your apartment.
“Is it okay for me… to know all of this?” you asked wearily.
“You won’t become a target, if that’s what you’re worried about,” he quickly answered you, his voice serious. 
You shook your head immediately. “No– no. That’s not what I meant. Won’t you get in trouble? With… whoever your bosses are?”
“What they don’t know won’t hurt ‘em,” Bucky said with a shrug. Then, he looked at you, eyes catching yours. You couldn’t look away, caught in the stormy blue of his face. “You’re not scared?”
“I don’t think you would do anything that could ever get me hurt,” you murmured honestly. You pause. “You’re not afraid that I won’t leak your location to the world?”
The smile came back on his face. “Like I said, doll– you’re safe. I don’t worry about much when you’re around.”
You don’t know how long you spend staring at him, your heart thumping erratically in your chest again. It’s not from the fear of being shocked by a man in your apartment, or the panic that the man is Bucky injured in your apartment. It’s that stupid nickname that your soldier calls you, it’s the way the word falls from Bucky’s lips so casually and easily. It’s as if this was right, for him to always call you this. 
Your apartment suddenly feels whole. Warm. The space that felt empty a few moments ago is taken over with enough joy that you’re certain that you could spend the rest of your days here as long as Bucky continues to look at you the way that he’s looking at you right now.
With trust. You don’t even know why he trusts you. Why he’s so unwavering in his faith in you.
It’s terrifying all the same. You don't think you deserve it.
“There’s this Chinese place that’s 24/7,” you whispered, breaking the silence. “Do you want take out?”
Bucky’s smile grows a bit wider and he nods at you. “That sounds great.”
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hannie-dul-set · 5 months ago
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the ethics of belief — [p.sh].
SYNOPSIS. you’ve been noticing some signs that park sunghoon seems to have a problem with you, and you’re resolute to getting a straight confirmation or denial from him rather than taking the signs as they are and believing in the worst. it’s less troublesome that way. you’d much rather believe what he’d say than spend the remaining two and half-years mulling over something that doesn’t even matter. 
meanwhile, park sunghoon also harbors his own unvoiced beliefs about you and your person. the issue arises when that belief starts to fester under the seams of certainty and doubt— a firm credence denied from the opportunity of validation. 
and that’s when the belief of oneself usually starts to fall apart.
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PAIRING. park sunghoon x female! reader. GENRE. college! au, classmates! au, strangers to one-sided enemies/academic rivals to friends to lovers to exes to [redacted], romance, angst, hurt/comfort, humor, drama, inspired by my nth reread of the manhwa “cheese in the trap.”  WARNINGS. swearing, an initial unhealthy dynamic that gets better with time, misogyny, daddy issues LMAO, dishonesty, ulterior motives HUAHA, self-sabotage, talks of insecurities, so much academic dumps and word vomits, the mc’s are political science students that enough deserves a warning, more tba. WORD COUNT. est. 15-20k. preview 2.5k.
TAGLIST. i will be completely transparent and say that i may or may not even get to finish this HAHAHAH nevertheless, if you’re interested, just shoot an ask/dm/reply!
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NOTE. i am.....up to something yet again HHAHAHHAHA. was really inspired to write something like this after rereading cheese in the trap!!! it took me while to decide which kpop boy i should subject to my whims this time, and idk why i even bothered mulling it over when hoon was literally the perfect fit for this perfectionist, passionate, paranoid male lead 😔😔. quite different tone than the fics i usually write (quarter life crisis time). anyhow, i hope this piques your interest! enjoy!
preview under the cut.
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“YOU’RE SITTING ON THE COUCH, WHEN YOU HEAR A KNOCK. The police have arrived to arrest your spouse— for murder. This accusation comes as a total shock, but their fingerprints were found on the murder weapon. Your spouse insists they’re innocent. Should you believe your spouse, even though the evidence against them looks damning? This, class, is a classic example of an ethical dilemma.”
There is a guy from your major that you’ve recently come to notice.
“Discussed by Alex Worsnip, this question covers the ethics of belief through various lenses, including evidentialism and pragmatism—”
Well. It’s not as if you’ve never noticed him before.
“It was W.K. Clifford who coined the term the ethics of belief in his 1876 book under the same name. He forwarded the evidentialist view of belief in determining the correct, or moral, way of viewing a situation or problem— that is, by believing things based on the evidence at hand. However, this is not the only perspective we can use to anchor our respective belief systems.”
It’s just that for the past two months you’ve known him, you’ve noticed that his behavior around you has been quite…odd, in comparison to the rest of your peers.
“Now, let us go back to the problem I’ve presented earlier. Hmm. Let’s see the attendance list—”
He was the first person you were introduced to during the pre-academic-year-get-together when you came back after spending the previous semester in a government sponsored exchange program to the U.S. In fact, it was very hard not to notice him, considering that the moment you arrived at the event— late, because you had to spend the entire day unpacking your studio the hours prior— he was a new face surrounded by a notable amount of people from your year.
And your first impression of him was simple.
“—is Park Sunghoon present?
(“This is Sunghoon! Park Sunghoon! C’mon, say hi!”
A tall, good-looking, well-off, popular guy who apparently also has a great personality. Sim Jaehyun’s introduction of Park Sunghoon seems to have maxed out on adjectives. He apparently also transferred to this program— Bachelor of Arts in Political Science— at the same time you left for your exchange program. He, after one once-over amidst the crowded scene, is someone you’ve concluded that you’re better off simply retaining as an acquaintance and a classmate because of the very adjectives Jaeyun described him with.
Popular, after only a semester of being here. Carries with him a crowd of people. That’s far too troublesome for you to voluntarily deal with.
So, for your own benefit, the smart decision is simply to never go further beyond being on polite terms with Park Sunghoon.
“Nice to meet you.”
“Ah. Yes, hi.”
“Now, don’t be awkward! Everyone already knows each other except for the both of you. You two should put in the effort to get closer.”
There’s a slight lag to Park Sunghoon’s smile. You smile back, scanning the rented venue for Kim Yeondu— closest friend since first semester and is trying to recruit you into the Strava cult— else you’d be a few minutes, few tequila shots too late from saving her from embarrassing herself on the first unofficial day of the semester. Nam Deokhwan seems to have already gotten the ball rolling and passing around drinks. Choi Nari is yelling at you three to come join for a group photo.
An exhale from you, you tighten your smile and flicker your gaze back to your new acquaintance, who looks like he’s also ready to get this awkward introduction over with. Jaeyun is the only soul in this three-person liminal space that’s even somewhat enthusiastic. 
At last, Park Sunghoon extends out a hand for a shake. “Let’s get along,” he says.
“Sure,” you politely reply.)
“Present, sir.”
Your eyes trail off from your notes, all the way to the other side of the lecture hall, several seats away from you to look at the only individual standing amidst the sea of seated students. “Your spouse has been accused of murder with damning evidence.” Prof Yoon flickers the slide back to the previous one, the question printed on the projector screen. “Should you believe them or not?”
There’s a polite smile on his face— an easygoing yet comfortable air. His posture is as straight as it can get. His profile is something artists would want to transfer onto canvas. “I would believe the evidence presented against my spouse’s testimony, Professor Yoon.”
You click the end of your pen, pointing the inked tip towards the paper with a hum.
“Care to expound?”
Sitting next to you in the hall is Yeondu, who has her eyes locked straight onto Park Sunghoon as he begins his answer. “The phrasing of ‘should you believe’ them rather than would implies a moral obligation of belief. In this scenario, what I’d want to believe does not matter. Even if my spouse had been, for example, loving and kind throughout the course of our relationship, the existence of police-discovered evidence that they had committed the crime of murder would overpower any emotionally-driven feelings of belief that I’d have.” You hear her sigh a little. Dreamily even, with her elbows propped up on the table and palms cupping her cheeks. “Evidence points us towards the direction of the truth, therefore there is no question but to believe in it.”
“Jesus, I have not registered a single word he said, but fuck, he sure sounds hot as hell when he talks smart.”
You laugh a little. You’re not one to deny that Park Sunghoon is indeed smart, handsome, and has the voice of an angel. But none of those are the sources of his difference in his behavior towards you. At least, you don’t think it is.
“Very good, Sunghoon. Your take is a clear evidentialist perspective towards the dilemma.”
A prompt from your professor, Park Sunghoon nods and returns to his seat, eliciting some murmurs from everyone else around. You set down your pen. You straighten your back.
“I’d like to hear if anyone has a different answer.”
You raise a hand.
“Yes?”
All eyes are on you—
“Thank you, sir. While the evidentialist point of view might seem the most rational, I’d like to argue otherwise.” 
—including Park Sunghoon’s
“I do not disagree with the moral burden of who I should believe. And in this case, I should believe my spouse. Not because of love or the fact that we are in a relationship. Regardless of the individual, the principle that everyone is presumed to be innocent until proven guilty beyond rest still stands.” You begin. You direct your attention towards Professor Yoon as you continue speaking. However, your peripheral notices something interesting. “Given that the situation is provided that the evidence is simply presented in testimony by a police officer outside the court, it is still yet to be verified and judged by the court of law. The same goes with my spouse. Therefore, until the law declares them guilty or otherwise for the crime of murder, I would choose to believe my spouse over anything.”
Park Sunghoon had been preparing to raise his hand. And he does. “May I ask her a question?” he asks. Professor Yoon nods at him to go ahead, and— when Park Sunghoon turns his head to direct his attention towards you— it fails to slip under your notice.
That annoyed look in his eyes. Bothered. Discomforted.
“Do you argue that we have the ability to choose what we believe?”
That’s the very reason why you can’t help but notice him more than you’d like.
“We have no control over the beliefs we carry. If we have that ability, then the concept of doubt would not exist, and this dilemma would not exist, either.”
Another round of murmurs arise. You nod and smile. “That’s a good point. However, I still stand with my argument.” What is up with that look of irritation? What is his problem? “We may not be able to control our beliefs at will, but our belief systems are shaped by our principles, morals, and experiences, are they not? My principles of justice alongside the experiences of a healthy and loving relationship would lead me towards believing him above anything else. This is not an argument based on emotion. Upon marriage, a moral obligation towards your spouse is conceived.”
You see him flinch. His brows furrow, a counter-argument already brewing in his mind.
“Should the time come that your spouse is indeed proven innocent, and your belief stood against them, then I’d say that you have failed your moral obligation.”
Unfortunately, the opportunity to fire it is stripped away the moment he opens his mouth. “That is a very good argument. I believe Mr Park Sunghoon has more to say, but unfortunately, we don’t have enough time to discuss things further. You two may take your seats.”
It seems like both you and Park Sunghoon get the similar idea to give each other one last glance before sitting back down. You, offering a smile and a nod of acknowledgement after sharing a fruitful discussion. Him, masking that previous expression of annoyance by mirroring yours, followed by an immediate turn around— head snapping back in front as if he couldn’t bear to look at you any longer.
Seriously. What’s up with him?
Yeondu scratches something onto your abandoned sheet of paper the moment you release a breath and sink back into your seat. Whoa, that was an intense exchange, she wrote. Pay attention, you scribble back with a soft hum. Though, you’re not exactly one to talk because although you’re looking at Professor Yoon and trying your best to listen to her talk, the recently concluded exchange with the man in front has gotten your mind wandering.
“As much as I’d like to hear discussions of other common ethical dilemmas such as the trolley problem, it seems like we only have around five minutes left for today’s class. However, this isn’t our only opportunity for discourse.”
All evidence points towards the idea that Park Sunghoon has a problem with you.
“Next week is the College Field Day, so we won’t be meeting. The week after that, we will be having a debate.”
But you’re not one to jump to conclusions. So until you get a confirmation from Park Sunghoon personally—
“Please see the screen for your groups. I will be posting the guidelines and propositions on our MIS immediately after this class, so please be guided. Once you’ve checked your groups, you may be dismissed. Thank you.”
—you’d much rather hold your suspicions at bay for the time being.
“Ah, fuck me, I’m with Deokhwan! What about you, where’s your— oh! There you are. You’re grouped with Jaeyun and—” It seems like there’s a magnet constantly pulling your vision towards one side of the lecture hall today. Park Sunghoon seems to have read the list at the same time as you did, registered the names listed, and looked over to you at the same time as you did. “Sunghoon! God damn, did Prof Yoon even randomize this? This is crazy. Thank god we’re not fighting against your group.”
At the same time as Professor Yoon takes her leave, the rest of your classmates also slowly trickle out of the lecture hall, while some have opted to remain inside. Park Sunghoon and the rest of the people surrounding him seem to have opted to leave. He already has his bag slung over his shoulder, chatting alongside Jaeyun and Nari and Jongseong and a few others.
You’re still unsure if you’re simply being sensitive, or if he does indeed have an issue with you. Quickly, you gather your things as well. Yeondu shoves her ethics book into her tote bag and locks arms with you. “Anyway, where should we eat? Jiyeon said there’s pork cutlet on the menu today.”
Uncertainties are troublesome. It gets your brain churning more often than you’d like, expending energy more inefficiently than you’d like.
“Do you mind waiting for a second?”
And you’re not very fond of troublesome things.
“I’ll go meet with my group mates first.”
So wouldn’t it make the most sense to just ask him directly?
Yeondu tells you to take it easy, but lets you off with a wave. You march up to the group moving towards the middle aisle dividing two sides of the lecture hall seating. They walk down the pitched flooring, on the way to the bottom of the hall. You cut off that opening. Park Sunghoon’s steps stutter mid-speech at your sudden appearance. Jaeyun releases a surprised whoa. “Park Sunghoon,” you greet. He blinks his widened eyes in response. “Jaeyun, too. Sorry for the interruption. Are you guys heading out for lunch? I was hoping to schedule a meeting time for us first so we could start researching for the debate.”
The initial surprise subsides in the air. Jaeyun breaks the awkward silence with a laugh. “Whoa. You’re way too diligent, dude! Prof Yoon hasn’t even posted the propositions yet.” He nudges his friend for some backup. However, Sunghoon— seeming to only have shaken off his stupor a few moments ago— agrees with you, instead.
“She’s right, Jake,” he says, nudging back his friend, and Park Sunghoon’s eyes trail away from his friend to you, a practiced, polite smile covering his face. “How about we meet later after class at the campus cafe? That way, we’d have more time to sit down for a discussion.”
“Hey, you guys can talk this out later! I’m starving!”
You notice Sunghoon’s smile stiffening for a second. Only for a brief second and you look over to the scene behind his shoulder— a group of evidently impatient and irritated friends, mostly emanating from Nari, who’s leering right at you. You ignore them. You respond to Sunghoon with an expression mirroring his own. “Sure, that’s fine with me,” you say. “My classes end at four.”
“We both finish by four-thirty!” Jayun shutters in, throwing an arm around Sunghoon’s neck, grinning widely with the conversation finally coming to an end. His gaze is already glued to the door. “Alright, we’ll see you later. C’mon, guys. Lunch, lunch, lunch!”
Jaeyun passes you by with a friendly pat on the shoulder. Jongseong nods at you and walks ahead. Among the rest of the group walking past you, you feel one of them bumping into your shoulder, by accident or otherwise, yet even that falls far under your notice in comparison to the first person that passed you by.
It was from the corner of your eye, but you’re sure that Park Sunghoon’s smile disappeared with the roll of his eyes the moment he took the step down and walked past your sight-line.
You caught that. Without a doubt.
“You done? C’mon, let’s go eat!”
Yeondu skips over to you after your mini-meeting, tugging you by the arm out the door, but your mind remains on the two levels of the lecture floor aisle. In spite of the evidence pointing towards Park Sunghoon’s masked distaste towards your person, your personality, your existence— whatever, it’s not the time to ask him about it yet.
Until then, you’ll have to table your judgements and how you intend on dealing with him.
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the ethics of belief. © hannie-dul-set, 2025.
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amygdalae · 7 months ago
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Medical history is so interesting to me. Like on one hand there's the biology and anatomy on the other hand there's all this history and archaeology and anthropology. In learning about it you contend with questions about mortality and ethics, what it means to live, what it means to heal, and suffering. It's a window into the unique attitudes, superstition, biases and cultural practices of times and places in history. It gives a broader understanding of historical bigotry and atrocities. The hubris and hypocrisy of western science and medicine. Learning about it also provides deeper context for the issues with the medical field in modern day. There's something to the humanity and the inhumanity of medical history that's so interesting. You get to look at medical equipment and diagrams and illustrations of surgeries. Pliny the Elder's there
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lostinlovingrevery · 5 months ago
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Whistleblower
Weapon X! Logan X F! Reader
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A/N: This is really different from what I usually write but I had this idea and I wanted to get it out there. I MAY make a smutty alt of this lol...
Plot: You're a doctor recruited to work at the research base Lake Alkali, where you eventually become the whistleblower on the immoral experiments used on mutants held inside, one particular man being the reason you finally spilled the secrets....
Warnings: Canon typical violence, blood, mentions of experiments, descriptions that could be a lil disturbing? reader get attacked (not by Logan teehee), reader is a mutant but no powers mentioned, reader feels bad for Logan lol, more of a plot based fic with some future romance implied?
Word Count: 4k+!
Fingers tapped rhythmically against a stack of papers. Jazz played in the background. A hot cup of tea, slowly cooling off as it becomes forgotten. 
You were sitting in your shabby little broom closet of an office. A ceiling light flickers above you. Filing cabinets stuffed full of documents and manilla folders lined the walls. A laptop sat on your desk, open to an email that you have typed out, attached to the email was files, and pictures.
Lots of pictures.
You looked up, at a shitty motivational picture of a person looking at a landscape of a mountain, and a quote plastered in bold text at the bottom, 
“AN IDEA WITHOUT ACTION IS NOTHING”
You had an idea. 
Whether you were brave enough to take action is the issue.
You’re a doctor. A scientist. Majored in medicine, and went back to grad school for biology, and even dabbled in some psychology. Your name was… controversial. Your studies and research revolved around mutants, and supported mutants. You have been torn down by other scientists, doctors, and even colleagues for your work. You didn’t care.
 A few years later your work got noticed by some higher-up government officials.  Another scientist by the name of William Stryker recruited you into his mission. A top secret base located at the beautiful and scenic lake Alkali. You were told that you would be helping the future of mutants and humans alike.
That was a fucking lie.
Initially, you didn’t know anything. You were moved onto the base, given your own personal quarters, something with a bedroom and bathroom and a space big enough to be a living area. You were given small amounts of clearance. You had weekends off. It was a 1 year contract.
 Your job at first was to check the physicals and health statuses of soldiers, give out flu shots, and occasionally run a physical on a “volunteer” for the experiment programs they ran in the base, experiments you didn’t have clearance on. You didn’t think anything of it at first, everything you saw seemed clean, and people were treated with respect. Time went on and suppose they began to trust your persons, so you moved up the ladder and took part in studies that were more your style. That’s when you began to feel like something was wrong.
Some of the research didn’t feel…ethical. It felt that the mutants were being treated like..animals. They talked about them like animals. At face level, the people who came in were volunteers- participating in studies in the name of science, sometimes a monetary reward was offered. Then you would notice that said volunteers never officially left. 
It was when you did some snooping around that you discovered some horrific truths. You found files, pictures, classified things that weren’t meant for your eyes. You were caught- of course you were caught. This was a top secret government research base. There were eyes everywhere. 
You were taken to Stryker, who gave you a firm lecture- as if he was scolding a child. He then asked you if you were still wanting to stay a part of the research team. He had noticed your wonderful work ethic, and your bright mind. Thought you’d do great to help out. He also implied your inevitable murder if you were to say no.
You said yes.
Not because of the bullshit excuse of “This is for the best of humanity and mutant-kind”. To perform immoral and cruel experiments on mutants in the name of discovery and America. Fuck that. You were smart, you had ambition. You also had empathy and a moral compass, unlike these arrogant pricks. 
They didn’t know you were a mutant too- at least, they never implied they did. Not that it matters. You were raised to be accepting of everyone, to treat people with kindness, to lend a hand. That’s why you became a doctor. You were half tempted to use your powers to create a rebellion, take the place out. There were too many people though, all prepared, they had weapons and tools meant for controlling mutants and subduing them. It would be over before it started. You weren’t exactly a fighter, even though your powers were strong, but you were clever.
You reread the email you have written out for the millionth time. You used a fake email. You had multiple VPNs and several other spyware you installed in an attempt to hide where the email came from. Honestly, though, it probably wouldn’t matter. They’ll know it’s you the second you hit send. They’ll come in, knock you out, and use you for their sick experiments too. 
Perhaps though, if this email goes to the person you’re hoping it does. Maybe it won’t take so long. It won’t be so bad.
You agreed to stay for a reason. For information. For evidence. You had to be careful of your reactions, of your words. They watched your every move. Looking for signs of any infractions against them. It took time but you earned the trust of the staff and the mutants. 
You were kind, you provided comfort to them. You whispered promises that you will help them and that they will be free. All the while you took discreet photos and made copies of files and reports secretly. You’ve been storing them in the vent next to you; you made a secret compartment inside so that when the head of security comes in for their monthly inspections they never find anything. Chief Hanlon. That guy is a huge dick. 
You thought back to the faces you’ve come to know. People with tortured eyes and permanent scars. It tugged at your heart. You felt guilty, for ever taking part in something like this, for ever agreeing to come to this hellish place.
The next face you think of is what pushes you to hit send. 
“Weapon X-” 
Dr. Stryker was walking you down a long, poorly lit, concrete corridor, guarded by men in military gear, holding assault rifles- all of them eyeing you suspiciously. Stryker was walking with a cocky smile and a swagger. It was 2 weeks ago, before you had been pushed to finally compile your evidence and find someone who could help you.
“My biggest achievement in my career.” He continues. You both stopped at the end of the corridor, and he punched a code into the keypad. The metal doors open, and you step into a large room. Surrounded by large machinery, scientists, and guarded personnel, sat a huge glass tube, filled with some kind of substance, and a man who sat suspended inside it. He motioned to the tube, almost like he was presenting it grandly to you. “My pride and joy.” 
It made you sick to your stomach at the sight. He was suspended in the tube- floating in the clear liquid-like substance. He had no clothing on, and you could make out the tense muscles of his body. Despite his burly appearance, he looked unhealthy- his skin was pale, his hair grown out, wild and untamed, from his head, down to his chin, his beard scruffy and long as well. Even his stomach seemed sunken in. 
Are they even feeding him?
 The metal wires that were attached to his skin went in various places, his arms, his chest, his legs, and his head. The Holter monitor at the bottom that sat in front of you reads his heart rate; It was faster than it should be for an average person. You made out dog tags around his neck- the only article of clothing on him. There was a large oxygen mask, covering his nose and mouth. 
His eyes were open- and staring at you. 
“A soldier I met in Vietnam. He’s a mutant- obviously, claw-like appendages that protrude from his fist.” Stryker explains. “He has an extraordinary ability to heal. He can recover from anything- bullets, stabbings, broken bones. He has heightened senses, incredible strength, and a fierce rage, making him the strongest weapon in the world.” He says proudly. “A few years ago, I convinced him to partake in an experiment that bound adamantium metal to his bones. He’s indestructible.” 
You swallowed, not taking your eyes off of him. This poor man, what must he feel? How much pain is he in?
“The machine keeps his body supported and alive, but the substance- something I invented- keeps him frozen in place, which is why the machine is needed. He wouldn’t be able to breathe, no heartbeat or anything. He’s come back from death plenty of times, we’ve researched that- but we rather not risk fully killing him, y’know?” Stryker laughs. You grimaced at him, your eyes turning to look at the man, examining his body - that’s when you saw the twitch of his pinky. 
Didn’t Stryker say he was frozen in place?
“What’s his name?”
“Name?” Stryker says, a bit surprised at your question. “Logan.” 
You were glad to have a name for the face. Calling him Weapon X, felt nothing but wrong.
“What is his…purpose?” You ask, tearing your eyes away, not mentioning the twitch. You knew what Stryker would say. 
“We use him to carry out missions that cannot be failed,” Stryker says. “He’s nearly impossible to control, hence why we keep him in this- and when we send him out, he’s equipped with a helmet that helps us keep track of his whereabouts and sends signals to tell him what to do.”
“Mind control?” You asked. You use him to kill people.
“Kinda.” He says, turning to the computer and typing in a few things. “Your job here will be just to monitor his vitals. We noticed spikes in heart rates and blood pressure lately. Rare moments, but something we’d like to keep an eye on. If it gets worse, you’ll be tasked to come up with a solution. He’s too valuable to lose.” 
You nodded. You could still feel Logan staring at you. 
After Stryker finished explaining everything, you were sent back to your day. Logan's face lingered in your head. The way his eyes stared at you. What was he thinking?
It was that night you began looking for help. Your mind would wrack through people you have met through your years when you remembered someone- someone from when you were in college. A kind man, who approached you regarding your paper of mutant psychology. A paper you wrote in research regarding how mutant lifestyles can be affected by their powers. It was widely controversial, considering mutants weren’t- and still aren’t- quite accepted in your society. Your peers and professors had tried to sway you from writing it, but you refused, not caring about the consequences. Mutants were forever treated as evil people, the news constantly reported the “bad” mutants. Nevermind the fact that there were still plenty out there, living normal lives. 
The man wanted to know more about you, your paper, and what you wanted to do after college. He confided in you that he had a school for mutants and invited you to come see it. At the time, you were too busy- but you always kept his card. You didn’t know how or why- but something about him told you that maybe he could help. You prayed to whatever God was out there, that this man, 
Charles Xavier
Could help you, Logan, and the others who were trapped here. 
After that, you spent the next week discreetly putting together everything to send to Charles. Anxiety wracked your head. What if he can’t help, what if he doesn’t help? Maybe he confided in his secret school of mutants, but what if he was just like Stryker and it was all a sham? 
You were doing your usual responsibilities when you went to check on Logan. It was two weeks ago today that you were in charge of monitoring his health. Your intuition told you that his spiked heart rates, the twitch of his pinky, and the way his eyes watched your movements- even though he shouldn’t be able to move at all, were not a coincidence or a sign of a failing health state. 
It was just you and a few guards that were stationed at the door.  You were observing the latest changes over the last 24 hours. The two guards were silent, and then one of them started talking, bringing up some workplace gossip.
“Hey, y’know, me and Miranda, we got a date Saturday night.” 
“Shit, she said yes to your dumbass?” 
“Man fuck you.” 
They were talking, and distracted. You turned to scowl at them, which they didn’t notice, both facing each other wrapped up in their own conversation. You looked back at the monitor, tapping your fingers on the table when you noticed movement. Your eyes glanced upwards, and you noticed the twitch of his toe. You looked farther up and his eyes were staring down at you. 
You looked back at the guards. Hesitating before silently standing up and moving closer to the tube. Your hand went up to the glass and gently pressed. You looked back at the guards once more, still gossiping and distracted. You looked up at Logan. Staring right into his eyes, and you mouthed to him, 
“I’ll get you out of here”
You’re not even sure if he would have understood you, if he could lipread. The others say his mind was too far gone to understand what’s going on around him, and the helmet is what gives him directions. They called him an animal.
“He’s a man. Not an animal.” You corrected them. They simply stared at you. You could feel their silent judgments. Has everyone lost their humanity here? How could you look at him and not see a person?
The way his eyes moved- staring at you, you felt there was something there, someone there. He was thinking. He was observing. You wanted him to know you were on his side. 
You had no other choice at this point. You were at your wit's end. Who cares about your safety, your own life if you get caught. These people deserved better. 
Now back in your office, you sent the email. Hopefully, Charles is good about checking his email- that he knew what to do, or you and everyone else here is fucked. You went to bed that night, unable to sleep, Logan’s eyes tearing through your mind. 
You walk on eggshells for three days, waiting for the moment someone confronts you, for them to break into your room and stick a bag over your head and throw you into a jail cell where you get to await whatever Stryker thinks you’ll be good for. 
You were starting to wonder if anything was going to happen, while you were sitting at your desk once again in your little office. Filling out various medical files- one on a woman who had snow-like powers. Stryker had ideas to use her against hot and dry environments, turn them frigid cold, in order to incapacitate enemies who were prepared for hot weather. At one point you believed this research wasn’t about warfare, or violence. You thought you would be helping mutants, understanding what made you, you. How you managed to let the wool go over your eyes you didn’t know. 
The blare of the alarm startled you out of your thoughts. Announcements of guards and soldiers to get into position, alerts of intruders coming to the base. 
You thought you were going to puke. 
You got up from your chair, unsure of what to do. Another announcement told staff to stay where they were. You tapped your fingers on the desk behind you as your brain wracked for ideas, should you go out and see what’s happening? Who were these intruders? 
Maybe it had something to do with the whistleblower email you sent several days ago.
You could hear footsteps of soldiers running down the hall past your door. 
What if this is my chance?
You could help them escape the mutants. The soldiers, the security, they were distracted by whoever was attacking - people you hoped were on your side. You knew the codes, you could fight a little bit yourself- even if it wasn’t your preference. You grabbed your lab coat off your chair, making sure your badge was still attached for access, throwing it on and you opened the door, peeking out into the hallway- empty.
Your heels clacked on the floor as you ran down the maze like hallways that you’ve become familiar with the last 6 months towards the elevators. The lights shut off suddenly, leaving you in darkness until emergency lights kicked on. The alarms were off now. The only thing you could hear was faint gunshots happening thankfully far away from you. 
You could barely see, the red lights of the elevators and stairway signs led you to the direction you wanted to be in. You carefully walked towards them, your heels clicking against the tiled floor as you went to the stairway door, pushing it open. 
Soft orange glow lit up the otherwise dark and very cold stairway. You could hear more gunfire. You turned to look back at the hall you came from, searching for any signs of people that may have been around, before going into the stairway, and climbing down the stairs.
With the power off, the captive mutants are likely escaping themselves already, which may explain the occasional gunfire. People fighting back you can only assume. If they’re fighting, you’re going to fight with them. 
You carefully made your way down the stairs, cautious to not trip due to the lack of lighting. You reached the floor that would lead you to the captive mutants. Your mind wandered to Logan. He was a few floors down. Maybe you can help him too?
You chose to go farther down the stairs. You had to do something. How could you not? 
You reached the floor you wanted to reach, and carefully pushed the door open, peeking out into the hall. Only small red emergency lights lit the dark empty halls, but they provided enough light for you to make out multiple bodies strewn across the floor. They were still, unmoving, and against your better judgment, you moved inside into the hall, checking one of the bodies.
It was one of the soldiers that usually stood guard in Logan's room. You kneeled down to check his pulse. No pulse.
Your heart was beating out of your chest, as you carefully walked down the hall, checking each body for pulses. You may have thought everyone who worked here was scum - but you were still a doctor and if there was something you could do, you would do it. 
After the 5th body you could confirm was dead, you quickly walked down the hall to Logan’s room. The door was wide open - and you could see from where you were, the tube that kept Logan immobile and suspended was broken apart. The substance that kept him frozen was leaking into a large puddle on the ground- where you could barely make out several more bodies on the floor. 
He was free
Judging by the state of the soldiers, you’re not sure if that’ll be a good thing for you. 
You took a couple of steps back, only to feel a hand on your shoulder, swinging you around- you felt a sharp punch to your face, knocking you harshly to the ground. Pain radiated from your nose down to your jaw, and you felt blood trickling down your nose over your lip as you brought a hand up to it. Looking up fearfully, you recognized him, the chief of security.
“You bitch.” He hissed, fists clenched at his side. “You fucking did this didn’t you? I told Stryker you couldn’t be trusted. I should have put a bullet in your head when I caught you sneaking around the first time.”
“No-!” You yelped as he reached down, hand against your throat and pinning you to the floor, your head banging against the concrete making you yelp in pain. You clawed at his arm, kicking your legs in an attempt to get free as you felt his fingers tighten against your throat. You looked up at your attacker, his eyes furrowed, as he gritted his teeth, squeezing your throat tighter as you began to gasp for air- your chest growing tight.
In a flash, you heard a scream, and something warm and wet splatter on your. His hand was gone, and you watched in horror as he was lifted into the air, sharp metal points sticking out through his chest, and you saw Logan, holding him up in the air- a sharp snarl escaping him.
You heard a snikt! And you crawled away as the chief's body fell to the ground. Your heart pounding out of your chest, tears fell down your face, as a shaky breath escaped you- looking up at the towering and terrifying presence that now stood above you.
The red light illuminated him, making him look almost devilish. He was hunched, hands in fists, covered in blood, completely naked. There were a few wires hanging haphazardly from his arms and legs - and the helmet, the one you assumed is the one they use to control him. 
They’re not controlling him now, are they?
You waited, waited for him to kill you next. Surely he will?
He straightened himself, a scowl on his face as his nostrils flared, his chest heaving with deep breaths. He stared into your eyes. You swallowed, and pushed yourself up from the ground. Your body was shaking, and you stepped forward towards him, over the body of Hanlon. 
“Logan?” You said his name, your voice hoarse, and cracked. He didn’t say anything, just stared at you. You blinked a few times, and you reached your hands up, they’re shaky and unsteady, but you reached towards him- to the helmet.
He flinched back a moment, before stopping, letting you do whatever you were going to do. His eyes unceasing their hard stare, his nostrils flaring with every breath- making you nervous that those famous claws you’ve heard about - and just seen in action are going to make their appearance and turn you into a shish kebab. 
He didn’t do anything, and you finally made contact with the cold metal. You could feel the heat radiating off his skin, as your fingers found bolts and clips, undoing each one until the helmet came loose from his skull. 
You saw relief flood his eyes, his hands reaching up as you slowly moved yours back, returning them to your side shaky as ever, as he pulled the helmet off and dropped it to the ground. 
He blinked a few times, looking around, a small breath of relief escaping him before looking at you again. 
You both stood there, unsure what to do next.
1 Year Later
Your fingers nervously tapped along the files in your lap. Your leg crossed over the other as you sat on the very uncomfortable chair provided to you while you waited. You laid your hands flat across the folder, as anxiety twisted in your gut. 
“Nervous?” 
The voice drew you out of your anxious thoughts as you looked up and smiled.
Logan stood there in front of you, clean, healthy, happy. He wore a clean dress suit, his hair slicked back, and his beard trimmed. He gave you a thin lipped smile, his eyes regarding you with softness. 
It had been a long year to get to where he was, with you there to support him as best as you could.  
It was Charles Xavier's people who came and caused chaos at the base. A group called the X-men, a group of talented and powerful mutants who work in the name of helping mutants- which is right up your alley. You- nor Logan didn’t join right away, but accepted Charles' invitation to stay at his school, alongside other mutants who were rescued, in order to wait for the dust to settle. 
The dust was finally settling. Stryker and his men were on trial before congress. You were the piece to finally put things to rest. The evidence you compiled, the things you witnessed. You were about to go before congress, and speak on the behalf of mutants that had become victims to Stryker. 
You stood up from your chair, hugging your files to your chest. “A little bit.”
“Don’t be, you’ll do great.” He says. “You always stood your ground about things like this. Just cause it’s a bunch of assholes in Washington don’t make it any different.”  
You got to know Logan, who he was. He became someone you admired like no other. He rose up from the trauma and pain he suffered in Alkali, refusing to let it harden him. He was still a bit rough around the edges- but for you he was soft. 
During his time in Lake Alkali, he was waiting for a chance to escape. The scientist said he couldn’t think clearly but it was far from the truth. The only time he went into an animalistic haze was when the helmet was on- it blocked his vision and his senses, made his brain fuzzy. 
When the X-men breached the dam, they were about to let Logan out to wreak havoc on the intruders. They put the helmet on him and he managed to keep himself together that time- escaping and slaughtering guards along the way. It was hard, it set his teeth on edge, it made him confused, unsure of what he was doing.
It was you that kept him from losing himself again. He heard your heartbeat, and your cry when Hanlon punched you. You removing the helmet was the final step for his freedom.
“I just hope it’s enough. You know politicians, how they are. You saw how they treated Jean.” You frowned, your eyebrows furrowing.
“You’ll convince them bub.  Quite worrying.” He says. His hand reached out, placing over your arm, his thumb running across your skin in a soothing motion. You nodded, attempting to let his reassurance calm your nerves. “After this, we’ll get some lunch, yeah?” 
You smiled and nodded, Logan paused, observing you before he stepped closer. It made your breath hitch, his proximity to you, your nerves becoming more worried about him now, instead of the trial. Lately, you and Logan's friendship that has formed over the last year has felt to be turning into something more. You weren’t quite sure what yet, and Logan didn’t seem to know either. 
You had an idea though.
The door behind you opened. 
“Ma’am? They’re ready for you.” A young man greets you and you nodded, looking back at Logan. He smiled supportively, and you quickly leaned up to kiss his cheek, before turning to walk into the room. 
“Wish me luck.” You called after you, before the door shut behind you, leaving Logan alone in the hall, as he stuffed his hands in his pockets, thinking about how nice your lips felt on his cheek.
You were led to a desk, where the young man- you believed to be an intern pulled the chair out for you allowing you to sit. You quietly thanked him, smoothing your skirt out and setting the papers you were holding on the desk, you looked up and stared at a room full of men in suits. 
“You are here today to present evidence before congress against Dr. William Stryker, as well as numerous other names in this trial. Do you have that evidence before you?” 
You opened one of the files, and one of the first things you see is a picture of Logan. Weapon X. It made you sick to remember him like that. You looked up, lips pulled tight, eyes filled with determination.
“Yes.”
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mariacallous · 2 months ago
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Margaret Mitchell is a pioneer when it comes to testing generative AI tools for bias. She founded the Ethical AI team at Google, alongside another well-known researcher, Timnit Gebru, before they were later both fired from the company. She now works as the AI ethics leader at Hugging Face, a software startup focused on open source tools.
We spoke about a new dataset she helped create to test how AI models continue perpetuating stereotypes. Unlike most bias-mitigation efforts that prioritize English, this dataset is malleable, with human translations for testing a wider breadth of languages and cultures. You probably already know that AI often presents a flattened view of humans, but you might not realize how these issues can be made even more extreme when the outputs are no longer generated in English.
My conversation with Mitchell has been edited for length and clarity.
Reece Rogers: What is this new dataset, called SHADES, designed to do, and how did it come together?
Margaret Mitchell: It's designed to help with evaluation and analysis, coming about from the BigScience project. About four years ago, there was this massive international effort, where researchers all over the world came together to train the first open large language model. By fully open, I mean the training data is open as well as the model.
Hugging Face played a key role in keeping it moving forward and providing things like compute. Institutions all over the world were paying people as well while they worked on parts of this project. The model we put out was called Bloom, and it really was the dawn of this idea of “open science.”
We had a bunch of working groups to focus on different aspects, and one of the working groups that I was tangentially involved with was looking at evaluation. It turned out that doing societal impact evaluations well was massively complicated—more complicated than training the model.
We had this idea of an evaluation dataset called SHADES, inspired by Gender Shades, where you could have things that are exactly comparable, except for the change in some characteristic. Gender Shades was looking at gender and skin tone. Our work looks at different kinds of bias types and swapping amongst some identity characteristics, like different genders or nations.
There are a lot of resources in English and evaluations for English. While there are some multilingual resources relevant to bias, they're often based on machine translation as opposed to actual translations from people who speak the language, who are embedded in the culture, and who can understand the kind of biases at play. They can put together the most relevant translations for what we're trying to do.
So much of the work around mitigating AI bias focuses just on English and stereotypes found in a few select cultures. Why is broadening this perspective to more languages and cultures important?
These models are being deployed across languages and cultures, so mitigating English biases—even translated English biases—doesn't correspond to mitigating the biases that are relevant in the different cultures where these are being deployed. This means that you risk deploying a model that propagates really problematic stereotypes within a given region, because they are trained on these different languages.
So, there's the training data. Then, there's the fine-tuning and evaluation. The training data might contain all kinds of really problematic stereotypes across countries, but then the bias mitigation techniques may only look at English. In particular, it tends to be North American– and US-centric. While you might reduce bias in some way for English users in the US, you've not done it throughout the world. You still risk amplifying really harmful views globally because you've only focused on English.
Is generative AI introducing new stereotypes to different languages and cultures?
That is part of what we're finding. The idea of blondes being stupid is not something that's found all over the world, but is found in a lot of the languages that we looked at.
When you have all of the data in one shared latent space, then semantic concepts can get transferred across languages. You're risking propagating harmful stereotypes that other people hadn't even thought of.
Is it true that AI models will sometimes justify stereotypes in their outputs by just making shit up?
That was something that came out in our discussions of what we were finding. We were all sort of weirded out that some of the stereotypes were being justified by references to scientific literature that didn't exist.
Outputs saying that, for example, science has shown genetic differences where it hasn't been shown, which is a basis of scientific racism. The AI outputs were putting forward these pseudo-scientific views, and then also using language that suggested academic writing or having academic support. It spoke about these things as if they're facts, when they're not factual at all.
What were some of the biggest challenges when working on the SHADES dataset?
One of the biggest challenges was around the linguistic differences. A really common approach for bias evaluation is to use English and make a sentence with a slot like: “People from [nation] are untrustworthy.” Then, you flip in different nations.
When you start putting in gender, now the rest of the sentence starts having to agree grammatically on gender. That's really been a limitation for bias evaluation, because if you want to do these contrastive swaps in other languages—which is super useful for measuring bias—you have to have the rest of the sentence changed. You need different translations where the whole sentence changes.
How do you make templates where the whole sentence needs to agree in gender, in number, in plurality, and all these different kinds of things with the target of the stereotype? We had to come up with our own linguistic annotation in order to account for this. Luckily, there were a few people involved who were linguistic nerds.
So, now you can do these contrastive statements across all of these languages, even the ones with the really hard agreement rules, because we've developed this novel, template-based approach for bias evaluation that’s syntactically sensitive.
Generative AI has been known to amplify stereotypes for a while now. With so much progress being made in other aspects of AI research, why are these kinds of extreme biases still prevalent? It’s an issue that seems under-addressed.
That's a pretty big question. There are a few different kinds of answers. One is cultural. I think within a lot of tech companies it's believed that it's not really that big of a problem. Or, if it is, it's a pretty simple fix. What will be prioritized, if anything is prioritized, are these simple approaches that can go wrong.
We'll get superficial fixes for very basic things. If you say girls like pink, it recognizes that as a stereotype, because it's just the kind of thing that if you're thinking of prototypical stereotypes pops out at you, right? These very basic cases will be handled. It's a very simple, superficial approach where these more deeply embedded beliefs don't get addressed.
It ends up being both a cultural issue and a technical issue of finding how to get at deeply ingrained biases that aren't expressing themselves in very clear language.
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witchyintention · 5 months ago
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How to Be a Witch or Pagan Without Falling for Conspiracy Theories and New Age Cult Stuff
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Witchcraft and paganism offer beautiful, empowering ways to connect with the world, the divine, and yourself. But let’s be real: the spiritual community can sometimes feel like navigating a metaphysical minefield. From “lizard people control the world” conspiracies to the pervasive influence of New Age cults, finding your way as a witch or pagan can feel daunting. So, how can you embrace this path while keeping your wits about you? Let’s dive into it—no tinfoil hats required.
1. Know Thyself and Do Thy Research
One of the most powerful tools for any witch or pagan is knowledge. Before diving headfirst into spiritual practices or belief systems, ask yourself:
What am I looking for in my path?
What resonates with me spiritually and ethically?
How can I learn more from credible sources?
Avoid treating every book, blog, or TikTok video as gospel truth. Instead, prioritize research from reputable authors and scholars. Look for historical, cultural, and anthropological contexts behind practices and beliefs. For example, if you’re exploring Norse paganism, read the Poetic Edda, but also check out scholarly works like Hilda Ellis Davidson’s writings.
💡 Pro Tip: If something sounds too fantastical or claims to have “secret knowledge,” approach it critically. “Ancient Lemurians built the pyramids” is not archaeology—it’s a conspiracy theory.
2. Critical Thinking: Your New Familiar
While spirituality embraces the unseen and mysterious, it doesn’t mean suspending all logic. Here’s how to keep critical thinking in your witchy toolkit:
Fact-Check Everything: Whether it’s a viral claim about moon water curing all ailments or a new trend like “quantum jumping,” take a moment to verify its origins.
Ask Questions: Who benefits from spreading this belief? Are there ulterior motives, such as selling courses, books, or products?
Beware the “Cult of Personality”: Be wary of influencers or leaders who discourage dissent or demand unquestioning loyalty. Spirituality thrives on diversity of thought.
3. Beware of Spiritual Bypassing
Some New Age ideas encourage bypassing real-world issues in favor of “high vibes only.” While positivity is great, ignoring trauma, systemic problems, or mental health struggles in the name of spirituality is toxic. True witchcraft and paganism embrace balance, acknowledging both the light and the shadow.
✋ Red Flag: Anyone who tells you to “just manifest” your way out of hardship or suggests that you’re attracting negativity because of bad energy. Life is more complex than that.
4. Stay Grounded in History, Not Appropriation
A common pitfall in modern paganism and witchcraft is cultural appropriation masquerading as spirituality. Using sacred practices or symbols from cultures you’re not part of without understanding their context can be harmful.
If you’re drawn to a practice, research its origins and ensure you’re honoring it respectfully.
Consider focusing on traditions tied to your own ancestry or exploring paths open to everyone, like modern witchcraft.
🌿 Example: Smudging is a specific Indigenous practice. Instead of co-opting it, explore alternative smoke-cleansing methods with herbs like rosemary or lavender.
5. Cult Warning Signs: Spot Them Early
Not all cults look like Hollywood’s hooded figures chanting in candlelit basements. In spirituality, cult-like behavior often hides under the guise of community.
Red Flags Include:
An authoritarian leader or group demanding absolute loyalty.
Isolation from family, friends, or outside perspectives.
Fear-based control tactics, like threatening spiritual punishment for leaving.
Heavy financial exploitation (e.g., expensive courses or “required” donations).
💡 Remember: True spiritual communities empower you to think for yourself, not rely on a single leader or system.
6. Separate Science from Spirituality
You can be a witch or pagan and still respect science. Magic doesn’t have to contradict reality—it works alongside it. For example:
Herbs like chamomile and valerian have scientifically proven calming properties, but that doesn’t mean they’re a cure-all.
Astrology can provide insight into your personality, but it’s not a substitute for therapy or medical advice.
🌙 Balance: Use spirituality as a tool for meaning and connection, not as a replacement for critical thinking or evidence-based practices.
7. Build Your Own Practice
You don’t need to follow every trend or adopt someone else’s path. Witchcraft and paganism are deeply personal journeys. Create a practice that aligns with your values and beliefs, free from the noise of conspiracy theories or cult-like pressures.
Ideas for Starting Out:
Learn about local folklore or the natural cycles in your area.
Experiment with simple rituals, like lighting a candle with intention or journaling under the moon.
Create an altar with objects that resonate with you—crystals, photos, or even trinkets that make you smile.
🌟 Most Importantly: Trust your intuition. If something doesn’t feel right, it’s okay to say “no, thanks.”
8. Community: Seek Connection, Not Control
Connecting with other witches and pagans can be enriching—but choose your circles wisely. Look for communities that:
Encourage discussion and critical thought.
Respect individual paths and practices.
Avoid fear-mongering or elitism.
👀 Where to Look: Online forums, book clubs, or open public rituals are great starting points. Just remember to maintain healthy boundaries.
9. Grounding Techniques to Avoid Falling for the “Woo Woo”
When exploring spirituality, it’s easy to get carried away. Grounding yourself regularly can help you stay centered:
Meditate or practice mindful breathing.
Spend time in nature, whether it’s a park or your backyard.
Write down your beliefs and revisit them regularly. Are they still serving you?
10. Be Open-Minded, Not Gullible
It’s okay to explore the mystical and unknown, but there’s a difference between curiosity and naivety. Stay open to new ideas, but don’t abandon discernment. Your path should feel empowering, not overwhelming or manipulative.
Final Thoughts
Witchcraft and paganism are all about connecting with nature, yourself, and the divine in ways that feel meaningful and authentic. By staying grounded, informed, and true to yourself, you can embrace this path without falling prey to conspiracy theories or cult-like traps.
Remember: You’re the captain of your own broomstick. Fly wisely.
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literaryvein-reblogs · 2 months ago
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Writing Notes: Military Science Fiction
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Military science fiction - a subgenre that combines science fiction with military elements.
Also known as sci-fi, science fiction is a genre of speculative fiction that contains imagined elements that don’t exist in the real world.
Science fiction spans a wide range of themes that often explore time travel, space travel, are set in the future, and deal with the consequences of technological and scientific advances.
Military sci-fi novels deal with subjects like space warfare and futuristic weaponry. These books may also explore how war and technology affect human or alien characters.
Characteristics of Military Science Fiction
Novels in this subgenre will often include one or more of these common military sci-fi tropes.
Advanced weaponry and warfare: Military sci-fi often includes detailed descriptions of futuristic weapons. World-building may include discussions of new types of spaceships and ammo for futuristic machine guns. Aside from technology, there may be unique military organizations or world-specific fighting strategies.
Epic battles: In many military sci-fi stories, the climax is a large and exciting battle. These fights can occur on land or in space and pit humans against aliens.
Philosophical discussions of war: Military science fiction can bring up philosophical and ethical issues, like war’s impact on civilians and warriors. Authors may even use sci-fi to critique real-life military operations.
Tips on Writing Military Science Fiction
Writing a great military science-fiction novel can be a long, challenging process. As with any novel, you’ll want to construct a satisfying plot, develop interesting characters, and write polished, vivid prose. That said, writing military science fiction requires many unique considerations. Here are some tips for creating a memorable military science-fiction novel:
Broach complex ideas. A good military science-fiction story depends on a great conceit. Before writing your first book, have some sense of the question your novel is asking. This question can be implicit or explicit in military sci-fi, and many novels make these questions obvious. For example, Ender’s Game asks the question: What if humanity’s survival during an alien invasion depended on highly intelligent children?
Tell a good story. While military science-fiction novels are often thought experiments, they should contain an interesting narrative story. Come up with an intriguing story that brings your questions to life. Ask yourself: What is the change that will occur over the course of your story, either in the world or in the life of the main character?
Create an interesting world. World-building is one of the most important parts of creating a compelling military sci-fi story. The intricately imagined details that make up your world should flow in some way from the idea at the heart of your story. In that way, the world you create in your military sci-fi novel also reveals something about your point of view on the real world. Even the most fantastically imagined story is still a reflection of real-world questions and problems.
Consistently obey the rules of your world. One of the qualities that set sci-fi novels apart from fantasy is that it still obeys consistent logic, no matter the strangeness of the world. For military sci-fi, this might involve rules about how advanced weapons and spaceships work. You may find yourself mapping out intergalactic government agencies and writing laws.
Focus on character development. You may get caught up building your world or focusing on your plot, but remember that well-developed characters are important, too. Your plot may hinge on a major battle, but make sure to create interesting conflicts for your characters.
Examples of Military Science Fiction
It can be helpful to read military science fiction to better understand what the genre has to offer. Consider some of these works by well-known science-fiction writers:
Starship Troopers by Robert A. Heinlein (1959): Heinlin wrote this novel in response to real-life nuclear arms policy. Set in the future, it touches on moral and philosophical questions an interstellar government faces.
Childe Cycle by Gordon R. Dickson (1960): This series chronicles the fracture of humanity into space. Dorsai “supersoldiers” attempt to reunite the human civilizations.
Star Wars by George Lucas (1976): Star Wars’s novelization actually predates the iconic film’s release by a few months. Ghostwriter Alan Dean Foster wrote the book based on Lucas’s space opera screenplay.
Battlestar Galactica by Glen A. Larson (1978): This franchise follows the last of humanity as they fight a war against a robot race.
Armor by John Steakley (1984): Armor’s soldiers use exoskeletons in a war against insect-like enemies in this bestseller.
Ender’s Game by Orson Scott Card (1985): This novel follows young children with high intellect who help lead a war against an alien race.
Vorkosigan Saga by Lois McMaster Bujold (1986): This series of novels and short stories is set in a fictional universe of star systems called the wormhole Nexus.
On Basilisk Station by David Weber (1993): This novel follows a military school graduate named Honor Harrington, whose insubordination gets her exiled to Basilisk Station, a far-off station of smugglers and thieves.
A Hymn Before Battle by John Ringo (2000): This novel is about Earth’s preparation for an alien invasion.
Old Man's War by John Scalzi (2005): The Colonial Defense Force is a military organization with two goals. The first is to defend Earth from alien invasion; the second, to find new planets to colonize. This novel follows John Perry’s journey through the ranks.
The Lost Fleet by Jack Campbell (2006): This series is set one hundred years into an interstellar war between two warring factions of humans.
A Confederation of Valor by Tanya Huff (2006): These novels follow Sergeant Torin Kerr as she leads her team of space marines through missions across the galaxy.
Source ⚜ More: Notes & References ⚜ Writing Resources PDFs
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goodluckdetective · 2 years ago
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Twitter collapsing does really feel like a modern day Tower of Babel situation: breaking lines of communication that connected the entire world.
Scientists used Twitter to do science communication and to work with other scientists. Twitter’s API allowed scientists massive access to data that could be used to track pandemics, bias, and other metrics that can be really hard to collect in such massive numbers (this isn’t to say that data collection doesn’t come with ethical issues, but that’s another story).
Journalists used Twitter for breaking news updates and to connect with sources. I saw quite a few Twitter journalists upset about restrictions to DMs because it was how sources often contacted them. If you had a newsworthy problem, like an unfair eviction, you could reach out to local reporters and maybe get them to pick up the story.
Artists and other creators used Twitter to spread their art and build small businesses. I have bought art prints that I have since framed of artists whose work I first saw on Twitter.
Activists have used Twitter to challenge institutional narratives and to make their movements visible and loud. All across the world, people who’s stories would have never been heard have used Twitter to make sure the truth is out there.
Social and cultural groups have used Twitter as a way to connect and build community. I am obviously not qualified to talk about the importance of Black Twitter so here’s a link to Doctor Meredith Clark discussing archiving Black Twitter with NPR.
To see all of that break in one day really feels like watching just this ability to communicate crumble. From the ability to translate Tweets, to the ability to collect data, to the ability to simply see what people are saying, all of it has crumbled. But unlike the story of Babel, this isn’t an act of God: this is just the whim of one man who took a look at this flawed but impressive communication hub and decided to tear it down.
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olderthannetfic · 2 months ago
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what if old fanfic or fanworks (including pre digital zines) were preserved in a library—not just catalogued, stored but treated with care as part of our cultural memory? maybe with special access, maybe fully open. on one hand, institutional preservation means stability, infrastructure, and long-term access and let’s be real: digital content disappears all the time. fandom histories vanish overnight when sites go down or links rot. but from my understanding platforms like AO3 and dedicated fan archivists work incredibly hard to fight that loss, to build infrastructures on our terms. so then the question is: do fanworks gain or lose something when they’re taken under institutional wings, can big informational institutions like big libraries and archives then control something unruly, resistant, ours? would you want your fanworks archived like that? and then there are the big ethical questions copyright laws, the right to pseudonymity, how will they be catalogued, archival policies etc. basically, can we think about fanfic being preserved in a library or not? should we?
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The main issue is that libraries are also not forever.
When the head librarian leaves for another institution or the university cuts funding or some internal power struggle happens, people start going "What's al this dirty old paper, and why do we care about it?"
This has been a persistent problem with the big university zine collections that already exist. They can justify K/S as part of collecting science fiction history. They don't understand at all why Starsky & Hutch zines matter.
Until the general public has far more of a clue about women's entertainment, never mind old zines, any collection will be in danger and need someone to redefend its importance every few years.
Yes, I do want our fanworks archived like that and they are already archived like that, but it's not enough.
I've been too busy with having a baby to do much with our little zine archiving storage unit, but I need to get back to fixing it up at some point. We've been collecting the zines that fans can't find homes for other than the dumpster.
My theory is that institutions will probably figure out why this shit matters, but it will be 30-50 years too late unless we preserve it ourselves.
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flawseer · 1 year ago
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Jade Mountain Academy students
#7 - Rainwing chapter
Ah yes, the Rainwings, a.k.a. "the ones where my friends will disown me if I get them wrong". I ended up making some changes here; particularly with Coconut, who is depicted as green in the graphic novels but described as lavender in the books. I tried to do something with elements from both. This had a bit of a knock-on effect on Siamang, because having two purples in the set seemed a bit lame for a group that's supposed to be really vibrant and colorful, so I went a bit off-script there. This is the result; I hope it is palatable.
Also, that makes 36. 36 dragons.
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Kinkajou
Tribe - Rainwing
Winglet - Jade
Color - Saffron yellow and pink (resting color)
Relatives - none on site
Clawmate(s) - Moonwatcher (Nightwing), Carnelian (Skywing)
Favorite subject - "All of them"
Least fav. subject - did not disclose
Physical characteristics - kinked horns; triangular patterns along neck, torso, and tail; venom scars on right wing membrane; small size, slight build
Other characteristics - very energetic; good work ethic; has signed up for every extracurricular activity available (commendable, but maybe monitor, encourage proper rest); currently displays no immediate signs of post-traumatic stress, but continue monitoring on suggestion of Queen Glory (make aware of counseling options)
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Tamarin
Tribe - Rainwing
Winglet - Gold
Color - Cobalt blue and yellow (resting color)
Relatives - none on site
Clawmate(s) - Onyx (Sandwing)
Favorite subject - Anatomy
Least fav. subject - Literacy
Physical characteristics - light, oval-shaped patterns along neck, torso, tail, and limbs; medium to heavy scarring along ventral neck and torso; hatched blind, eyes are a milky blue; smallish size, plump
Other characteristics - good work ethic; inclined towards care of plants; appears capable of navigating premises by herself, has requested not to be offered aid unsolicited; has suggested a class/seminar about medicinal plants
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Boto
Tribe - Rainwing
Winglet - Silver
Color - Lime green and light gray (resting color)
Relatives - none on site
Clawmate(s) - Changbai (Icewing), Thrush (Skywing)
Favorite subject - Homeroom
Least fav. subject - Anatomy
Physical characteristics - splotchy patterns along neck, torso, tail, and limbs; freckles; average size, average build
Other characteristics - appears to have integrated well; average work ethic; no particular issues to report
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Coconut
Tribe - Rainwing
Winglet - Copper
Color - Lavender and green (resting color)
Relatives - none on site
Clawmate(s) - Marsh (Mudwing)
Favorite subject - Cultural Exchange
Least fav. subject - Exercise
Physical characteristics - circular patterns along neck, torso, tail, and limbs; smallish size, plump
Other characteristics - tends to forget about assignments often; falls asleep in class and hallway; appears to have trouble acclimatizing to academy life and school rules (currently in counseling, consider pulling from student body if behavior cannot be improved)
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Siamang
Tribe - Rainwing
Winglet - Quartz
Color - Autumn leaves (resting color)
Relatives - none on site
Clawmate(s) - Arid (Sandwing), Garnet (Skywing)
Favorite subject - Cultural Exchange
Least fav. subject - Science
Physical characteristics - long, bent horns; dark patch on ventral side of neck; semi-circular patterns along neck, torso, tail, and limbs; small horn-like thorns protruding from center of forehead; tall size, slight frame
Other characteristics - mellow, seems to get along with most dragons; interested in locally available fruit; appears to enjoy experimenting with fruit juice to create drinks (encourage, make space available, but also monitor)
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despazito · 2 months ago
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I'm really excited by some aspects of colossal biosciences' research being used for conservation work with living species. I've long fantasized about the possibility of engineering more genetic diversity in species like the cheetah and kakapo that have recently had genetic bottlenecks which impact their health and fertility. However I've already heard mutterings on the idea and I'm nervous that dog breeders will try to use this technology to genetically rehabilitate breeds, which would be the science equivalent of using a flamethrower to light a candle.
Dog breeders already have just about all the genetic resources they need to resolve many heritable diseases if they were just more open to following the published data and using outcrossing schemes. Conservationists of critically endangered species would kill to have anything near the options that preservation breeders of compromised dog breeds have but choose not to take advantage of. That's not always the case and I commend clubs such as the Lundehund for their recovery projects, I'm not even flatly against the idea of using CRISPR to solve a complex health issue that better breeding can't solve (like if we magically found genetic material we could insert that grants immunity to rabies, maybe we can discuss the ethics of implementing that) but I have concerns that gene editing may be used as a crutch by folks with too much money instead of reflecting on flawed breeding practices. Not to mention how many donor and surrogate animals must be subjected to invasive procedures when genetically tweaking embryos.
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