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As AI replaces more jobs, what separates survivors from victims? Discover the mindset shift that can help you stay relevant in the evolving AI workforce.
#adapt to survive#AI in the workplace#future of work#mindset shift#personal responsibility#resilient leadership#software engineer replaced by AI#The Resilient Philosopher#Vision LEON
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As AI replaces more jobs, what separates survivors from victims? Discover the mindset shift that can help you stay relevant in the evolving AI workforce.
#adapt to survive#AI in the workplace#future of work#mindset shift#personal responsibility#resilient leadership#software engineer replaced by AI#The Resilient Philosopher#Vision LEON
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One thing I notice few people talking about in regards to "just" having more experienced employees directing AI: Where are those employees supposed to come from in the future?
If companies refuse to offer entry-level jobs and teach and provide experience to those new in the profession, there won't be experienced employees in the future.
I’m starting to sound like a nutcase at work because upper management keeps trying to implement AI programs and AI assistants and Chat GPT and my middle-of-the-road, don’t-infodump, don’t-engage response has been “I don’t like AI”, “I prefer to remain in control of my own tasks”, “I’d rather make my own mistakes”, and “I don’t trust any machine smarter than a toaster”
#and I highly doubt AI development is fast enough to replace them all#Cheaper labour shouldn't be the only reason to hire inexperienced people#It's been a couple years since I've worked as a software engineer#but I remember a senior colleague fiddling longer with AI#than it would've taken him to do it himself#ai labour issues
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Explore the groundbreaking journey of Devin, the world's premier AI software engineer, on Web Idea Solution. Discover how Devin's innovative approach revolutionizes development, marking a significant milestone in the intersection of artificial intelligence and software engineering. Dive into the transformative potential of AI-driven programming and its implications for the future of technology.
#devin ai software engineer#what is devin ai#devin ai software engineer news#world first software engineer ai#what can devin ai do#how to access devin ai software engineer#will devin ai replace software engineers#devin ai website#how to access devin ai
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Three AI insights for hard-charging, future-oriented smartypantses

MERE HOURS REMAIN for the Kickstarter for the audiobook for The Bezzle, the sequel to Red Team Blues, narrated by @wilwheaton! You can pre-order the audiobook and ebook, DRM free, as well as the hardcover, signed or unsigned. There’s also bundles with Red Team Blues in ebook, audio or paperback.
Living in the age of AI hype makes demands on all of us to come up with smartypants prognostications about how AI is about to change everything forever, and wow, it's pretty amazing, huh?
AI pitchmen don't make it easy. They like to pile on the cognitive dissonance and demand that we all somehow resolve it. This is a thing cult leaders do, too – tell blatant and obvious lies to their followers. When a cult follower repeats the lie to others, they are demonstrating their loyalty, both to the leader and to themselves.
Over and over, the claims of AI pitchmen turn out to be blatant lies. This has been the case since at least the age of the Mechanical Turk, the 18th chess-playing automaton that was actually just a chess player crammed into the base of an elaborate puppet that was exhibited as an autonomous, intelligent robot.
The most prominent Mechanical Turk huckster is Elon Musk, who habitually, blatantly and repeatedly lies about AI. He's been promising "full self driving" Telsas in "one to two years" for more than a decade. Periodically, he'll "demonstrate" a car that's in full-self driving mode – which then turns out to be canned, recorded demo:
https://www.reuters.com/technology/tesla-video-promoting-self-driving-was-staged-engineer-testifies-2023-01-17/
Musk even trotted an autonomous, humanoid robot on-stage at an investor presentation, failing to mention that this mechanical marvel was just a person in a robot suit:
https://www.siliconrepublic.com/machines/elon-musk-tesla-robot-optimus-ai
Now, Musk has announced that his junk-science neural interface company, Neuralink, has made the leap to implanting neural interface chips in a human brain. As Joan Westenberg writes, the press have repeated this claim as presumptively true, despite its wild implausibility:
https://joanwestenberg.com/blog/elon-musk-lies
Neuralink, after all, is a company notorious for mutilating primates in pursuit of showy, meaningless demos:
https://www.wired.com/story/elon-musk-pcrm-neuralink-monkey-deaths/
I'm perfectly willing to believe that Musk would risk someone else's life to help him with this nonsense, because he doesn't see other people as real and deserving of compassion or empathy. But he's also profoundly lazy and is accustomed to a world that unquestioningly swallows his most outlandish pronouncements, so Occam's Razor dictates that the most likely explanation here is that he just made it up.
The odds that there's a human being beta-testing Musk's neural interface with the only brain they will ever have aren't zero. But I give it the same odds as the Raelians' claim to have cloned a human being:
https://edition.cnn.com/2003/ALLPOLITICS/01/03/cf.opinion.rael/
The human-in-a-robot-suit gambit is everywhere in AI hype. Cruise, GM's disgraced "robot taxi" company, had 1.5 remote operators for every one of the cars on the road. They used AI to replace a single, low-waged driver with 1.5 high-waged, specialized technicians. Truly, it was a marvel.
Globalization is key to maintaining the guy-in-a-robot-suit phenomenon. Globalization gives AI pitchmen access to millions of low-waged workers who can pretend to be software programs, allowing us to pretend to have transcended the capitalism's exploitation trap. This is also a very old pattern – just a couple decades after the Mechanical Turk toured Europe, Thomas Jefferson returned from the continent with the dumbwaiter. Jefferson refined and installed these marvels, announcing to his dinner guests that they allowed him to replace his "servants" (that is, his slaves). Dumbwaiters don't replace slaves, of course – they just keep them out of sight:
https://www.stuartmcmillen.com/blog/behind-the-dumbwaiter/
So much AI turns out to be low-waged people in a call center in the Global South pretending to be robots that Indian techies have a joke about it: "AI stands for 'absent Indian'":
https://pluralistic.net/2024/01/29/pay-no-attention/#to-the-little-man-behind-the-curtain
A reader wrote to me this week. They're a multi-decade veteran of Amazon who had a fascinating tale about the launch of Amazon Go, the "fully automated" Amazon retail outlets that let you wander around, pick up goods and walk out again, while AI-enabled cameras totted up the goods in your basket and charged your card for them.
According to this reader, the AI cameras didn't work any better than Tesla's full-self driving mode, and had to be backstopped by a minimum of three camera operators in an Indian call center, "so that there could be a quorum system for deciding on a customer's activity – three autopilots good, two autopilots bad."
Amazon got a ton of press from the launch of the Amazon Go stores. A lot of it was very favorable, of course: Mister Market is insatiably horny for firing human beings and replacing them with robots, so any announcement that you've got a human-replacing robot is a surefire way to make Line Go Up. But there was also plenty of critical press about this – pieces that took Amazon to task for replacing human beings with robots.
What was missing from the criticism? Articles that said that Amazon was probably lying about its robots, that it had replaced low-waged clerks in the USA with even-lower-waged camera-jockeys in India.
Which is a shame, because that criticism would have hit Amazon where it hurts, right there in the ole Line Go Up. Amazon's stock price boost off the back of the Amazon Go announcements represented the market's bet that Amazon would evert out of cyberspace and fill all of our physical retail corridors with monopolistic robot stores, moated with IP that prevented other retailers from similarly slashing their wage bills. That unbridgeable moat would guarantee Amazon generations of monopoly rents, which it would share with any shareholders who piled into the stock at that moment.
See the difference? Criticize Amazon for its devastatingly effective automation and you help Amazon sell stock to suckers, which makes Amazon executives richer. Criticize Amazon for lying about its automation, and you clobber the personal net worth of the executives who spun up this lie, because their portfolios are full of Amazon stock:
https://sts-news.medium.com/youre-doing-it-wrong-notes-on-criticism-and-technology-hype-18b08b4307e5
Amazon Go didn't go. The hundreds of Amazon Go stores we were promised never materialized. There's an embarrassing rump of 25 of these things still around, which will doubtless be quietly shuttered in the years to come. But Amazon Go wasn't a failure. It allowed its architects to pocket massive capital gains on the way to building generational wealth and establishing a new permanent aristocracy of habitual bullshitters dressed up as high-tech wizards.
"Wizard" is the right word for it. The high-tech sector pretends to be science fiction, but it's usually fantasy. For a generation, America's largest tech firms peddled the dream of imminently establishing colonies on distant worlds or even traveling to other solar systems, something that is still so far in our future that it might well never come to pass:
https://pluralistic.net/2024/01/09/astrobezzle/#send-robots-instead
During the Space Age, we got the same kind of performative bullshit. On The Well David Gans mentioned hearing a promo on SiriusXM for a radio show with "the first AI co-host." To this, Craig L Maudlin replied, "Reminds me of fins on automobiles."
Yup, that's exactly it. An AI radio co-host is to artificial intelligence as a Cadillac Eldorado Biaritz tail-fin is to interstellar rocketry.

Back the Kickstarter for the audiobook of The Bezzle here!
If you’d like an essay-formatted version of this post to read or share, here’s a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:
https://pluralistic.net/2024/01/31/neural-interface-beta-tester/#tailfins
#pluralistic#elon musk#neuralink#potemkin ai#neural interface beta-tester#full self driving#mechanical turks#ai#amazon#amazon go#clm#joan westenberg
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DAY 6274
Jalsa, Mumbai Aopr 20, 2025 Sun 11:17 pm
🪔 ,
April 21 .. birthday greetings and happiness to Ef Mousumi Biswas .. and Ef Arijit Bhattacharya from Kolkata .. 🙏🏽❤️🚩.. the wishes from the Ef family continue with warmth .. and love 🌺
The AI debate became the topic of discussion on the dining table ad there were many potent points raised - bith positive and a little indifferent ..
The young acknowledged it with reason and able argument .. some of the mid elders disagreed mildly .. and the end was kind of neutral ..
Blessed be they of the next GEN .. their minds are sorted out well in advance .. and why not .. we shall not be around till time in advance , but they and their progeny shall .. as has been the norm through generations ...
The IPL is now the greatest attraction throughout the day .. particularly on the Sunday, for the two on the day .. and there is never a debate on that ..
🤣
.. and I am most appreciative to read the comments from the Ef on the topic of the day - AI .. appreciative because some of the reactions and texts are valid and interesting to know .. the aspect expressed in all has a legitimate argument and that is most healthy ..
I am happy that we could all react to the Blog contents in the manner they have done .. my gratitude .. such a joy to get different views , valid and meaningful ..
And it is not the end of the day or the debate .. some impressions of the Gen X and some from the just passed Gen .. and some that were never ever the Gen are interesting as well :
The Printing Press (15th Century)
Fear: Scribes, monks, and elites thought it would destroy the value of knowledge, lead to mass misinformation, and eliminate jobs. Reality: It democratized knowledge, spurred the Renaissance and Reformation, and created entirely new industries—publishing, journalism, and education.
⸻
Industrial Revolution (18th–19th Century)
Fear: Machines would replace all human labor. The Luddites famously destroyed machinery in protest. Reality: Some manual labor jobs were displaced, but the economy exploded with new roles in manufacturing, logistics, engineering, and management. Overall employment and productivity soared.
⸻
Automobiles (Early 20th Century)
Fear: People feared job losses for carriage makers, stable hands, and horseshoe smiths. Cities worried about traffic, accidents, and social decay. Reality: The car industry became one of the largest employers in the world. It reshaped economies, enabled suburbia, and created new sectors like travel, road infrastructure, and auto repair.
⸻
Personal Computers (1980s)
Fear: Office workers would be replaced by machines; people worried about becoming obsolete. Reality: Computers made work faster and created entire industries: IT, software development, cybersecurity, and tech support. It transformed how we live and work.
⸻
The Internet (1990s)
Fear: It would destroy jobs in retail, publishing, and communication. Some thought it would unravel social order. Reality: E-commerce, digital marketing, remote work, and the creator economy now thrive. It connected the world and opened new opportunities.
⸻
ATMs (1970s–80s)
Fear: Bank tellers would lose their jobs en masse. Reality: ATMs handled routine tasks, but banks actually hired more tellers for customer service roles as they opened more branches thanks to reduced transaction costs.
⸻
Robotics & Automation (Factory work, 20th century–today)
Fear: Mass unemployment in factories. Reality: While some jobs shifted or ended, others evolved—robot maintenance, programming, design. Productivity gains created new jobs elsewhere.
The fear is not for losing jobs. It is the compromise of intellectual property and use without compensation. This case is slightly different.
I think AI will only make humans smarter. If we use it to our advantage.
That’s been happening for the last 10 years anyway
Not something new
You can’t control that in this day and age
YouTube & User-Generated Content (mid-2000s onward)
Initial Fear: When YouTube exploded, many in the entertainment industry panicked. The fear was that copyrighted material—music, TV clips, movies—would be shared freely without compensation. Creators and rights holders worried their content would be pirated, devalued, and that they’d lose control over distribution.
What Actually Happened: YouTube evolved to protect IP and monetize it through systems like Content ID, which allows rights holders to:
Automatically detect when their content is used
Choose to block, track, or monetize that usage
Earn revenue from ads run on videos using their IP (even when others post it)
Instead of wiping out creators or studios, it became a massive revenue stream—especially for musicians, media companies, and creators. Entire business models emerged around fair use, remixes, and reactions—with compensation built in.
Key Shift: The system went from “piracy risk” to “profit partner,” by embracing tech that recognized and enforced IP rights at scale.
This lead to higher profits and more money for owners and content btw
You just have to restructure the compensation laws and rewrite contracts
It’s only going to benefit artists in the long run
Yes
They can IP it
That is the hope
It’s the spread of your content and material without you putting a penny towards it
Cannot blindly sign off everything in contracts anymore. Has to be a lot more specific.
Yes that’s for sure
“Automation hasn’t erased jobs—it’s changed where human effort goes.”
Another good one is “hard work beats talent when talent stops working hard”
Which has absolutely nothing to with AI right now but 🤣
These ladies and Gentlemen of the Ef jury are various conversational opinions on AI .. I am merely pasting them for a view and an opinion ..
And among all the brouhaha about AI .. we simply forgot the Sunday well wishers .. and so ..














my love and the length be of immense .. pardon

Amitabh Bachchan
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thrifted romance | megumi fushiguro x reader
synopsis: you’ve never really spoken with megumi before, so when your friends leave the two of you behind on a snowy night, you take the opportunity to get to know him.
wc: 6.2k... SO SORRY I GOT CARRIED AWAY cw: swearing, college au, noncurse au, i don’t thjnk there’s anything else ??
this got way longer than i intended it to be and i rushed to grind it out so it may not be coherent.. if so i apologize :’3 and this one’s late but i hope the content makes up for it ! enjoy meemow barely proofread!
it's a late winter evening when you meet up with megumi and your friends on the side of the street— cozied up in puffy layers and a long blazer stained with coffee splashes and a few hot chocolate smudges here and there.
fall had melted away with the slow gradient of leaves from the trees, sinking into fluffy piles on the sidewalk that soon became coated and replaced with light snowfall; the first of many problematic inches. midterms were just around the corner, and with it meant late hours spent pulling all-nighters that left you exhausted, eyes dark around the edges with a lack of sleep; breaths of minty hot chocolate and coffee from the amalgamation you'd concocted to at least pretend to get into the holiday spirit.
(a fruitless effort, though— if not for your failure that warned you to stay out of mixology, but the way your roommate's cat had knocked over your mug and ruined the flashcards you'd been wrestling with and looked completely smug with itself.)
really, though, there was absolutely nothing jolly about school, or exams. so when your favorite inefficient, sidetracking study buddy had offered to spend the weekend out, who were you to say no? nobara had offered to go find a club, but it was far too cold out to frolic around in skimpy clothing and your expensive winter coats were much too valuable to risk being stolen in the haze of drunken students and sweaty bodies. so, you'd decided to go shopping, because what else is there to do with her? besides the usual karaoke session with the upperclassmen she seems to like so much, of course.
turns out, it'd had been a group endeavor. or, more accurately— a group of four, unlike the duo you had previously thought you'd be going out in. yuji and megumi were there too— friends from separate majors; you'd heard that yuji was involved in the uprising surge of software engineers and computer science majors clambering for a shot in the world of big AI tech companies, even though he supposedly was about as computer-smart as your teetering old grandma ripe with age, permanently stuck in her rocking chair crocheting the days away.
megumi, on the other hand, was a mystery. you'd shared a few classes together; his chipped dark nails that shone the same blue as his esoteric eyes beneath the warmth of the glowing sun, and his inky black hair that spilled over the collars of his simple gray sweatshirts like effortlessly graceful calligraphy on paper had captured your attention as smooth and seamless as the daylight turned to darkness, days cut short by the onslaught of cold. even so, you'd never brought yourself to interact much— he seemed like he'd prefer to keep to himself, if the way he'd disdainfully scoot away from anyone who tried to approach him and turn up the volume of his headphones indicated anything. you had laughed to your friend and called it introversion to its finest, only to promptly shut up when his unmoving gaze landed on you, leaving you feeling like a clown on the stage, rimmed by rich dark red curtains and a wooden floorboard as the beaming spotlight shines upon you imaginary button nose, hot and glaring under his gaze.
even though you'd approved of his music taste once you snagged a few notes by the ear, you'd really thought his taste in fashion was too bland to be the type of person to shop with nobara— her meticulous style and image were much brighter and more flamboyant than megumi's jaded attempts at a splash of color through the occasional blue argyle or layered turtleneck. still, those were better than yuji's paltry attempts at fashion; at least the myriads of color on nobara's figure were coordinated. the pink-haired boy with funny scars on his face would probably have been better off learning graphic design or art, with the disasters of clashing colors on his person.
and he'd gotten the opportunity to demonstrate his questionable tastes on the chilly evening, when black ice had begun to form on the roads and the soft light of boutiques with slow jazz flowing from the speakers filled your frost-bitten red ears as you walked up to the shade of a nearby lamppost. once you'd all met up, nobara had hooked an arm around your elbow and dragged you off, leaving the boys to follow along like it was walking dogs.
honestly, you wouldn't be surprised if you were— at least, with yuji. he carried nobara's bags like she was the next princess in line, without complaint and with the little fearful quivers that dogs get in their legs whenever their owners scold them for barking or misbehaving, much like how nobara would yell at yuji if he dropped a single cream linen sweater or ruffled pink cami.
megumi, on the other hand, was far too lethargic and quiet to be considered any kind of canine. although the weaved bracelet on his left wrist with a cute little puppy charm you caught sight of when he'd rolled his sleeve up implied otherwise. the only reason he'd even had to do that was to rub the sickeningly sweet orange blossom hand sanitizer nobara had spritzed on each of your palms after you took turns petting a stray cat, one that seemed to take a great liking to you and megumi in particular.
the night seemed to drag on forever; pale yellow lights and holiday decorations blurred into swathes and bubbles of color in your vision as the hours passed and the caffeine from the cute little coffeeshop you'd stopped at earlier began to wear off.
but there had just been something magical about that evening; spending time with friends (albeit, more like acquaintances) had granted you a much-needed break from cramming your mind with an overflow of information that was sure to spill out the moment you answered the last exam question. so, when it was almost midnight and it was time to retire to your bed, you'd insisted on staying out for just a little longer while nobara and the rest returned to their dorms to catch some sleep. yuji had complained something about his legs cramping, but you were feeling giddy, and the stars were twinkling just as bright as the light in nobara's eyes were when you told her you had to soak in the fresh air for as long as you could before being locked in to study again as she laughed and headed home with her pink dog-boy escort in tow.
megumi had mumbled something about staying with you since it was late and he wanted to make sure you were safe. you didn't think too much about it, because if you did, you were sure you'd end up with a faced even more flushed than it was frostbitten from the cold.
so, here you were, strolling down the quieter side of town, a brooding boy with inky dark hair and hands pale with blue veins shoved into the pockets of his jacket trailing behind you. he had one airpod tucked into his pierced ear; you assumed he hadn't brought his headphones because yuji would be there to prattle and babble. even so, you were content not to say anything, so there was plenty of opportunity for him to wear both. but he wasn't. you decided not to linger on it.
you'd just finished writing a silly little note out of the crisp snow gathered on the windshield of some stranger's car; the flakes were cold and biting on your skin, leaving it feeling numb with little droplets of icy water when you pulled away to admire your handiwork.
"actually, maybe i shouldn't be doing that." you decided after a moment, mumbling under your breath. it was just a little message with a whiskered smiley face, but the headlights on the car and the bumper seemed to form a frown at you when you stepped back, shaking its motorized head at your vandalism.
"you think?"
megumi's voice sounded from behind you, a little weighed down by the cold with a wisp of warmth leaving his lips like a powdery exhale, curling into the prickly night air. he was standing on the sidewalk, observing you all prickly-like as if you were some flagrant toddler he was babysitting. you still had to get used to the way his voice sounded after rarely hearing it; the few crumbs you got when your professors forced obligatory presentations onto struggling students had sent this warm, fuzzy feeling collecting in your stomach at the rich tone of velvet it held. not rough or overly deep, but smooth and reassuring. the kind you could fall asleep to; like there was a lullaby just waiting to be poured from his tongue with little scratches in the indent of his tone.
of course, you hadn't heard enough of it to make such an assumption, so when you heard the little quip framed with irritation at the edges, it wasn't all sugary sweetness like you imagined.
"yeah, well, sorry i like to live a little," you huffed, rubbing your hands together in an attempt to resuscitate some warmth back into them with a small little sigh.
"you call that living?" he scoffs a little, cocking an eyebrow at the vandalized toyota behind you. now, it just looked a little sad; imaginary eyebrows over the red lights droopy in disappointment. you followed his gaze, before looking back at him and making a sour face as you stepped onto the sidewalk.
"maybe we just have different tastes, y'know? doesn't mean we don't have to get along like this," you mumbled, shaking your hands out a little to get the remaining snow droplets off before stuffing them back in your blazer pockets. "just like itadori and nobara. one has terrible taste in fashion and the other doesn't, but they both like their bright colors." you feel satisfied with yourself for that one, but clearly, megumi doesn't feel the same. but the corner of his pink lips seem to quirk up just a tiny bit, and you feel pride blooming in your chest.
there's just something about the way it looks— an almost implausible smile coaxed onto his lips by something particularly amusing, reaching his dull blue eyes in a way that made their usual tedious apathy morph into something like fondness, or appreciation. adding a shine to his navy irises the lamp light overhead could only hope to mimic. then again, you didn't let your mind linger on it for too long like usual— so instead you chalked it up to the one other thing that had caught your eye besides the sharpness of his jaw and the handsome slimness of his face: his jacket.
you take back what you said about his style and its blandness before— it would be unfair to what he was wearing right now. just a simple black turtleneck (one that you were sure he'd worn to the early morning wednesday lecture you had a few days ago, when the sun was still bright enough to catch on the condensation of the cup of lemonade your white-haired, oddly sweet-toothed professor had), and black jeans, but the vintage racing windbreaker hanging from his shoulders brought it together in a way that was unfairly seamless; all dark blues and stripes of checker; a neutral grayblue that reminded you of the sky on rainy afternoons, trudging about the shopping districts in tokyo. there were a few brand patches here and there, some red bubble lettering of names you didn't recognize in patches of color that brought out the shade of his eyes. maybe the labels of those energy drink brands you often caught him running on when the shadows beneath his long dark lashes seemed heavier than usual.
all that to say he looked good. like, seriously good. you didn't know how you hadn't noticed all night— but now that you had, it was hard to keep your eyes from his slim and tall silhouette (not that he minded). the jacket really complimented it.
"that's a neat jacket. where'd you get it?" you asked after a moment of chilling silence; he'd probably noticed you looking, and you prayed he didn't think you were checking him out. although, if that meant getting your hands on one of those windbreakers, you wouldn't really mind. he glanced up at you, tearing his attention from the sad snowy toyota camry that seemed worn past its years at the newfound attention on megumi's racing jacket. he blinked a little, and you didn't miss the little flake of frost on his eyelash; probably caught from brushing past a windowsill earlier. by now, most shops were closed; even so, the street still felt warm and safe. well, maybe it was to be credited to a person rather than the concrete— but like you had been all night, you ignored it.
"oh, this?" as if he was wearing more than one jacket (it was cute), "i thrifted it." and for some reason, you didn't expect to be surprised, but you were. him? thrifting? the few western-fashion tailored thrift stores you'd been to with nobara had been lacking— not like you'd been able to stay in them long; the artificial ginger had this... beef with reused clothes. she liked her clothes clean and fresh from the press, even if you reminded her they could just be fresh from someone else's press. megumi must be familiar with the antiquated racks of varied worn graphic tees and frayed pants if he could fish something that classy from a thrift store.
then again, it's not like you had any experience to go off of at all.
"really? y'know, i've always wanted to go thrifting," you sighed, stretching your arms out, watching the fabric of your blazer wrinkle and curve to follow the movement of your muscles. a light dusting of snow coated the surface, like powdered sugar on tiramisu. that makes the coffee stains fitting. "but i feel like i'm bad at it." you said, stepping over a crack in the sidewalk, the rubber bottom of your sneakers brushing against a little clump of pine green weeds.
"bad at it?" megumi echoes, following you with a faint ruffle of smooth fabric, like the sound of a zipper sliding down. before, the world had been a cool shade of gray, like smoke rising from a cigarette or the blurry blue of the sky from the window of a speeding bullet train. but now, you let yourself soak in the sound of his voice, like grinded coffee beans and a smooth, soothing honey medicine for your throat on a sick day when you get to cozy up in your bunk bed and watch the clouds drift by.
it's nice.
"yeah. like, i wouldn't know where to go, or what to find, or what to look for..." you trailed off, rubbing your cold fingers together again as your breaths leave in little exhales of coagulating mist in the cold night air. now that it was late, it the temperature would only continue to drop.
you walked in silence for a little longer, listening to the scuffles of shoes against concrete, glassy with ice that had begun to creep up on the roads like a steady stream of seafoam from the tides.
"why don't we go thrifting now, then?" he asks out of the snowy blue.
you paused, and you almost smacked straight into a pole. "now?" you spluttered, turning around to face him. the look on his face was unreadable; a mix between exasperation, amusement, an attempt at stoicism, and something like affection in the corner of his lips as they curved upward. it was like a CPR compression; the smile that sent fuzzy electricity through your veins and reinvigorated your heart.
"yes, now." he said it like you were stupid, which you might just be, the way you stared dumbly at his face. "the place i got this jacket from is just over there," he said, jutting a ring-adorned thumb behind him. you had to lean up and peek around his shoulder to see it; you wouldn't've noticed if he didn't point it out. it was tucked between two buildings, a stairway downward into the store. the only thing indicating its status as a retail and thrifting store was the broken neon sign and painted red arrow that gestured towards the staircase.
"looks really shady. and it's late." you grumbled after you got over yourself, and he shot you an irritated look. that was all he really seemed to be doing tonight; that downward knit of his dark eyebrows and the slight pout weighing his lips down. not very suave, you think.
he swallows hard, and you aimlessly watch the bob of his adam's apple. "well?" he prompts, a hard edge to his voice despite the situation. you stand there for a little while, marinating in the growing cold until you cant feel the tips of your fingers.
"fine."
one accidental slip on the crosswalk and a few minutes later, you're stepping down the last wooden stair of the thrift store and into the building's basement; it's much bigger than you would've thought, with an expanse of layered clothing racks that obscure your vision, the corners of the walls clogged with cobwebs and years of dust build up. there's a faint lingering scent of cigarette smoke and cologne; something vanilla that you've caught clinging to megumi's wrists and neck on the rare occasion you brush past him. faint jazz spills from the speakers, something in a swing rhythm with the signature lilt of saxophone that makes you think you should be out enjoying a romantic fancy dinner instead of being cooped up between old wrinkly moth-bitten clothes. but you're here with megumi, so you convince yourself you don't mind either way.
"you sure this is the right place?" you asked, trying (and failing) to keep the obvious distain from your voice as you kick a folded 'floor-is-wet' sign from your path and step into the store. you can't even see the cash register from where you're standing.
"yes, i'm sure. can you stop complaining?" you can practically hear the eyeroll in his voice, and you're sure you could see it too if you just turned around. "trust me. it's not all shit." his voice softens, and you freeze up a little as he brushes past you; the corridors and margins are tight, so he has to turn sideways to fit. even so, a tag on your coat manages to snag on his jacket, and you hasten to unhook it before he can notice. he almost disappears into the racks, and you have to follow him, pushing your way through thick coats and worn graphic tees that have cracked logos and balls of lints clinging to them.
you're no thrifting expert, but you're pretty sure the store's supposed to be in better condition than this.
"hey." megumi's voice soon snaps you back into reality, and you look up from the mustard yellow top you were eyeing warily to meet his sedate gaze. "the good stuff's in the back. c'mon." he doesn't give you much room to argue even though it sounds like you're here to do drugs rather than find clothing, and before you can react he's reached forward to grab your wrist and tug you along. a yelp of protest almost spills from your lips, but you bite your tongue and let him drag you along, trying to extinguish the hue of cherry you know is making a home on the tips of your ears.
you brush past patchwork coats and a few leather belts that've tangled with the lace from the silk shirts next to them, but nothing really catches your eye, until you realize that he's let go of you only because of the lack of warmth around your skin and you focus yourself on the current again. you glance up at him, but he already has his back turned to you, sifting through a rack of black shirts that all look the exact same. maybe you have an untrained eye, though.
still, you can't help it when your gaze lingers over the back of his neck; one strand of dark hair has caught itself beneath the collar of his turtleneck, and it irks you. and you decide to do something about it because you'll know it'll bother you if you don't.
time seems to move in a liquid slow; things are blurring and there's no mothballs or ugly recycled coats to get in your way as you reach over and swipe your hand across his neck, hooking a finger beneath the strand and pulling it out of his collar. it takes you a moment to realize what you just did, and when you do, it's like there's a permanent mark seared into your index finger just from the touch of his skin against your own. you think he might have whiplash because he turns his head around so fast to catch your gaze before you can slink away, eyes wide and eyebrows knit, and you notice his bottom lip is snagged between his teeth.
he raises an eyebrow, but before he can utter a shaming word that'll only make you feel more embarrassed you shake your head vigorously, apologetically.
"sorry— it was bothering me. i hope you don't mind." you managed to say, the words spilling out in a rush before you turned away and slipped past him, disappearing into an aisle of dresses. you can feel his gaze burning cold holes into your back as you distract yourself.
you don't let yourself linger on what you just did— you seem to be doing a lot of that, lately, especially with him as you go through a few batches of clothing. by now, it's far past midnight, and you're feeling much more sluggish than you'd like to admit. you haven't seen megumi in a good twenty minutes save for the few times you picked up a few shirts and a cute diner jacket you thought would look good on him. he just thanked you bluntly, taking the bundle of clothing from your arms before walking away to the fitting rooms. you wished he'd stay to let you see the jacket.
you'd tried on a few things, discarding your blazer in favor of a cute knitted cardigan you grabbed, but nothing seemed to stick the way you'd like them to. it would be a great help if you had nobara to assist, but you were sure she was snoring away at home right now, and at the thought of your warm, inviting bed, your knees wobbled a little and you balanced yourself on the wall.
"hey— oh, you alright?" it's an unfamiliar voice; you lift your head up, looking for the source. it's a young boy— he looks to be about your age, maybe a little younger. there's a blue lanyard around his neck, and he's got a spattering of freckles on his hands, which are curled around the collar of a white linen shirt. he must be the one who's tending to the store.
"yeah, i'm okay. sorry," you said hastily, pushing away and rubbing the back of your neck. how embarrassing— he didn't seem to mind, though. he just smiled, big and bright and toothy. cute. reminded you of how toddlers would grin up at parents with those huge red lollipops in hand.
"no worries. i just thought i'd let you know that we're closing soon, since it's almost 2am." he said, shifting his weight on his sneakers. you nodded, about to give a hum of confirmation before another voice cuts through the slow jazz filling the stifling air above, all familiar in its smoothness.
before you could respond, though— "[name]?" megumi's voice rang out in the quaint little store, calling for you, and so you give the employee an apologetic nod before you turn and start toward the noise. you pass a mirror with a coat draped over the top, peeking your head around a tall rack of long skirts to catch sight of the raven head, in all of his glory. you notice that he's taken off his windbreaker.
"what’s up? we have to go soon," you reminded him, yawning a little and rubbing your eyes as you straightened up and stepped over to his side. there was another mirror in front of him, you noticed, with fading stickers pale in the dim yellow light stuck to the wooden rim. even so, with the smudges and the bare sheen of the silver, he looked good. that black turtleneck really suits him.
"i know. i just wanted to ask for your opinion." he said, glancing at you from the corner of his eye. you tilted your head curiously, and he held up a deep mauve sweatshirt, with some varsity logo branded on the fabric. it had a nice touch to it; a warm color that reminded you of red wine and slow evenings. you were sure it had been one of the pieces you'd picked out for him, but you were too sleepy to recall. "you should try it on. i think it'd look good," you said, gesturing toward the mirror.
you think you must've said something wrong, because he looks at you for a moment too long before he seems to catch himself staring and he nods, a choked little sound leaving his throat which he hides by ducking his head down and covering his face with his long bangs. you think you're hallucinating the pink on his cheeks.
after a moment, he glances at you. "hold this," he shoves his jacket towards you, and you have no choice but to take it. doesn't seem like he's used to taking no for an answer, but you're certainly not the one complaining when he tugs the sweater over his head, ruffling his soft black hair as he steps a little closer to you, observing himself in the mirror while straightening out the folds and fixing his turtleneck. you were right— it does look good on him. almost unfairly so— you don't know how he manages to rock granny clothes so well, like he was born a retirement home's runway model.
unlike him, you're not a reticent shut in— and although you'd like to say you have no problem telling him how good he looks, it's still a little difficult when the words feel like they're lodged in your throat in order to prevent you from making a fool of yourself again. but you ignore it and push on.
"you look great. i think it really suits you," you breathed, shaking your head as your hands tighten around his jacket in your arms. he blinks, adjusting the collar before glancing down at you. you take a moment to really appreciate the sight— him, bathed in the soft yellow glow of the chipped lights overhead. despite the dilapidated store and the antiquated, worn clothing surrounding him, he still manages to look like some ethereal angel boy you'd stumble upon in a bookstore on a dreary winter's afternoon and never be able to get out of your mind again.
ink black eyelashes flutter when he blinks, framing his eyes like the bangs falling over his face when he turns around again to observe himself in the mirror once more before he takes the sweatshirt off. it catches on his turtleneck, which rides up when he slips the mauve sweater over his head, tussling his hair and exposing the dip of his pale hips, all muscle and flesh and bone, and you pray he chalks up the red on your face to the cold. the end of his belt dangles from the buckle as you hand his jacket back to him, fingers almost brushing— just barely out of reach.
a meager conversation flows between the two of you; you follow him through the endless maze of used clothing until you somehow stumble upon the cash register and he buys his sweater; the only thing he manages to buy after all this time spent milling about in a dusty, dinky little retail store. the boy from earlier helps check him out, and the icy glare he receives from megumi when he glances at you seems to fly straight past your head as you pick at your cuticles. the tips of your fingers are still red from messing with the frosty snow earlier. you wonder when the car owner will find your message.
it's almost freezing when you get out of the dusty shop, emerging from the smoke-stained alleyway stairs and into the cold night air. your breaths almost seem to form a precipitate, and the thought reminds you of the chemistry conversions waiting for you on your desk beneath the lamp, and you cringe internally. staying out for a few hours longer seems way better than succumbing to the never ending stream of worksheets and documents calling your name. you wonder if your charismatic professor will let you get away with a few assignments if you call in sick. are papercuts excuse enough?
the click of a lock behind you signifies the store's closing— the employee left through a back exit, it seems. and you realize too late that you left your blazer in the dressing room when you turn around and a sigh falls from your lips. megumi, paper bag in hand, glances over at you.
"you okay?"
you almost forgot he was there, in his brooding vintage racing jacket glory. you shake your head, before sighing forlornly again. he notices this, making a little face; his lips press together and his pretty eyes narrow. he thinks you sigh far too much. you'd look prettier if you smiled some more. he likes it when you do.
"i left my blazer in there, but he just closed it and it's so fucking cold out," you whined, bringing your hands to your face and rubbing your eyes tiredly. you're cold and your fingers are going numb again, and there's light snowfall. so much for not losing your coat at a club. you can't tell which one's worse. "sorry to complain so much, but do you mind if we—"
you're promptly cut off; the words on your tongue left unsaid, burning with the taste of bitter black coffee. your gaze trails from megumi's hand, the clink of his silver ring against the zipper rail of his jacket as his fingers curl around the fabric, up his arm to the sleeves of his dark turtleneck, rounding the curve of his shoulders and up his neck to his face. he's not looking at you.
the words that leave his wet lips are so small and hurried that you think you're hallucinating them; when you inevitably looked back at this moment later, you'd realize that he was being shy. he mumbles something under his sweet breath, and you ask him to speak up.
"i said, you can use mine." he repeats, louder than necessary as he finally brings himself to look down at you from under his lashes, biting the inside of his cheek. his voice is a little strained, and a soft breeze carrying the smell of cinnamon and fresh ice rustles his hair. you blinked, feeling like a deer caught in headlights over a layer of thin ice, ready to shatter at a moment's notice.
"oh— okay. um, do you have anywhere else you need to go..?" you said tentatively, reaching forward to take his jacket again. it was exactly like how you'd done back in the thrift store, but the vague sense of deja vu you get is accompanied by an endless fluttering of warmth in your stomach that melts away the winters and tiring exams, and the night seems to become a soft warm orange, as if someone's drained the cool hues from the landscape.
megumi just shook his head, reaching into his bag and taking out the sweater he'd bought earlier. he slips it on again, adjusting it over his shoulders and refusing to meet your eyes as he crumples the paper bag in his hands. you notice they're slightly trembling as he does it, fingers digging into the material with much more force than is really needed. his hair follows each movement of his head; the strain of the muscles in his neck when he swallows again and gestures for you to follow him back down the empty street, past cars coated in melting snow and jaunty yellow lights twinkling over the awnings of closed store windows, shut down for the night. the sweater suits him really well, you think; not too loose, but tight enough in the right places to send your heart racing a mile a minute.
you pull his jacket over your arms, tucking your sleeves in and zipping it up. it's big on you— that's no surprise, and you can almost taste the vanilla on your tongue, his cologne lingering on every fold of the insulated fabric. it's warm, and it feels like being enveloped in a tight hug. in megumi's head, he hopes— prays its him you think of if you ever feel that way again.
you walk in a stiff silence; both of you want to say something, but you're dancing around it, letting your words linger unsaid until the other breaks the ice first. it's only ever cracked once you reach the dorms, where you part ways. there's light snowfall, and a thin layer of white has coated his hair when you turn to face him. you reach forward, learning onto the tips of your toes to brush off the ice. his hair feels unimaginably soft beneath your fingers, slightly damp from the snow. but he's the furthest from cold when you pull away; his face is burning up.
by now, you can't bring yourself to mind.
"thank you," you said softly, sighing contentedly. you move to take his jacket off your shoulders and return it, but he stops you, holding a hand up. the expression on his face is unreadable, but his lips are pursed together in a way that makes you think he's pouting.
"don't worry—" a pause. " you can, uh. keep it. i know you wanted one. just... give it back when you want, yeah?" he says, curt. almost prude, if it weren't for the way he was avoiding your gaze out of embarrassment. it was like trying to play the world's most difficult game of whack-a'mole, attempting to catch his eyes and see the iceberg that's melted into pools of warm glittering affection in his blue irises. at the thought, you wonder if he likes arcades, and you make a mental note to suggest an activity to nobara the next time she has the urge for an escapade.
you don't bother asking him whether he's sure, because you don't want him to take his words back. so you linger there in a moment of silence, letting it hang over your heads like a warm throw blanket, cozied in front of a fireplace with a mug of hot chocolate in your hands. maybe a coffee mix like you'd attempted before.
angel boy clears his throat first to speak, all honey that links the syllables together like christmas ribbon; rich like orange flavored dark chocolate. "i'll see you later, then." it's short and sweet, but your heart is already flying so high on euphoria you can barely bring yourself to care, or suppress the giddy grin that's spreading across your lips.
yeah, you're tired. yeah, you're still a little cold and you think you need to thaw at your desk for a week until exams, but at least you've got his jacket to accompany you when your study buddy passes out first and you're alone on all nighters. frankly, you can't bring yourself to care— your head is spinning with the events of the chilly night, from crude messages in the snow to thrift store mothballs and lanyards, to one checkered racing jacket. but you don’t think it’s so bad when it threatens to stick to your memory, like chewed up gum under your professor’s desk. whether it’s from the students or the professor, that’s a mystery you’ll never solve.
"yeah. see you around, fushiguro." you can’t say the same about the mystery that megumi is, though. in fact, you think you’re already one step closer when you turn around and part ways, catching sight of him in the reflection of a frosted window. he’s slipping both of his airpods back into his ears, crimson at the tips.
the sound of your shoes against the rug stairway fills your ears as you clamber back up to your dorm, eyelids heavy with drowsiness and face flushed a pleasant warmth. even when you finally get to bed, you can't stop your eyes from drifting over to the bundle of lapis blue fabric sitting on your desk, and your mind from the soft spoken boy with eyes like the night sky and inky hair like calligraphy.
you decide you don't think his style is too bad, after all. and when you tell him that the next morning when he's still sleepy and his lashes fall slow when he blinks the weariness from his eyes, you get to enjoy the steady flush that stains his cheeks and prompts a hoarse cough from his throat when he ducks his head away and grumbles something under his breath, probably about being offended you even thought he was boring in the first place.
and if you ever ask, the only reason he lent you his windbreaker that night was to replace the scent of mothballs and dust with your sweet-smelling perfume.
so, as it turns out, you're able to get your hands on one of those pretty vintage racing jackets— except, it wasn't a new one; it was his. nobara hasn't stopped pestering you with questions since you showed up to class the next day; the only thing you hear for the next week is how much she regrets leaving early.
apparently, it's all yuji's fault.
my (riaki) stuff. don’t repost and/or plagiarize !
#ahhh im really sorry this is late;; got busy with life like those ao3 authors but much less impressive#i really like jazz i feel like not enough people do#just listen to persona music sometime. its worth#sometimes i make up words but thats ok as long as people buy it. i speak english first language trust 👨🔬#i feel like reader is kokomi or whatever her name is from saiki k#at that one ramen place but its a thrift store.. pretending it’s not all that bad except reader doesn’t rlly try LMFAO#for megumi!!! everything we do is for him 💐#megumi fushiguro x reader#fushiguro megumi x reader#megumi fushiguro x you#fushiguro megumi x you#megumi x reader#megumi x you#jjk fluff#jjk x reader#jujutsu kaisen x reader#jjk#megumi fushiguro#megumi fushiguro x y/n#billet-doux#and via thinks her titles r bad#I CAN FINALLMY. WORK ON MY CHRISTMAS EVENT
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thing is, the original star trek correctly predicted a lot of the technology we have today. cell phones, which probably exist because of star trek. automatic doors. synthesised female-voiced computers that you can ask questions to, and they'll collate information to give you a response. digital styluses. touch screen tablets. search engines. speech-to-text dictation software. skype. one episode, 'the ultimate computer,' even features a decision-making AI so advanced that certain people argue it can successfully replace a human. but star trek also predicted that by the time we had these technologies, we'd be better than we are. we'd be kinder, peaceful, a "united earth." i dont know, man. i dont know
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software engineers will sometimes imply MY job could be replaced with AI and it's like yeah I suppose but good fucking luck training a computer to translate the absolute bullshit you spew on a regular basis into regular human terms that the common user can understand.
if my job is being replaced by AI, then newsflash, all of y'all's jobs are being replaced too, because it means a human is no longer using any software or hardware to complete tasks, and we're at the mercy of our AI overlords, but maybe that's not so bad.
#its funny cuz like my entire job is just communicating complicated jargon into user friendly guidance#i dont think a computer is capable of understanding how the human mind works in this way not yet#but even if it was#if it was smart enough to do that#then humans will be superfluous by that point anyway#you literally will need tech writers as long as you have human beings using.#.tech#lmao
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Elon Musk’s so-called Department of Government Efficiency (DOGE) operates on a core underlying assumption: The United States should be run like a startup. So far, that has mostly meant chaotic firings and an eagerness to steamroll regulations. But no pitch deck in 2025 is complete without an overdose of artificial intelligence, and DOGE is no different.
AI itself doesn’t reflexively deserve pitchforks. It has genuine uses and can create genuine efficiencies. It is not inherently untoward to introduce AI into a workflow, especially if you’re aware of and able to manage around its limitations. It’s not clear, though, that DOGE has embraced any of that nuance. If you have a hammer, everything looks like a nail; if you have the most access to the most sensitive data in the country, everything looks like an input.
Wherever DOGE has gone, AI has been in tow. Given the opacity of the organization, a lot remains unknown about how exactly it’s being used and where. But two revelations this week show just how extensive—and potentially misguided—DOGE’s AI aspirations are.
At the Department of Housing and Urban Development, a college undergrad has been tasked with using AI to find where HUD regulations may go beyond the strictest interpretation of underlying laws. (Agencies have traditionally had broad interpretive authority when legislation is vague, although the Supreme Court recently shifted that power to the judicial branch.) This is a task that actually makes some sense for AI, which can synthesize information from large documents far faster than a human could. There’s some risk of hallucination—more specifically, of the model spitting out citations that do not in fact exist—but a human needs to approve these recommendations regardless. This is, on one level, what generative AI is actually pretty good at right now: doing tedious work in a systematic way.
There’s something pernicious, though, in asking an AI model to help dismantle the administrative state. (Beyond the fact of it; your mileage will vary there depending on whether you think low-income housing is a societal good or you’re more of a Not in Any Backyard type.) AI doesn’t actually “know” anything about regulations or whether or not they comport with the strictest possible reading of statutes, something that even highly experienced lawyers will disagree on. It needs to be fed a prompt detailing what to look for, which means you can not only work the refs but write the rulebook for them. It is also exceptionally eager to please, to the point that it will confidently make stuff up rather than decline to respond.
If nothing else, it’s the shortest path to a maximalist gutting of a major agency’s authority, with the chance of scattered bullshit thrown in for good measure.
At least it’s an understandable use case. The same can’t be said for another AI effort associated with DOGE. As WIRED reported Friday, an early DOGE recruiter is once again looking for engineers, this time to “design benchmarks and deploy AI agents across live workflows in federal agencies.” His aim is to eliminate tens of thousands of government positions, replacing them with agentic AI and “freeing up” workers for ostensibly “higher impact” duties.
Here the issue is more clear-cut, even if you think the government should by and large be operated by robots. AI agents are still in the early stages; they’re not nearly cut out for this. They may not ever be. It’s like asking a toddler to operate heavy machinery.
DOGE didn’t introduce AI to the US government. In some cases, it has accelerated or revived AI programs that predate it. The General Services Administration had already been working on an internal chatbot for months; DOGE just put the deployment timeline on ludicrous speed. The Defense Department designed software to help automate reductions-in-force decades ago; DOGE engineers have updated AutoRIF for their own ends. (The Social Security Administration has recently introduced a pre-DOGE chatbot as well, which is worth a mention here if only to refer you to the regrettable training video.)
Even those preexisting projects, though, speak to the concerns around DOGE’s use of AI. The problem isn’t artificial intelligence in and of itself. It’s the full-throttle deployment in contexts where mistakes can have devastating consequences. It’s the lack of clarity around what data is being fed where and with what safeguards.
AI is neither a bogeyman nor a panacea. It’s good at some things and bad at others. But DOGE is using it as an imperfect means to destructive ends. It’s prompting its way toward a hollowed-out US government, essential functions of which will almost inevitably have to be assumed by—surprise!—connected Silicon Valley contractors.
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AI only replaces low level software engineers and slop ad copywriters, the investment bubble bursts almost as bad as the metaverse did, it continues on mostly as a curiosity, videos and images are no longer any kind of evidence of reality although our instincts for catching it do continue to improve, some people get unjustly fired, we all realize we might be posting to bots all day and the internet becomes completely useless for socializing, we log off and are lonelier than before but society doesn't collapse
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to ppl who are currently skeptical about llm (aka "ai") capabilities and benefits for everyday people: i would strongly encourage u to check out this really cool slide deck someone made where they describe a world in which non-software-engineers can make home-grown apps by and for themselves with assistance from llms.
in particular there are a couple of linked tools that are really amazing, including one that gives you a whiteboard interface to draw and describe the app interface you want and then uses gpt4o to write the code for that app.
i think it's also an excellent counter to the argument that llms are basically only going to benefit le capitalisme and corporate overlords, because the technology presented here is actually being used to help users take matters into their own hands. to build their own apps that do what they want the apps to do, and to do it all on their own computers, so none of their private data has to get slurped up by some new startup.
"oh, so i should just let openai slurp up all my data instead? sounds great, asshole" no!!!! that's not what this is suggesting! this is saying you can make your own apps with the llms. then you put your private data in the app that you made, and that app doesn't need chatgpt to work, so literally everything involving your personal data remains on your personal devices.
is this a complete argument for justifying the existence of ai and llms? no! is this a justification for other privacy abuses? also no! does this mean we should all feel totally okay and happy with companies laying off tons of people in order to replace them with llms? 100% no!!!! please continue being mad about that.
just don't let those problems push you towards believing these things don't have genuinely impressive capabilities that can actually help you unlock the ability to do cool things you wouldn't otherwise have the time, energy, or inclination to do.
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I am seeing two types of devs emerge.
Type A believes AI will cause engineers to lose their jobs, and that they will be replaced by AI coding. Thus they are anti-AI tooling.
Type B believes that if you do not use AI coding, you will fall behind, and that AI coding is the only way forward. Thus they are pro-AI tooling.
The thing that these two types of devs have in common is that neither of them are good at software engineering.
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I have been strict about all the apps that have political opinions on them on my phone during the day so I keep randomly scrolling LinkedIn for a couple of mins out of scrolling habit and have to read 10 posts in a row about vibe coding and whether software engineers will be replaced with AI instead
#some words#now if i see more than two i stop scrolling#so i usually close it after about 10 secs#i have used cursor at work#and i will not be replaced by vibe coders any time soon
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Conspiratorialism as a material phenomenon

I'll be in TUCSON, AZ from November 8-10: I'm the GUEST OF HONOR at the TUSCON SCIENCE FICTION CONVENTION.
I think it behooves us to be a little skeptical of stories about AI driving people to believe wrong things and commit ugly actions. Not that I like the AI slop that is filling up our social media, but when we look at the ways that AI is harming us, slop is pretty low on the list.
The real AI harms come from the actual things that AI companies sell AI to do. There's the AI gun-detector gadgets that the credulous Mayor Eric Adams put in NYC subways, which led to 2,749 invasive searches and turned up zero guns:
https://www.cbsnews.com/newyork/news/nycs-subway-weapons-detector-pilot-program-ends/
Any time AI is used to predict crime – predictive policing, bail determinations, Child Protective Services red flags – they magnify the biases already present in these systems, and, even worse, they give this bias the veneer of scientific neutrality. This process is called "empiricism-washing," and you know you're experiencing it when you hear some variation on "it's just math, math can't be racist":
https://pluralistic.net/2020/06/23/cryptocidal-maniacs/#phrenology
When AI is used to replace customer service representatives, it systematically defrauds customers, while providing an "accountability sink" that allows the company to disclaim responsibility for the thefts:
https://pluralistic.net/2024/04/23/maximal-plausibility/#reverse-centaurs
When AI is used to perform high-velocity "decision support" that is supposed to inform a "human in the loop," it quickly overwhelms its human overseer, who takes on the role of "moral crumple zone," pressing the "OK" button as fast as they can. This is bad enough when the sacrificial victim is a human overseeing, say, proctoring software that accuses remote students of cheating on their tests:
https://pluralistic.net/2022/02/16/unauthorized-paper/#cheating-anticheat
But it's potentially lethal when the AI is a transcription engine that doctors have to use to feed notes to a data-hungry electronic health record system that is optimized to commit health insurance fraud by seeking out pretenses to "upcode" a patient's treatment. Those AIs are prone to inventing things the doctor never said, inserting them into the record that the doctor is supposed to review, but remember, the only reason the AI is there at all is that the doctor is being asked to do so much paperwork that they don't have time to treat their patients:
https://apnews.com/article/ai-artificial-intelligence-health-business-90020cdf5fa16c79ca2e5b6c4c9bbb14
My point is that "worrying about AI" is a zero-sum game. When we train our fire on the stuff that isn't important to the AI stock swindlers' business-plans (like creating AI slop), we should remember that the AI companies could halt all of that activity and not lose a dime in revenue. By contrast, when we focus on AI applications that do the most direct harm – policing, health, security, customer service – we also focus on the AI applications that make the most money and drive the most investment.
AI hasn't attracted hundreds of billions in investment capital because investors love AI slop. All the money pouring into the system – from investors, from customers, from easily gulled big-city mayors – is chasing things that AI is objectively very bad at and those things also cause much more harm than AI slop. If you want to be a good AI critic, you should devote the majority of your focus to these applications. Sure, they're not as visually arresting, but discrediting them is financially arresting, and that's what really matters.
All that said: AI slop is real, there is a lot of it, and just because it doesn't warrant priority over the stuff AI companies actually sell, it still has cultural significance and is worth considering.
AI slop has turned Facebook into an anaerobic lagoon of botshit, just the laziest, grossest engagement bait, much of it the product of rise-and-grind spammers who avidly consume get rich quick "courses" and then churn out a torrent of "shrimp Jesus" and fake chainsaw sculptures:
https://www.404media.co/email/1cdf7620-2e2f-4450-9cd9-e041f4f0c27f/
For poor engagement farmers in the global south chasing the fractional pennies that Facebook shells out for successful clickbait, the actual content of the slop is beside the point. These spammers aren't necessarily tuned into the psyche of the wealthy-world Facebook users who represent Meta's top monetization subjects. They're just trying everything and doubling down on anything that moves the needle, A/B splitting their way into weird, hyper-optimized, grotesque crap:
https://www.404media.co/facebook-is-being-overrun-with-stolen-ai-generated-images-that-people-think-are-real/
In other words, Facebook's AI spammers are laying out a banquet of arbitrary possibilities, like the letters on a Ouija board, and the Facebook users' clicks and engagement are a collective ideomotor response, moving the algorithm's planchette to the options that tug hardest at our collective delights (or, more often, disgusts).
So, rather than thinking of AI spammers as creating the ideological and aesthetic trends that drive millions of confused Facebook users into condemning, praising, and arguing about surreal botshit, it's more true to say that spammers are discovering these trends within their subjects' collective yearnings and terrors, and then refining them by exploring endlessly ramified variations in search of unsuspected niches.
(If you know anything about AI, this may remind you of something: a Generative Adversarial Network, in which one bot creates variations on a theme, and another bot ranks how closely the variations approach some ideal. In this case, the spammers are the generators and the Facebook users they evince reactions from are the discriminators)
https://en.wikipedia.org/wiki/Generative_adversarial_network
I got to thinking about this today while reading User Mag, Taylor Lorenz's superb newsletter, and her reporting on a new AI slop trend, "My neighbor’s ridiculous reason for egging my car":
https://www.usermag.co/p/my-neighbors-ridiculous-reason-for
The "egging my car" slop consists of endless variations on a story in which the poster (generally a figure of sympathy, canonically a single mother of newborn twins) complains that her awful neighbor threw dozens of eggs at her car to punish her for parking in a way that blocked his elaborate Hallowe'en display. The text is accompanied by an AI-generated image showing a modest family car that has been absolutely plastered with broken eggs, dozens upon dozens of them.
According to Lorenz, variations on this slop are topping very large Facebook discussion forums totalling millions of users, like "Movie Character…,USA Story, Volleyball Women, Top Trends, Love Style, and God Bless." These posts link to SEO sites laden with programmatic advertising.
The funnel goes:
i. Create outrage and hence broad reach;
ii, A small percentage of those who see the post will click through to the SEO site;
iii. A small fraction of those users will click a low-quality ad;
iv. The ad will pay homeopathic sub-pennies to the spammer.
The revenue per user on this kind of scam is next to nothing, so it only works if it can get very broad reach, which is why the spam is so designed for engagement maximization. The more discussion a post generates, the more users Facebook recommends it to.
These are very effective engagement bait. Almost all AI slop gets some free engagement in the form of arguments between users who don't know they're commenting an AI scam and people hectoring them for falling for the scam. This is like the free square in the middle of a bingo card.
Beyond that, there's multivalent outrage: some users are furious about food wastage; others about the poor, victimized "mother" (some users are furious about both). Not only do users get to voice their fury at both of these imaginary sins, they can also argue with one another about whether, say, food wastage even matters when compared to the petty-minded aggression of the "perpetrator." These discussions also offer lots of opportunity for violent fantasies about the bad guy getting a comeuppance, offers to travel to the imaginary AI-generated suburb to dole out a beating, etc. All in all, the spammers behind this tedious fiction have really figured out how to rope in all kinds of users' attention.
Of course, the spammers don't get much from this. There isn't such a thing as an "attention economy." You can't use attention as a unit of account, a medium of exchange or a store of value. Attention – like everything else that you can't build an economy upon, such as cryptocurrency – must be converted to money before it has economic significance. Hence that tooth-achingly trite high-tech neologism, "monetization."
The monetization of attention is very poor, but AI is heavily subsidized or even free (for now), so the largest venture capital and private equity funds in the world are spending billions in public pension money and rich peoples' savings into CO2 plumes, GPUs, and botshit so that a bunch of hustle-culture weirdos in the Pacific Rim can make a few dollars by tricking people into clicking through engagement bait slop – twice.
The slop isn't the point of this, but the slop does have the useful function of making the collective ideomotor response visible and thus providing a peek into our hopes and fears. What does the "egging my car" slop say about the things that we're thinking about?
Lorenz cites Jamie Cohen, a media scholar at CUNY Queens, who points out that subtext of this slop is "fear and distrust in people about their neighbors." Cohen predicts that "the next trend, is going to be stranger and more violent.”
This feels right to me. The corollary of mistrusting your neighbors, of course, is trusting only yourself and your family. Or, as Margaret Thatcher liked to say, "There is no such thing as society. There are individual men and women and there are families."
We are living in the tail end of a 40 year experiment in structuring our world as though "there is no such thing as society." We've gutted our welfare net, shut down or privatized public services, all but abolished solidaristic institutions like unions.
This isn't mere aesthetics: an atomized society is far more hospitable to extreme wealth inequality than one in which we are all in it together. When your power comes from being a "wise consumer" who "votes with your wallet," then all you can do about the climate emergency is buy a different kind of car – you can't build the public transit system that will make cars obsolete.
When you "vote with your wallet" all you can do about animal cruelty and habitat loss is eat less meat. When you "vote with your wallet" all you can do about high drug prices is "shop around for a bargain." When you vote with your wallet, all you can do when your bank forecloses on your home is "choose your next lender more carefully."
Most importantly, when you vote with your wallet, you cast a ballot in an election that the people with the thickest wallets always win. No wonder those people have spent so long teaching us that we can't trust our neighbors, that there is no such thing as society, that we can't have nice things. That there is no alternative.
The commercial surveillance industry really wants you to believe that they're good at convincing people of things, because that's a good way to sell advertising. But claims of mind-control are pretty goddamned improbable – everyone who ever claimed to have managed the trick was lying, from Rasputin to MK-ULTRA:
https://pluralistic.net/HowToDestroySurveillanceCapitalism
Rather than seeing these platforms as convincing people of things, we should understand them as discovering and reinforcing the ideology that people have been driven to by material conditions. Platforms like Facebook show us to one another, let us form groups that can imperfectly fill in for the solidarity we're desperate for after 40 years of "no such thing as society."
The most interesting thing about "egging my car" slop is that it reveals that so many of us are convinced of two contradictory things: first, that everyone else is a monster who will turn on you for the pettiest of reasons; and second, that we're all the kind of people who would stick up for the victims of those monsters.
Tor Books as just published two new, free LITTLE BROTHER stories: VIGILANT, about creepy surveillance in distance education; and SPILL, about oil pipelines and indigenous landback.

If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:
https://pluralistic.net/2024/10/29/hobbesian-slop/#cui-bono
Image: Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg
CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en
#pluralistic#taylor lorenz#conspiratorialism#conspiracy fantasy#mind control#a paradise built in hell#solnit#ai slop#ai#disinformation#materialism#doppelganger#naomi klein
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[There were many things that Soundwave was. Symbiont host bot. Surveillance extraordinaire. Third in Command of the Decepticon Forces. Head Communications Officer. However, the most important aspect of it was often the most forgotten about, or simply thought of in passing- Soundwave had almost complete control over the Nemesis' systems.]
THE EXODUS
[This control was for several reasons; it had the processing power built into its frame to ensure that the automated systems did not meet unexpected failure, it needed to be able to adjust trajectory, course and speed at the blink of an optic, groundbridging, ensuring weapons and communications arrays always performed at top capabilities.]
[The control the mech had over the ship was not absolute- to save processing power, and to prevent becoming utterly useless in its other duties, Soundwave had created a patch that allowed the ship AI to take over the less relevant tasks. They would check in often, go over reports, fix what was broken. Though, it was easy enough to regain that control, and that's exactly what Soundwave was doing.]
[The mech silently stood at its usual terminal, paying no attention to the vehicons that came in and out of the bridge. It could vaguely hear the outraged cries of Lord Megatron- something about Starscream not responding to his comms. Soundwave couldn't help the small smirk behind its visor. Soon, that was going to be the least of Megatron's worries.]
[No, soon enough, Megatron would have a complete catastrophe on his servos.]
[Indeed, Soundwave had spent the last two weeks painstakingly coding a seek-and-destroy virus. While it would have been much easier to simply set the Nemesis to self destruct and leave, there was no guarantee that it would actually self destruct. That process required two codes, both of which it knew, then sent out a ping to the high command. It only took one code- the code Megatron knew- to halt the process in its tracks.]
[A virus though? A virus could be built to be discreet, undetectable, and just as devistating. The virus itself was complex- it had to be, for its task was no simple one. It had to utilize the AI's blindspots and complex firewall navigation to remain undetected. It had to be able to pull power directly from the engine's electical outputs to various systems simultaneously. It had to have every access and failsafe code built into it.]
[The virus would take the electrical output and put each targeted system into overdrive. Not only would this completely fry any and all circuitry, systems like the space bridge, communications array and cloaking would be rendered completely unusable. The electrical generators that powered them would more than likely explode and require either a full replacement, rebuild or extensive repairs. The Nemesis and her crew would be rendered sitting targets with no escape.]
[Truly, it was a feat of software engineering.]
[Soundwave had run tests earlier last week on its outputs and capabilities, which explained the strange system failures and power fluctuations the vehicons had been complaining about. The code had to be perfect- Soundwave would not be there to witness its execution, nor would it be patched into the systems. If it were, it ran the risk of being disabled itself, either by Lord Megatron or the virus. That was a risk it was not willing to take.]
[Soundwave had finished uploading the virus and was in the process of setting a four hour timer when Lord Megatron stormed in. It quickly finished and shut off the terminal before facing the enraged mech that stood in the middle of the bridge. Megatron was pointing a clawed servo at it.]
"Where are the seekers, Soundwave." It wasn't a question, rather a demand.
[Soundwave considered its options carefully. Though, the longer it waited, the angrier Megatron seemed to get. It quickly scrambled together a series of images from the last few days. Starscream in their quarters tending to Aurora, Thundercracker and Skywarp getting ready for patrol, Slipstream and her trine arguing in their own quarters.]
"If that is where they are, then why can't I find them? In fact," Megatron stepped closer to Soundwave.
[His field was alight with anger and suspicion. Megatron was close enough to touch, to get a true read. His field betrayed the way he knew something was going on, but Soundwave had no way of connecting the dots without that physical contact. Yet, it did not reach out, and neither did Megatron.]
"You know why, don't you?"
[Megatron raised a clawed servo, his index digit a mere milimeter away from Soundwave's visor. Still, they did not touch. Megatron was undoubtedly toying with it at this point.]
"I knew that little fling you had, and that slagged sparkling was going to cause more trouble than its worth." Megatron's voice was low, and if Soundwave didn't know any better, it would have classified the tone as sultry.
"I told Starscream to stay away from you, that I couldn't have my invaluable third in command distracted from its duties."
[Soundwave stayed maddeningly silent. It had no idea where Megatron's mind was- what he thought was going on, what he was going to do. There was an electrical charge that ran up its spinal strut and its HUD flashed the option to activate its battle protocols. It quickly denied that, standing stone still.]
"But, you wouldn't betray me, would you Soundwave?"
[Megatron's voice teetered between fake and genuine concern. Soundwave shut down the urge to shudder and shook its helm.]
"No, I didn't think so."
[Megatron's servo finally made contact with Soundwave's visor as he pet the mech with the back of his knuckles. Images instantly floated to Soundwave's mind, visions of unspeakable violence aimed towards itself, its mate, the seekers and...Aurora.]
[Megatron was threatening it.]
"Bring me the seekers, Soundwave." Megatron did not need to tack on the or else.
[Still, his threats rang hollow to Soundwave. There would have been a time where Soundwave would have ended the interaction cowering in fear, not unlike Starscream, but that time was also when its loyalty was unquestionable. Now, there was no loyalty left- not to Megatron at least.]
[Soundwave had evolved past whatever was keeping it here. Whether it be that it had no other tangible experiences than fighting to survive or that simply the Decepticons were all it had left- neither of those things were true now. It had something to live and fight for other than itself and someone it used to call Lord.]
[Megatron had left the bridge by now. The remaining vehicons stood as silent as ever, their fields anxious and jittery. It paid no mind to them as it faced the terminal and turned it on.]
[Soundwave opened an encrypted message link and searched the frequencies until it found the one it was looking for. Autobot signals and messaging might be encrypted, but there was always at least one open comm link available. It was untraceable, and had to go through several layers of scrambling, but it was a well known secret. Anyone who dared use it, at least within the Decepticon ranks, was immediately considered a traitor.]
[At this point, that is exactly what Soundwave was.]
[Soundwave unspooled a datacable and connected it to the terminal. It uploaded a large data packet containing vital Decepticon intelligence, and an inert copy of the virus, only to prove its good faith. It sent the datapacket with the following message.]
Use this wisely.
[Soundwave turned off the terminal. It had a limited amount of time to enact the next portion of the plan. Luckily, it had been smart enough to transport its Rumble and Frenzy to an unused, secure site a few days ago. It had stolen medical supplies to keep them stable- not like Knockout would notice anyway. Still, its spark ached. They were stable, but still had not even shifted. Soundwave didn't know if they ever would again.]
[It lightly shook its helm, perishing the thought. It needed to disconnect itself from the ship entirely, not focus on its woes. Soundwave quickly found its way to the engineering terminal and plugged itself in.]
[One by one, it disconnected from the systems. The sensations of the freed up processing power quickly began to leave it dizzy and unwell. Its frame had been constructed with the intended load of the Nemesis. To no longer have that weight on its neural net was both freeing and debilitating. Its thoughts raced by too fast- there was nothing to hinder them anymore.]
[The last one it disconnected from was surveillance. Its HUD suddenly became quiet. Too quiet. There was no constant video chatter, no moving images in the corner of its optics. For once, it could see the reflection of its optics against the tinted glass. That was perhaps the most unsettling part.]
[Soundwave had to take a moment. It felt like it was swimming under solvent, while also being pulled into a tidepool. Perhaps it had detached itself too fast, but time was not something it had. Still, everything felt terribly empty and lonely, its HUD blank, its mind startlingly clear.]
[Now, all there was left to do was...Leave.]
[There would be no goodbyes. Knockout was gone, and it doubted Shockwave would want one. Soundwave certainly was not going to say goodbye to Megatron.]
[It was not the time for sentimentality. Soundwave had already packed its things and left it with Rumble and Frenzy. The only issue was that Soundwave no longer had a space bridge. It would have to fly.]
[Quietly, the mech made its way to the very same flight deck that its relationship with Starscream started on. Luckily, there was no one out there. The sun blazed low on the horizon, painting the sky with firey reds and oranges. Tinges of purple could be seen the higher it looked. Briefly, Soundwave wondered if the Stolen Secret would ever witness sunsets as beautiful as this.]
[Without a final look back, Soundwave transformed and raced into the sky.]
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