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dreamingofaizawa · 3 months ago

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Pretty Young Thing

Retired!Older! Kakashi Hatake x AFAB!Kunoichi! Reader

***This piece is rated M for MATURE. 18+ entry only***

Warnings: Age gap (like 20+ years dude fr it's a GAP), longing, Kakashi being smitten, Kakashi being awkward and emotionally constipated, penetrative sex (p in v), fingering, cum eating, pussy slapping, creampies (wrap it before you tap it, people), squirting, overstimulation, VERY BRIEF dd/lg dynamic (I COULDN'T RESIST I'M SORRY)

Word Count: 4.5k

Author's Note: So. This was SUPPOSED to be a short drabble about Kakashi getting older and retiring and being interested in a cute, young, you. However, I couldn't stop my brain from braining and my hands from typing. It was gonna be less than 500 words. I don't know WHAT possessed me, but here I am.

ENJOY~

He's been forced into retirement. At least, that's what he tells everyone for the first few years, unable to fight the urge to get out in the field at every opportunity and being shot down. He sticks around the academy, and they allow him to still teach and help the next generation of ninja grow into well-rounded shinobi, for two reasons: he's an incredibly skilled and talented ninja that can pass on all of his skills, and he goes absolutely stir crazy trying to find something to do with his life after finishing Icha Icha.

Truthfully, he'd finished the series within the first 48 hours of his retirement, then re-read the damn series twice over before he finally got sick of it all. He couldn't take the lack of, well, anything.

Throughout his life he's fought countless battles, lost loved ones, and even the war took its toll on his body and his mind. But he misses it. Misses the action, misses the rush and the thrill. He's restless. His fingers twitch when he's sitting for too long, his legs bouncing and tapping on the floor when he's stood still in the kitchen waiting for a meal to finish on the stove. Even cooking can't seem to keep him occupied enough.

But he manages, eventually. Runs and works out in almost all of his free time, waking up at the crack of dawn to train himself for nothing every morning. Cooks every single meal and even bakes more desserts than he could possibly eat in his lifetime, brings all of his extra cupcakes and pies to his students when he finally has a new class. Not a team, no, he's been relegated to indoor classroom settings only. Nothing that could get him out in the field. And he tries to read new books. Nothing really catches his eye though, not enough to gerner his attention like he needs it to.

But then you show up.

You, a pretty young thing that's moved from the Hidden Mist village to come teach the young about your own village's history. It's part of the new initiative Naruto put in, once he'd finally reached his dream of becoming Hokage and got the village back in order. You're part of a group of eight shinobi, two from each major village, who were assigned to Konoha to begin a sort of fusion between the villages. Eight of the leaf's shinobi were sent out to the other villages as well.

He'd only managed to notice you while he was dropping off some of those extra desserts he'd made to occupy his time. You caught his eye like sunlight through stained glass, displaying to the students a few water-style jutsu that the Mist had perfected long ago and passed down through generations. He was mesmerized. You moved like the tides, body fluid like water, graceful and powerful. Clearly you'd mastered these techniques on an entirely different level, the motions so fluent you could probably do them in your sleep.

That's all it took for him to latch onto you. He's infatuated, really. After watching the demonstration, he actually offers you and your students the lemon-raspberry cookies he'd made last night. He talked with you for what must have been hours after that, all your classes having finished for the day and you strolled through Konoha. It was your first day, you'd said, and you were still trying to figure out the layout of the village.

"It's a lot bigger than the Mist. I didn't know what to expect if I'm being honest. I got here yesterday afternoon, and got lost on the way to school this morning." You laugh then, and he finds himself laughing with you. He offers to give you an escort whenever you find yourself needing one, offers to show you all the good food and the prettiest spots to laze in the sun.

It's about three months in that he finds himself actively looking for you during his morning run through the village. Not around the village, not anymore, ever since you'd moved here. He changed his entire running route to be able to spot you if you'd gotten lost, and then detoured to get you back on the path to school. Hell, he even walks you all the way to the front door of your classroom.

It takes him far too long to admit to himself that he's developing romantic feelings for you.

And he's a little ashamed about the whole thing.

He knows he's getting older, mid-late forties, dangerously close to fifty but he won't admit that to anyone if they ask. If his hair weren't already white, it'd be noticeably graying. His body's gotten just a little softer with age, but he stays as active as he can. He won't deny he's no spring chicken.

But you're young, maybe a little over half his age, can't be older than thirty. It's...strange. You're younger than any of Team 7, who he considers his children, but somehow you've circumvented that entirely. Maybe it's because he hadn't watched you grow up, maybe it's because you seem so accomplished and put-together, maybe it's because he still feels like he's a younger man than he is. But it's strange.

It's strange, and he feels a little guilty, especially when he's all alone late at night and his mind wanders a little too far back to Icha Icha. Especially when he's tenting his boxers and rubbing one out to ease the tension and suddenly all he can see in his mind is you. Especially when the post-nut clarity hits him like a truck, because he knows what people say and think about an age gap that large.

"When have you ever cared about what other people think, Kakashi?" Yamato tilts his head, pulling the emptying bottle of sake from his white-haired friend's hands.

"Yeah, yeah, I know."

"Besides, if it helps at all, here's what I think. I think you're both fully grown adults, and as long as she actually wants to be in a relationship and you don't force her hand, there's absolutely nothing wrong with it." Kakashi's head hits the back of the cracked leather seat of the booth, a short sigh escaping him. Yamato is right.

And then he's yearning for you. Looking for your face everywhere, seeking you out whenever he finds another class to teach, visiting you after you finish your classes to drop off another tray of sweets. He's walked you home more times than he can count now, and he's watched your eyes light up as the sun sets behind the treeline and paints the sky in brilliant orange and pink hues. You'd never seen such beautiful sunsets. You say the Hidden Mist is always cloudy or shrouded in a thick fog, so the sky is always gray unless the sun is at its peak and can shine down enough to break through the mist.

He loves watching you watch the sun set. He loves watching you teach the kids. He loves watching you perform jutsu he's never seen before. He loves walking you to class every morning even though you already know your way around the village by now. He loves being in your presence, and hearing your voice, and seeing you smile and hearing you laugh at all his stupid jokes.

He's so far gone. The worst part is that he won't do anything about it. Because there's no way a pretty, young thing like you could be any kind of interested in someone like him. Aged, retired, his lease on life far from new. Not a chance you'd even consider him a suitor in any fashion.

Right?

"Hey, Kakashi?" He hums in response, walking alongside you as you two take a stroll after school. It's a route you two take often, after he'd shown you the best spots to watch the sky at sunset.

"You go running every morning, don't you? To keep in shape?" Another hum, but this time he's looking at you and your strangely mischievous expression. To your credit, you're trying your absolute hardest to keep your face neutral as you plan out your next moves.

"Why do you ask?" You shrug, but it's far from nonchalant. It's forced, as if you needed to pretend to be indifferent. You're scheming.

"Oh, no reason."

"Right." He doesn't believe you. Even as you lapse into silence for a few minutes, he can see the way your entire body is coiled, ready to take off like a spooked rabbit. But you're not afraid, no, you're excited about something. Then, you stop in your tracks, and face him head-on. His head tilts, and you reach out with one hand, your entire palm laying flat on his chest where his heart beats entirely too fast for the pace you'd been walking at. And your smile. It's so sweet, so innocent, and the little giggle that slips out makes his head light.

"Tag, you're it!" Then you're gone. He blinks, and you've vanished, having initiated a game he hasn't played in years. He can see you, still, where you're watching from a tree branch nearby. You wait to see if he'll chase, see if he's actually feeling up to this little game. His head snaps over to you and you wave over at him, wiggling your fingers. His heart races in his chest, his fingers trembling, his feet stepping toward the treeline.

He's excited. His body moves before his mind can really make the executive decision, and he's standing beside you on your branch. But only briefly, and you're gone again before he can reach out and tag you. His vision narrows, watching you as you slip away from him once he gives chase. It's exhilarating, stimulating his years of trained reflexes and triggering his muscle memory like nothing in the classroom or proctoring chunin exams could ever do. He doesn't even realize where the two of you end up when you finally stop and let his hand come down on your shoulder.

You giggle again, and it makes him freeze, his chest heaving and nerves buzzing. But he doesn't move to run after tagging you.

"You've still got it, old man." It's...are you...teasing him? Yes, he realizes, you are. Because you turn around and face him and lay your palm over his heart again with the sweetest little grin.

"Care to come inside?" He swallows around the lump in his throat, blinking down at you as you chew at your bottom lip. Cute. He can't speak, so he nods, and then his heart leaps into his throat when you laugh and slip your hand into his, lacing your fingers together to pull him into your apartment which he's only just now realized you'd stopped in front of.

"Don't be so nervous, Kakashi. I promise I'll be good and give your poor heart a break." That is an extremely dangerous thing for you to say at the moment, his restraint suddenly wearing thinner than rice paper. It makes him stop once you've dragged him inside, his head spinning suddenly with all the depraved thoughts running through his mind. And you, sweet thing you are, look confused and almost concerned as you look back at him, look up at him, where he's stuck in your entryway.

"Are you alright?" You reach up to place the back of your hand on his forehead, but he flinches away and grabs your wrist in his own large hand.

"Kakashi?" His breathing is shallow, his heart still going a mile a minute, his fingers tightening around your wrist. He can feel your own pulse, and he swears it's nearly as fast as his.

"Just give me a second, sweetheart. I'm trying to be a gentleman." The worry drops off your face like a dead weight. He can just barely see the corner of your mouth tug into a wicked smile.

"Maybe I don't want you to be a gentleman." Those eyes snap to yours in an instant, and...is that lust decorating your features? There's no way...

You're stepping toward him, and he steps back, releasing your wrist as you back him against the door.

"Maybe I want you to get naked in my bed." The words have him sweating. He chuckles, a nervous sound really.

"I thought you were going to give my heart a break." You hum, lean into his space and rest both palms on his chest, fingers spreading just to feel him. You sigh dramatically, turning back into your home and striding away with an extra sway to your hips. Pure temptation is what you are.

"I guess, being as old as you are you need a break huh? That poor ticker of yours is gonna give out if you're not careful." The way you eye him as you walk away has a tent forming in his pants. Fuck. You're right, his heart's gonna explode but it's not going to be from old age. He steps toward you, following you like a damn puppy, all the way to your bedroom where you turn and face him once again, a devious smile on your pretty lips.

"If I haven't made myself clear enough, Kakashi, here's another hint." He can't shut his eyes when you begin to undress in front of him. He wants so badly to give you privacy, to be a damn gentleman like he said. You're making that impossible. You're naked, completely bared to him and his gaze, dressed in nothing but pure sin. He doesn't back away when you approach him this time.

"You're a smart man, Kakashi. You've got all the information you need in that handsome head of yours. The question is: will you use that information to your advantage tonight?" He swallows, heat crawling over his skin the closer you get. Your naked breasts are pressing into his shirt and his fingers are itching to touch you.

"I don't want to take advantage of anything. Especially you." The admission makes you smile as you reach over and grasp his hands, tugging them and laying them on your very naked hips.

"Honestly, it feels like I'm the one taking advantage of you, with how little you're reacting to all of this." Thick fingers twitch, digging into your skin, and you loop your arms around his neck. He's going to die, and he won't even be mad about it.

Then he feels it, the slight tremor in your fingertips where they graze the hairs at his nape. There's the tiniest shake to your legs, the slightest pinch in your brows. Your bottom lip is being chewed once again, your jaw trembling. You're nervous. You're nervous like he is, waiting for him to reciprocate any of what you're giving him. Fuck. He's done for.

The little gasp you let out when he grasps your hips and twists, pinning you to the wall, fuels all of his movements. He's gained a new confidence.

"You're so pretty. Fuck, I can't believe this is real." You gasp again as he yanks his mask down and buries his face in your neck, licking up your pulsepoint and sucking a bruise into your skin.

"Fucking finally. You don't even know how long I've been dying to get you in here, Kakashi." He groans into you as you claw at his clothes, disrobing him as much as you can from where you're stuck beneath his palms.

"Oh yeah? You been thinking about me, pretty girl?" You nod, whine, unbutton his shirt and tug it down his shoulders. When he pulls back to look at you, you practically drool. He's still fit, sure, but there's a softness to him that you find irresistable. The layer of fat makes his gut pudge just a bit, and his arms are still bulging muscle but they're softened by time. He's bigger than you'd expected, wider and stronger and beefier.

"I want you to fuck me until I can't remember my own name." He almost cums in his pants, like a goddamn teenage virgin. All reservations are thrown promptly out the nearest window, his lips on yours in an instant. His hands are all over you, toying with your nipples and squeezing the flesh of your ass. Yours are in his hair, and he lifts you with ease only to drop you onto the bed. You whine when your bodies part, but then you watch him yank his belt off in record time and drop both his trousers and boxers to the floor.

He watches as your pupils dilate and black swallows up your irises.

What a fucking ego boost, huh?

You're about to crawl toward him, you desperately want to feel him in your throat, want to claw at his thighs and feel his fingers tug roughly at your hair as you suck him dry. Instead he crawls over you and pins you to the bed with one hand at your throat.

"Oh no, not tonight baby. I won't last." He kisses your pout away, then sucks more marks into your throat as he reaches down between your legs with thick fingers. The moan you let out has his hips jerking forward, one finger slipping effortlessly into your slick heat. You're absolutely drenched. You whine again, rocking your hips into his hand.

"Don't tease, 'Kashi. Please." Well when you beg so nicely, how could he refuse? A second finger is added, then a third, and when he curls them up and uses his thumb to rub circles into your swollen clit, your whole body arches off the sheets as your breath is nearly punched from your lungs. It doesn't take long at all before you're cumming all over his fingers, soaking his hand and your bed.

"Fuck, do that again, pretty thing." Legs shaking, chest heaving as you gasp for air, skin dewy with sweat from the quickest orgasm of your life. He's already moving, yanking you to the edge of the bed, ignoring your yelp completely as he kneels before you. You whine when you realize the position he's in.

"No fair." He chuckles, and you jolt, his breath hot over your still sensitive pussy.

"Sorry, sweetness. I can't help myself. Be a good girl and cum on my tongue." Then he's eating you out like you're his last meal. His nose nudges your clit with every movement, his deep moans vibrate through your body, and when his fingers find your clit again to give it some much-needed attention, you're falling apart again. Just like he asked. He can see everything from this angle, the way your thighs twitch as they clamp around his head, the way your stomach clenches so tight as you cum, the way your neck is completely exposed as your back arches beautifully off the bed. Sweat glistens over your skin, your hands clawing at his hair and the sheets beside your head.

He's too close to cumming.

Satisfied that you're wiped out, he crawls back over you and swipes a few stray strands of hair from your sweaty forehead. You're still trembling, two quick orgasms in a row making you feel like an exposed nerve ending.

"You okay, baby?" It takes you a second to refocus, but when you do you're beaming.

"Yeah, I'm great. Still want you to fuck me, though." He groans.

"You can't say things like that, love. I'll burst before I get near you." You chuckle, lay your head to the side.

"That's hot. Let me guess, you'll have to use a little blue pill to recover after that?" You damn minx. There's a little shriek that escapes you when he flips you over and yanks your hips up, pinning your face to the bed with one hand in your hair as he hunches over you.

"Careful, little girl, teasing me is dangerous. Wouldn't want to break you so soon." Desperate is how he'd describe your responding moan. With his dick pressed up against your cunt, he feels the way it clenches.

"Break me." Fuck. Fuck. In one hard thrust he's buried deep in your heat, your cunt gripping tight around him for dear life as you moan. He's not small, and the stretch has your eyes rolling back in your head, has your toes curling and your spine coiling tight.

He refuses to cum before you do. He's got an iron will, he refuses to cum early.

You're gasping as his hips slam into the fat of your ass, all the strength he possesses powering every thrust, hands bruising your hips as they claw into your skin like anything less would rip you away from him. He can see your face reddening. You've been fucked so dumb you forgot to breathe, and somehow that makes his cock throb inside you. He stills, curling over your back and burying himself so deep you swear you can feel him in your throat. Your eyes roll back into your skull almost painfully as he brushes your hair from your face, leaves a sweet little kiss on your cheek.

"Breathe, sweetheart. Can't have you passing out on me yet." Your gasp is shuddering, lungs barely inflating with the hiccupping breaths you take.

"There you go. Such a good girl for me, aren't you?" Then you're gone. He can feel you clench around his cock, feel your entire body go stiff and tremble as you cum. It's not a full orgasm, but it's intense, and you've been tipped right over the edge by the praise he'd whispered into your ear.

You're gone, and then he's gone.

He thrusts twice before letting go, filling you up with so much cum it leaks from between your legs and trails down the insides of your thighs in thick rivulets. You're still shaking as he pulls out of you and flips you over, petting your body as you come back down. Tears had fallen at some point, streaking your skin.

"How are you feeling, baby?" Your legs are trembling as you let them fall apart, exposing yourself to him again. The sight of you, absolutely ruined, his cum leaking from your cunt, has his cock painfully jumping to life again, just barely.

"Feel good. So good." Then, being the little temptress you are, you reach down between your legs and finger his cum back into you, moaning and jolting at the sensitivity. Then you bring your fingers to your lips and suck both your juices off the digits, not breaking eye contact with him.

"It's incredible how you can still want more after that." You whine, but smile.

"Of course I want more. I always want more of you. But you don't have to give me any more if you're not feeling up to it." He hums, low and throaty. It sends a very visible shiver up your spine.

"I didn't say that, baby." Effortlessly, he scoops you up and sits up against the headboard, tucking you into his lap with your legs spread over his. One of his massive arms bars over yours, pinning you against his chest while the other hand reaches down and begins toying with your clit. You jolt, still sensitive, squirming to try to get away from his deft fingers.

"What happened to always wanting more?" It's a tease to finally get back at you. It's his turn now, to fluster you and pull you apart. When you don't stop squirming and whining, his palm pulls away and comes back down, a swift smack catching your clit and you squeal.

"Stay still, baby girl. I'm only giving you what you wanted. Greedy little thing you are, don't back out on me now." You sob, your breathing hiccupped and quick while he rubs slow, deliberate circles over the sensitive bud, and you shake your head.

"Not backing out. Feels good, daddy." His hips buck, his moan is loud in your ear, guttural and wrecked. He didn't even think he'd like that kind of thing, but you. Damn it all. He smacks your pussy again, just a little harder, and your moans are matching his as your body recoils and arches as far off of his as you can manage beneath his brute strength. Another smack, another moan, you're shaking again. He's hard again. Harder than he's been in a long time, the throb in his dick constant and needy. He lifts your hips and lines up with you, then sinks you down on his length. You're crying, his dick curving up into your g-spot so well and his fingers toying with your clit making you dizzy.

"Come on, babygirl. Come on daddy's cock again, be good for me." He smacks your clit again, and he can feel every clench and flutter of your cunt around him. You're so close. He brings his hand down again, targeting your poor, swollen clit, his other hand dropping to press into the pouch of your stomach where he can feel his own dick through your belly, and that's all it takes for you to fall apart all over again. But this time, you're screaming, your body thrashing so hard he's having a hard time keeping you against his chest, and warm liquid sprays over his thighs and pools down over his balls. It all has him coming undone as well, a single low grunt before he's shoving his dick deep inside you and emptying whatever he's got left.

Then you're both boneless, panting, sweaty messes on your bed. It takes a long time for either of you to move, the sweat cooling over your bodies and making you both sticky. He thinks maybe you've fallen asleep, but is proven wrong when you whimper as you shift, his soft cock slipping from your cunt and making him hiss from the sensitivity. You roll over, off of him, and lay your head on his chest. Your laugh is light, but riddles with exhaustion.

"I think I almost died there, Kakashi." He snorts out a laugh, tugging you close.

"Glad I can make you feel good. You don't regret any of this?" It's adorable, how you tilt your head in confusion, lift yourself to hover above him.

"Why would I?" He shuts his eyes for the admission.

"I'm not exactly young, sweetheart. A lot of people would say I'm too old for you." You scoff, press a kiss to the corner of his mouth.

"Like I give a damn what they think. I'm old enough to know what I want, and I'm also old enough to make my own decisions." One eye peeks open, staring up at you with more than a little hesitation. You only roll your eyes.

"If I didn't want this, I wouldn't have stripped naked in front of you in my own bedroom. Come on, I thought you were smarter than this Kakashi. Isn't old age supposed to come with wisdom?" He groans, dragging a hand down his face.

"Enough with the damn old jokes. It makes me feel..."

"Old?" He deadpans, you laugh.

"Okay, okay. I'll stop. For now." His sigh is heavy, but you know he loves the teasing. You lean down once again to give him a peck on the lips, then pry yourself from his grasp and yank him to stand with you.

"Come on, we gotta shower and I gotta change the sheets." His hum is amused as he looks back at the mess you made, then back at you as you drag him toward what he assumes is the bathroom.

#this was supposed to be a SFW DRABBLE #WTF HAPPPENED? I DON'T KNOW #WHERE DID THE SMUT COME FROM? I ALSO DON'T KNOW #hatake kakashi #kakashi smut #kakashi x reader #kakashi hatake #kakashi naruto #naruto smut

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jbird-the-manwich · 4 months ago

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I also don't think most people know that foundation language models only have to be trained twice, and that's only if it needs instruction following. Or that they don't actually have to be trillions of parameters to function. or that dedicated tensor processing units exist that make their computations more efficient. or that you can run distillations on a raspberry pi. or that there are actually many many options in implementation. or that most every current problem with ai stems from corporate malfeasance at scale.

previous waves of headlines on AIs resource use that many are still citing on tumblr today were found to be grossly inflated and misrepresented due to an error. and consistent reductions in energy use continue to be achieved in the current state of the art. also the term "AI" refers to a field of computer science rather than a badge of attainment of human levels of prediction in a program.

I will leave you with this:

#anti ai #ai

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gothicprep · 5 months ago

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I always think it’s funny when my mom and I argue and she says “you’re just like your father” like this isn’t a compliment.

my dad built huge model trains that were tophographically accurate to the neighborhood he lived in. he programmed the train himself on raspberry pi, and did all of this in the 90s. no offense mom, but he’s kind of a genius.

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mariacallous · 11 months ago

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KnowBe4, a US-based security vendor, revealed that it unwittingly hired a North Korean hacker who attempted to load malware into the company's network. KnowBe4 CEO and founder Stu Sjouwerman described the incident in a blog post this week, calling it a cautionary tale that was fortunately detected before causing any major problems.

"First of all: No illegal access was gained, and no data was lost, compromised, or exfiltrated on any KnowBe4 systems," Sjouwerman wrote. “This is not a data breach notification, there was none. See it as an organizational learning moment I am sharing with you. If it can happen to us, it can happen to almost anyone. Don't let it happen to you.”

KnowBe4 said it was looking for a software engineer for its internal IT AI team. The firm hired a person who, it turns out, was from North Korea and was "using a valid but stolen US-based identity" and a photo that was "enhanced" by artificial intelligence. There is now an active FBI investigation amid suspicion that the worker is what KnowBe4's blog post called "an Insider Threat/Nation State Actor."

KnowBe4 operates in 11 countries and is headquartered in Florida. It provides security awareness training, including phishing security tests, to corporate customers. If you occasionally receive a fake phishing email from your employer, you might be working for a company that uses the KnowBe4 service to test its employees' ability to spot scams.

Person Passed Background Check and Video Interviews

KnowBe4 hired the North Korean hacker through its usual process. "We posted the job, received résumés, conducted interviews, performed background checks, verified references, and hired the person. We sent them their Mac workstation, and the moment it was received, it immediately started to load malware," the company said.

Even though the photo provided to HR was fake, the person who was interviewed for the job apparently looked enough like it to pass. KnowBe4's HR team "conducted four video conference based interviews on separate occasions, confirming the individual matched the photo provided on their application," the post said. "Additionally, a background check and all other standard pre-hiring checks were performed and came back clear due to the stolen identity being used. This was a real person using a valid but stolen US-based identity. The picture was AI 'enhanced.'"

The two images at the top of this story are a stock photo and what KnowBe4 says is the AI fake based on the stock photo. The stock photo is on the left, and the AI fake is on the right.

The employee, referred to as "XXXX" in the blog post, was hired as a principal software engineer. The new hire's suspicious activities were flagged by security software, leading KnowBe4's Security Operations Center (SOC) to investigate:

On July 15, 2024, a series of suspicious activities were detected on the user beginning at 9:55 pm EST. When these alerts came in KnowBe4's SOC team reached out to the user to inquire about the anomalous activity and possible cause. XXXX responded to SOC that he was following steps on his router guide to troubleshoot a speed issue and that it may have caused a compromise. The attacker performed various actions to manipulate session history files, transfer potentially harmful files, and execute unauthorized software. He used a Raspberry Pi to download the malware. SOC attempted to get more details from XXXX including getting him on a call. XXXX stated he was unavailable for a call and later became unresponsive. At around 10:20 pm EST SOC contained XXXX's device.

“Fake IT Worker From North Korea”

The SOC analysis indicated that the loading of malware "may have been intentional by the user," and the group "suspected he may be an Insider Threat/Nation State Actor," the blog post said.

"We shared the collected data with our friends at Mandiant, a leading global cybersecurity expert, and the FBI, to corroborate our initial findings. It turns out this was a fake IT worker from North Korea," Sjouwerman wrote.

KnowBe4 said it can't provide much detail because of the active FBI investigation. But the person hired for the job may have logged into the company computer remotely from North Korea, Sjouwerman explained:

How this works is that the fake worker asks to get their workstation sent to an address that is basically an "IT mule laptop farm." They then VPN in from where they really physically are (North Korea or over the border in China) and work the night shift so that they seem to be working in US daytime. The scam is that they are actually doing the work, getting paid well, and give a large amount to North Korea to fund their illegal programs. I don't have to tell you about the severe risk of this. It's good we have new employees in a highly restricted area when they start, and have no access to production systems. Our controls caught it, but that was sure a learning moment that I am happy to share with everyone.

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papercranesong · 15 days ago

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Mythbusting Generative AI: The Ethical ChatGPT Is Out There

I've been hyperfixating learning a lot about Generative AI recently and here's what I've found - genAI doesn’t just apply to chatGPT or other large language models.

Small Language Models (specialised and more efficient versions of the large models)

are also generative

can perform in a similar way to large models for many writing and reasoning tasks

are community-trained on ethical data

and can run on your laptop.

"But isn't analytical AI good and generative AI bad?"

Fact: Generative AI creates stuff and is also used for analysis

In the past, before recent generative AI developments, most analytical AI relied on traditional machine learning models. But now the two are becoming more intertwined. Gen AI is being used to perform analytical tasks – they are no longer two distinct, separate categories. The models are being used synergistically.

For example, Oxford University in the UK is partnering with open.ai to use generative AI (ChatGPT-Edu) to support analytical work in areas like health research and climate change.

"But Generative AI stole fanfic. That makes any use of it inherently wrong."

Fact: there are Generative AI models developed on ethical data sets

Yes, many large language models scraped sites like AO3 without consent, incorporating these into their datasets to train on. That’s not okay.

But there are Small Language Models (compact, less powerful versions of LLMs) being developed which are built on transparent, opt-in, community-curated data sets – and that can still perform generative AI functions in the same way that the LLMS do (just not as powerfully). You can even build one yourself.

No it's actually really cool! Some real-life examples:

Dolly (Databricks): Trained on open, crowd-sourced instructions

RedPajama (Together.ai): Focused on creative-commons licensed and public domain data

There's a ton more examples here.

(A word of warning: there are some SLMs like Microsoft’s Phi-3 that have likely been trained on some of the datasets hosted on the platform huggingface (which include scraped web content like from AO3), and these big companies are being deliberately sketchy about where their datasets came from - so the key is to check the data set. All SLMs should be transparent about what datasets they’re using).

"But AI harms the environment, so any use is unethical."

Fact: There are small language models that don't use massive centralised data centres.

SLMs run on less energy, don’t require cloud servers or data centres, and can be used on laptops, phones, Raspberry Pi’s (basically running AI locally on your own device instead of relying on remote data centres)

If you're interested -

You can build your own SLM and even train it on your own data.

Let's recap

Generative AI doesn't just include the big tools like chatGPT - it includes the Small Language Models that you can run ethically and locally

Some LLMs are trained on fanfic scraped from AO3 without consent. That's not okay

But ethical SLMs exist, which are developed on open, community-curated data that aims to avoid bias and misinformation - and you can even train your own models

These models can run on laptops and phones, using less energy

AI is a tool, it's up to humans to wield it responsibly

It means everything – and nothing

Everything – in the sense that it might remove some of the barriers and concerns people have which makes them reluctant to use AI. This may lead to more people using it - which will raise more questions on how to use it well.

It also means that nothing's changed – because even these ethical Small Language Models should be used in the same way as the other AI tools - ethically, transparently and responsibly.

So now what? Now, more than ever, we need to be having an open, respectful and curious discussion on how to use AI well in writing.

In the area of creative writing, it has the potential to be an awesome and insightful tool - a psychological mirror to analyse yourself through your stories, a narrative experimentation device (e.g. in the form of RPGs), to identify themes or emotional patterns in your fics and brainstorming when you get stuck -

but it also has capacity for great darkness too. It can steal your voice (and the voice of others), damage fandom community spirit, foster tech dependency and shortcut the whole creative process.

Just to add my two pence at the end - I don't think it has to be so all-or-nothing. AI shouldn't replace elements we love about fandom community; rather it can help fill the gaps and pick up the slack when people aren't available, or to help writers who, for whatever reason, struggle or don't have access to fan communities.

People who use AI as a tool are also part of fandom community. Let's keep talking about how to use AI well.

Feel free to push back on this, DM me or leave me an ask (the anon function is on for people who need it to be). You can also read more on my FAQ for an AI-using fanfic writer Master Post in which I reflect on AI transparency, ethics and something I call 'McWriting'.

#fandom #fanfiction #ethical ai #ai discourse #writing #writers #writing process #writing with ai #generative ai #my ai posts

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trainsinanime · 9 months ago

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I didn’t think I’d need to say this, but apparently I do:

Don’t use the Raspberry Pi 2040 to build a DCC decoder.

It’s not really wrong, of course, and it gives you ridiculous amounts of computing power, but to get that you need miles and miles of extra components. Like a dozen of decoupling capacitors, an external oscillator, and of course an external flash memory. You can maybe do that sort of thing in H0, but for real model trains, it’s just not ideal. Pick something like an ATTiny or STM32C0 (I’ve done both for different projects): Cheap, just one or two decoupling capacitors, no external oscillator required and no external flash memory needed either.

The versions of the RP2350 with built in memory may be a better idea, once they fix the GPIO issues anyway, but still, there’s the oscillator and just way too many capacitors.

(Some of these concerns may be different if you want to add sound support, which requires more memory anyway. But I’d argue that sound in model railroads is a mistake anyway. I’ve never seen an N scale locomotive that sounds good, it’s all just an annoying expensive gimmick.)

Also while we’re at it, don’t use a cheap standard bridge rectifier. The steep slopes of the DCC signal mandate a really fast rectifier, typically Schottky diodes. This is particularly important when you have RailCom on your layout. You may need four individual diodes instead of one rectifier, but since you won’t need all the capacitors of the RP2040, you still win out in the end (it’s also typically smaller than the rather large SMD standard rectifiers).

This is a call-out post for https://github.com/gab-k/RP2040-Decoder . It’s a useful project, but it’s also far from ideal.

#model railroad #electronics #raspberry pi #rp2040 #rp2350 #STM32 #attiny

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thursdayisbetterthanfriday · 2 years ago

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Applied AI - Integrating AI With a Roomba

AKA. What have I been doing for the past month and a half

Everyone loves Roombas. Cats. People. Cat-people. There have been a number of Roomba hacks posted online over the years, but an often overlooked point is how very easy it is to use Roombas for cheap applied robotics projects.

Continuing on from a project done for academic purposes, today's showcase is a work in progress for a real-world application of Speech-to-text, actionable, transformer based AI models. MARVINA (Multimodal Artificial Robotics Verification Intelligence Network Application) is being applied, in this case, to this Roomba, modified with a Raspberry Pi 3B, a 1080p camera, and a combined mic and speaker system.

The hardware specifics have been a fun challenge over the past couple of months, especially relating to the construction of the 3D mounts for the camera and audio input/output system.

Roomba models are particularly well suited to tinkering - the serial connector allows the interface of external hardware - with iRobot (the provider company) having a full manual for commands that can be sent to the Roomba itself. It can even play entire songs! (Highly recommend)

Scope:

Current:

The aim of this project is to, initially, replicate the verbal command system which powers the current virtual environment based system.

This has been achieved with the custom MARVINA AI system, which is interfaced with both the Pocket Sphinx Speech-To-Text (SpeechRecognition · PyPI) and Piper-TTS Text-To-Speech (GitHub - rhasspy/piper: A fast, local neural text to speech system) AI systems. This gives the AI the ability to do one of 8 commands, give verbal output, and use a limited-training version of the emotional-empathy system.

This has mostly been achieved. Now that I know it's functional I can now justify spending money on a better microphone/speaker system so I don't have to shout at the poor thing!

The latency time for the Raspberry PI 3B for each output is a very spritely 75ms! This allows for plenty of time between the current AI input "framerate" of 500ms.

Future - Software:

Subsequent testing will imbue the Roomba with a greater sense of abstracted "emotion" - the AI having a ground set of emotional state variables which decide how it, and the interacting person, are "feeling" at any given point in time.

This, ideally, is to give the AI system a sense of motivation. The AI is essentially being given separate drives for social connection, curiosity and other emotional states. The programming will be designed to optimise for those, while the emotional model will regulate this on a seperate, biologically based, system of under and over stimulation.

In other words, a motivational system that incentivises only up to a point.

The current system does have a system implemented, but this only has very limited testing data. One of the key parts of this project's success will be to generatively create a training data set which will allow for high-quality interactions.

The future of MARVINA-R will be relating to expanding the abstracted equivalent of "Theory-of-Mind". - In other words, having MARVINA-R "imagine" a future which could exist in order to consider it's choices, and what actions it wishes to take.

This system is based, in part, upon the Dyna-lang model created by Lin et al. 2023 at UC Berkley ([2308.01399] Learning to Model the World with Language (arxiv.org)) but with a key difference - MARVINA-R will be running with two neural networks - one based on short-term memory and the second based on long-term memory. Decisions will be made based on which is most appropriate, and on how similar the current input data is to the generated world-model of each model.

Once at rest, MARVINA-R will effectively "sleep", essentially keeping the most important memories, and consolidating them into the long-term network if they lead to better outcomes.

This will allow the system to be tailored beyond its current limitations - where it can be designed to be motivated by multiple emotional "pulls" for its attention.

This does, however, also increase the number of AI outputs required per action (by a magnitude of about 10 to 100) so this will need to be carefully considered in terms of the software and hardware requirements.

Results So Far:

Here is the current prototyping setup for MARVINA-R. As of a couple of weeks ago, I was able to run the entire RaspberryPi and applied hardware setup and successfully interface with the robot with the components disconnected.

I'll upload a video of the final stage of initial testing in the near future - it's great fun!

The main issues really do come down to hardware limitations. The microphone is a cheap ~$6 thing from Amazon and requires you to shout at the poor robot to get it to do anything! The second limitation currently comes from outputting the text-to-speech, which does have a time lag from speaking to output of around 4 seconds. Not terrible, but also can be improved.

To my mind, the proof of concept has been created - this is possible. Now I can justify further time, and investment, for better parts and for more software engineering!

#robot #robotics #roomba #roomba hack #ai #artificial intelligence #machine learning #applied hardware #ai research #ai development #cybernetics #neural networks #neural network #raspberry pi #open source

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kariachi · 2 years ago

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Random fic, Alan on the topic of his brother Jason’s animals and the showing of such.

Jason was the most put-together looking person in the barn- his whites crisp and pristine, practically glowing he was so clean, and his hair absolutely perfect- and the knowledge their mom would’ve killed him the second there weren’t witnesses if he ruined any of that was all that kept Alan from giving him a hug and mussing his hair. He was certain it would’ve helped with the nerves that were making him fidget, biting back cinders, but this was a serious competition, as he couldn’t take that risk. Instead all his poor baby brother got was a firm pat on the shoulder.

“You’ve got this,” he said. Taking in a breath far too deep to be human, Jason gave a curt nod and pasted on a confident smile.

“Yeah, yeah,” he said, then huffed out some of the air, teeth clicked shut around the cinders. “I’m gonna go check on the idiots, okay?”

“Alright.” Alan patted his shoulder again and gave him a gentle push forward. “I’ll be scoping out the competition for you.”

“Tell me if you see anything interesting?”

“Of course. Now go on, git, your birds need you.” He shooed him as he said it, responding to the raspberry blown his way with one of his own. Still, Jason’s shoulders relaxed just a fraction as he headed off to check on his turkeys. Waiting until he was out of earshot, Alan looked around for any potential audience before kneeling beside the pen they’d just be fussing over.

“Muffin, Cherry,” he said, tapping the floor in an attempt to get their attention. Muffin turned to him, walked up to the side of the pen and started begging for treats, but Cherry couldn’t have been less interested if she was trying. “I’m counting on you to bring in this win. Don’t fail me.”

This same thing had been said to his brother’s chickens, and to his prize guinea Pig. Jason had been showing animals for the last four years and placed exactly once so far, with one of the crested bantams that were actually the reason they had peafowl in the first place. The summer after the Highbreed Invasion the Tennysons had come out to the fair to lend their emotional support and Ben had been apparently unable to keep his mouth shut about the poor cresteds and how ‘funny’ they looked. Jason had taken this as a personal insult- likely not helped by Alan, Helen, Kevin, and Grandma Eva’s own responses- and after Kevin had let slip that Ben was scared of peacocks, and also just happened to find an unreasonable amount of money to give him for his birthday, and a few trades with other owners over the last two years…

They now had ten peafowl on the farm, alongside four guinea hens, three turkeys, and about a dozen crested polish bantams, all belonging to Jason. Plus he’d asked for a puppy for Christmas, though he hadn’t gotten it. Alan had not let it be missed that he had only ever wanted to show cattle, which you only needed one of. His mom had not been moved, and unfortunately three grandma’s didn’t trump her. But if he wasn’t going to compete anymore, having long gotten tired of showing goats and poultry, the least he could do was try to get some wins for his siblings.

In all honesty he didn’t have much hope for Muffin, the oaten peacock was only two and his train looked awful because of it, but Cherry was a perfectly fine pied peahen and he had his fingers crossed. Alan hadn’t even bothered to talk with Sarah’s harlequin rabbit, he was certain he was bombproof and near as he could tell from hearing other people talk seemed like a shoe-in for the Under-13 crowd. Chris was exhibiting eggs and vegetables, so there wasn’t much he could do there. Really all he had left was to talk to the turkeys, maybe bring Manny around as a subtle threat, and he would be out of valid options.

“Treats,” he said, as Muffin continued to beg, “are for ribbon holders. Remember that.” Shaking a finger at him, he straightened back up and gazed out over the other gamefowl. With any luck, they were all crap.

His brother put in a lot of work, and damnit he deserved a win.

#fanfic #ben: those chickens look weird #jason alan helen kevin and eva: and that's when we decided he had to die-

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cheeselegstheblog · 2 years ago

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I worked at radio shack from 2013 to 2015 in the middle of the downward spiral and boy let me tell you, it was a shit show. Every single person who worked for that company knew that everything the higher-ups were doing was the dumbest possible business decision you could make. Middle-managers would constantly hound employees about phone sales and basically told them to forget about everything else. No training whatsoever on electronic parts like diodes and transistors. No training for the Raspberry Pi's that were sold. No training for CB radios, antennas, computer parts, writing CDs, security cameras, or soldering tools. We sold all that but the training began and ended with "yeah that'll be $49.99". Even when someone came in for stuff like that, they were constantly surprised at how expensive they were in comparison to the local stores. Which is really crazy for a company of that size, it's usually the old story of "why go to the local store for this little piece, the big retailer has it for half that price". If it wasn't an overpriced cell phone with an overpriced plan and an overpriced phone case attached, you were worthless to them and would be replaced.

Does anyone remember what happened to Radio Shack?

They started out selling niche electronics supplies. Capacitors and transformers and shit. This was never the most popular thing, but they had an audience, one that they had a real lock on. No one else was doing that, so all the electronics geeks had to go to them, back in the days before online ordering. They branched out into other electronics too, but kept doing the electronic components.

Eventually they realize that they are making more money selling cell phones and remote control cars than they were with those electronic components. After all, everyone needs a cellphone and some electronic toys, but how many people need a multimeter and some resistors?

So they pivoted, and started only selling that stuff. All cellphones, all remote control cars, stop wasting store space on this niche shit.

And then Walmart and Target and Circuit City and Best Buy ate their lunch. Those companies were already running big stores that sold cellphones and remote control cars, and they had more leverage to get lower prices and selling more stuff meant they had more reasons to go in there, and they couldn't compete. Without the niche electronics stuff that had been their core brand, there was no reason to go to their stores. Everything they sold, you could get elsewhere, and almost always for cheaper, and probably you could buy 5 other things you needed while you were there, stuff Radio Shack didn't sell.

And Radio Shack is gone now. They had a small but loyal customer base that they were never going to lose, but they decided to switch to a bigger but more fickle customer base, one that would go somewhere else for convenience or a bargain. Rather than stick with what they were great at (and only they could do), they switched to something they were only okay at... putting them in a bigger pond with a lot of bigger fish who promptly out-competed them.

If Radio Shack had stayed with their core audience, who knows what would have happened? Maybe they wouldn't have made a billion dollars, but maybe they would still be around, still serving that community, still getting by. They may have had a small audience, but they had basically no competition for that audience. But yeah, we only know for sure what would happen if they decided to attempt to go more mainstream: They fail and die. We know for sure because that's what they did.

I don't know why I keep thinking about the story of what happened to Radio Shack. It just keeps feeling relevant for some reason.

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stemrobotechnology · 10 days ago

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How to Setup Robotics Lab in School – A Complete Guide to Establishing a Robotics Lab

In today’s technology-driven world, robotics education acts as an important asset in equipping students with 21st-century Robotics & AI skills such as critical thinking, problem-solving, and creativity. Robotics lab offers a dedicated space for students to engage in hands-on learning, exploring engineering, machine learning, and artificial intelligence (AI). By providing a well-structured Robotics & AI lab, schools generate our young learner’s interest in the field of STEM (Science, Technology, Engineering, and Mathematics), and make them ready for future careers in further Robotics & AI embedded technology. This will guide our learners in a direct approach to setting up a Robotics lab, and also ensure that students gain maximum educational benefits from this modern learning environment.

Defining Objectives and Goals

At the foundational stage of setting up Robotics & AI labs in schools, it is essential to clearly define the lab’s objectives and purpose. This helps schools determine whether the focus will be on basic robotics education, competition-driven learning, or innovation through patent-worthy projects. The primary goals include introducing our young learners to Robotics and AI, upgrading with programming and engineering skills, and preparing students for national and international tech. Competitions, and encourage them to become future innovators by learning the combination of innovative projects that combine balanced learning. These objectives will guide schools in planning the necessary resources such as designed curriculum and selecting appropriate equipment while learning the concept in Robotics & AI labs.

Securing Budget and Funding

Setting up robotics labs in schools involves a significant financial investment, and schools must plan their budgets accordingly. Several funding options are available in the authority, including school budget administration, government permits, corporate partnerships and sponsorship, and community fundraising initiatives. STEM education companies collaborate with the government for support with the education part and the material requirements according to the school for opening robotics & AI Labs in the school. At the same time, STEM education companies also offer sponsorship under several projects, provide teachers training programs by the STEM education companies, and Atal tinkering Labs handled by the robotics lab. CSR approach and alumni contributions can also give financial assistance.

Selecting the Right Space

Whenever a lab is established in a school, it is essential to carefully select a suitable space. Choosing the right location for the Robotics and AI lab is crucial to ensuring a practical, engaging, and productive learning environment. The lab should be spacious enough to have workstations, practical testing areas, robotics kits, and tool storage. It must also have proper ventilation, lighting, electrical connection, and internet connectivity. A well-setup layout with designated areas for programming, assembly, and testing enhances productivity and safety.

Procuring Robotics Kits and Equipment

Robotics Lab Selecting the right robotics kits and equipment is fundamental for creating an effective robotics lab. The selection of kits should be based on the learners’ age groups and their initial skill levels. For beginners, kits such as mechanical construction kits and block-based power screw kits are ideal. In terms of coding, platforms like Scratch and Code Blocks provide a built-in introduction to robotics and programming. Intermediate classes from 6th to 8th can benefit from Arduino, Raspberry Pi, and other robotics kits, which provide hands-on experience in coding and electronics technology. Students at the senior level can explore AI-powered coding platforms like AI Connect, Drone technology, and IoT-based machine learning projects. With all of this, the Robotics & AI lab will support various robotics innovations going to happen in the future.

Developing a Robotics Curriculum

A well-organized robotics curriculum ensures progressive growth in learning and development of new advanced skills. Schools should design the curriculum in such a way that it will cover all concepts from beginner to advanced levels, hands-on projects, and advanced robotics applications. In the beginner level from class 3rd to 5th class, learners will focus on basic robotics, easy-to-understand programming concepts, and understandable mechanical design. Then at the intermediate level for 6th to 8th class learners should focus on microcontrollers, robotics, and Machine learning robot programming. Later on at the advanced level, it should include AI, machine learning, IoT embedded, and participation in robotics competitions which motivates the students to do more innovation in the future.

Hiring Skilled Educators and Mentors

After setting up the lab, the most crucial person is the one who will run it – the ideal role model and mentor. This individual will guide our future learners towards a bright future, equipped with up-to-date knowledge in advanced technology and artificial intelligence. Our STEM companies provide STEM-certified educators, who are the best mentors to help students grasp the concepts of robotics and AI in an engaging and enjoyable way. They are essential for guiding students in this specific direction of gaining knowledge in robotics and AI. As per our advice, schools should recruit STEM-certified educators with expertise in all directions where they should be experts in their fields of Science, Technology, Engineering & Mathematics.

Robotics Lab in School Following that, it is important to establish collaborations with university researchers, industry professionals, and robotics organizations to provide students with valuable insights, real-world exposure, and expert mentorship. If some schools want to train their teachers for this subject, then our STEM education companies provide teachers training programs and organize workshops for the teachers to ensure that instructors remain updated with the latest technology in robotics technology. This also encourages students to a learning approach, where senior students can also mentor in the class and it also enhances engagement and knowledge-sharing skills.

Implementing Safety Measures

In the Robotics & AI lab, we need to ensure that we have proper safety for the students in the robotics lab. It is essential to establish clear guidelines on the Circular Board for handling electronic components and computer systems provided in the lab. Additionally, students must be trained in basic first aid procedures to ensure they are prepared to respond effectively in case of any mishap, emphasizing the importance of safety and preparedness in a lab environment. The essential safety measures include protective gear such as gloves and safety goggles, building fire safety protocols, and training students for first aid. These properly structured lab sessions with instructor supervision help to maintain a safe environment in the lab.

Conclusion

In conclusion, establishing Robotics & AI labs in schools marks a progressive leap in advancing STEM education and preparing students for a tech-driven future. A well-designed and thoughtfully planned lab—with clear objectives, suitable equipment, expert mentorship, and a structured curriculum for all grades—creates an engaging, future-ready learning environment. Getting educated about Robotics & AI education develops technical skills and also enhances creativity, teamwork, and critical thinking approach toward the problem and its solution. By continuously approaching & upgrading resources such as curriculum and student participation in the competition, schools can work hard to motivate the upcoming generation of young innovators and engineers who are ready to lead the vision of future innovators.

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news24-amit · 17 days ago

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Global AI Camera Market Set for Exponential Growth Through 2034

The global Artificial Intelligence (AI) camera market was valued at approximately US$ 7.8 billion in 2023 and is projected to grow exponentially, reaching US$ 35.5 billion by 2034. Driven by rapid advances in machine learning, edge computing, and data analytics, AI cameras have evolved far beyond basic image capturing tools. They now offer sophisticated features such as facial recognition, behavior analysis, motion detection, and anomaly detection, making them indispensable across multiple industries including security, retail, transportation, healthcare, and smart city applications.

AI cameras enable real-time data processing and seamless integration with Internet of Things (IoT) ecosystems, further enhancing automation and live monitoring capabilities. This growing demand for intelligent, automated, and responsive camera systems is the core driver of the market's robust growth trajectory.

Market Drivers & Trends

The AI camera market is propelled by several critical factors:

Growing Demand for Advanced Surveillance Solutions: Rising security concerns in residential, commercial, and public spaces have accelerated adoption of AI-powered surveillance systems capable of advanced tasks like facial recognition and real-time threat detection.

Increased Focus on Data Analytics and Business Intelligence: AI cameras extract actionable insights from visual data, optimizing operational efficiencies and supporting predictive maintenance, especially in industries such as transportation and retail.

Advancements in Consumer Electronics: Smartphones and other consumer devices increasingly incorporate AI cameras, offering features like scene recognition, object detection, and AI-enhanced photography.

For example, Eufy's Indoor Cam E30 combines 4K video recording with AI-driven human and pet detection at an affordable price point. Meanwhile, Verkada showcases AI-driven alerts integrated with cloud-based security platforms.

Latest Market Trends

Hybrid Deployment Leading the Market: Hybrid AI camera systems, combining indoor and outdoor coverage with centralized monitoring, accounted for over 85% market share in 2023. Their versatility makes them popular in both residential and commercial applications.

Smartphone AI Cameras Driving Consumer Demand: Smartphones remain the largest segment, as users expect AI features such as facial identification and automatic camera setting adjustments.

Edge AI Processing: Collaborations like Sony Semiconductor Solutions and Raspberry Pi’s development of an edge AI board enable processing visual data on-device, reducing latency and increasing privacy.

Key Players and Industry Leaders

The AI camera market landscape is moderately fragmented with numerous prominent players expanding product portfolios and pursuing mergers and acquisitions to strengthen market presence. Leading companies include:

AV Costar

Axis Communications AB

Bosch Sicherheitssysteme GmbH

Canon Inc.

Dahua Technology

Hangzhou Hikvision Digital Technology Co., Ltd.

Honeywell International Inc.

Huawei Technologies Co., Ltd.

Huddly Inc.

Johnson Controls

LG Electronics

Nikon Corporation

Panasonic Holdings Corporation

Samsung Electronics Co., Ltd.

Sony Corporation

Teledyne FLIR LLC

Vivotek, Inc.

Each continues to invest heavily in R&D, aiming to introduce innovative AI-powered camera systems across various market segments.

Recent Developments

In September 2024, Panasonic launched the AI corner camera i-PRO Corner Camera, designed specifically for high-security environments such as prisons and rehabilitation centers. It features a 5-megapixel sensor, wide-angle view, and invisible IR-LED for low-light clarity.

In February 2024, Canon unveiled the EOS R5 Mark II, its first AI-powered camera featuring a 45MP sensor and Deep Learning AF autofocus, which uses trained algorithms to recognize subjects for superior focusing performance.

Gain a preview of important insights from our Report in this sample – https://www.transparencymarketresearch.com/sample/sample.php?flag=S&rep_id=86009

Market Opportunities

The AI camera market offers multiple growth opportunities:

Smart Cities: Urban centers worldwide are increasingly implementing AI cameras for traffic management, public safety, and infrastructure monitoring.

Retail Analytics: AI cameras facilitate people counting, customer behavior analysis, and occupancy detection, enabling retailers to optimize store layouts and improve customer experiences.

Automotive and Smart Homes: Growing integration of AI cameras in vehicles and smart home security solutions opens new avenues for innovation and adoption.

Emerging Markets: Asia Pacific, driven by countries like China, Japan, and India, shows high potential due to large consumer bases and government investments in AI research.

Future Outlook

Analysts project sustained growth for the AI camera market, driven by continuous technological innovation and rising adoption across diverse sectors. By 2034, the market is expected to quintuple in value from 2023, supported by enhanced AI capabilities such as:

Improved edge computing reducing reliance on cloud infrastructure

Advanced analytics for predictive and proactive security measures

Increasing consumer preference for smart and automated systems

The convergence of AI cameras with IoT and 5G connectivity will further accelerate adoption, making AI cameras a cornerstone of next-generation intelligent surveillance and monitoring ecosystems.

Market Segmentation

The AI camera market is segmented by product type, resolution, deployment, application, and end-user:

By Product Type: Compact cameras, DSLR cameras, consumer electronics/smartphone cameras, CCTV cameras (including dome, bullet, turret, fisheye, PTZ), and others (miniature, panoramic).

By Resolution: Up to 2MP, 3MP-6MP, 7MP-10MP, 11MP-15MP, and above 15MP.

By Deployment: Indoor, outdoor, hybrid.

By Application: Intrusion detection, smart farming, automated sports broadcasting, people counting, license plate detection, face detection, occupancy detection, and others (fall detection, hard hat detection).

By End-User: Residential/individual, commercial (office buildings, retail stores, airports/railways, highways, hotels/restaurants), and industrial sectors.

Regional Insights

Asia Pacific leads the market with contributions of approximately US$ 2.9 billion in 2023, driven by rapid adoption in China, Japan, India, and ASEAN countries. Investments in AI R&D and large-scale deployment of smart devices fuel growth.

North America holds a significant 31.5% market share, benefiting from mature infrastructure, early adoption, and stringent security regulations.

Europe offers a stable market with emphasis on privacy and data protection, encouraging responsible AI camera usage.

Other regions like the Middle East & Africa and Latin America are gradually increasing their footprint in the AI camera space.

Why Buy This Report?

This comprehensive AI camera market report offers:

Detailed quantitative and qualitative analysis including market size, growth forecasts, and trends through 2034.

In-depth competitive landscape and company profiles covering product portfolios, strategies, and recent developments.

Market segmentation insights to identify key opportunities and industry dynamics.

Regional and country-level analysis enabling strategic market entry or expansion.

Expert viewpoints and future outlook helping stakeholders make informed decisions.

Frequently Asked Questions

Q1. What is driving the rapid growth of the AI camera market? A1. The integration of AI with camera technologies, increased demand for advanced surveillance, and growth in consumer electronics featuring AI cameras are key growth drivers.

Q2. Which regions offer the highest growth potential? A2. Asia Pacific leads in growth potential due to massive consumer bases and government investments, followed by North America and Europe.

Q3. What are the major applications of AI cameras? A3. Security and surveillance, retail analytics, smart city infrastructure, automotive systems, and consumer electronics are prominent applications.

Q4. Who are the key players in the AI camera market? A4. Leading companies include Canon, Panasonic, Hikvision, Sony, Samsung, Bosch, Honeywell, and others.

Q5. What trends should businesses watch? A5. Hybrid deployment systems, edge AI processing, smartphone AI cameras, and IoT integration are key trends shaping the future of AI cameras.

About Transparency Market Research Transparency Market Research, a global market research company registered at Wilmington, Delaware, United States, provides custom research and consulting services. Our exclusive blend of quantitative forecasting and trends analysis provides forward-looking insights for thousands of decision makers. Our experienced team of Analysts, Researchers, and Consultants use proprietary data sources and various tools & techniques to gather and analyses information. Our data repository is continuously updated and revised by a team of research experts, so that it always reflects the latest trends and information. With a broad research and analysis capability, Transparency Market Research employs rigorous primary and secondary research techniques in developing distinctive data sets and research material for business reports. Contact: Transparency Market Research Inc. CORPORATE HEADQUARTER DOWNTOWN, 1000 N. West Street, Suite 1200, Wilmington, Delaware 19801 USA Tel: +1-518-618-1030 USA - Canada Toll Free: 866-552-3453 Website: https://www.transparencymarketresearch.com Email: [email protected]

#Artificial Intelligence (AI) Camera Market

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