#AI-Based Lead Scoring

[technologyequality]

Automate Your Sales Pipeline & Watch Revenue Grow: AI’s Secret to Closing More Deals

Automate Your Sales Pipeline & Watch Revenue Grow AI’s Secret to Closing More Deals Let’s be honest—following up with leads can feel like herding cats. You send emails, leave voicemails, drop a friendly “just checking in” message on LinkedIn… and then? Crickets. Meanwhile, potential sales are slipping through the cracks because, let’s face it, manual follow-ups are time-consuming and…

[kaiyunsim]

heartsync —

pairing : loser!jaehyun x gn!reader

summary : boring days lead you to download the stupidly popular ai matchmaking app, 'heartsync,' thinking that you would be matched with a bot. next thing you know, you have to maintain a dating score with this loser guy in order to avoid a hefty cancellation fee

warnings : fluff, slight angst, lowkey embarssing jaehyun, kinda fake dating,

a/n : i am addicted to losers. also writers block lwk hitting me so sorry if this isn't that good :(

— wc : 9.2k — not proof read —

notification !

tired of swiping and second-guessing? 🙄 let HeartSync™ match you based on more than just profiles. whether it’s fate or algorithms, HeartSync™ brings people together in unexpected ways. coffee shops ☕, grocery stores 🛒, or even your favorite songs 🎶. with personalized challenges 🎯 and quirky tasks 😏, it’s the app that makes you question what’s real… and what’s meant to be 💫.

ready to dive into a relationship that’s anything but ordinary? 😏 download now and let your heart sync ❤️‍🔥

you should’ve known something was up the second kazuha slid her phone across the table with a sly grin.

"you need this," she says, all too pleased with herself.

sungho leans in beside her, chin resting on his hand. "oh, absolutely. it’s the next big thing."

you glance down at the screen, unimpressed. "heartsync™? that sounds like a scam."

"it’s not," kazuha insists. "it's a revolution."

you narrow your eyes at her. "revolution is a strong word for a dating app."

sungho gestures wildly. "no, listen! this isn’t some basic swiping app. heartsync is, like, the future. ai-driven, hyper-accurate matchmaking." he wiggles his fingers in an attempt to look mysterious. "it scans all your online activity, text patterns, subconscious preferences—"

"wait, subconscious preferences?" you interrupt. "how the hell does it know what i subconsciously want?"

"science," kazuha says, as if that explains anything.

you stare at them, unimpressed. "so you’re telling me this thing invades my privacy, judges me, and then picks out some rando for me to date?"

"yep," sungho grins.

"hard pass."

kazhua sighs dramatically. "you’re so boring. come on, think about it. what if it actually works?"

"it won’t."

"but what if it does?"

you cross your arms. "i give it a week before i get matched with some weird middle-aged man who lives in his mom’s basement."

sungho gasps. "have a little faith, will you?!"

you snort, but kazuha suddenly looks too smug for your liking. before you can question it, your phone buzzes. you glance down.

"your friends are looking out for you! 💖 kazuha has sent you an invite to join heartsync™! experience true compatibility today. 💘"

you slowly raise your head. "zuha, did you just—"

"yep," she says.

"you—"

"it’s already downloading," sungho chimes in.

you look down at your phone in horror. sure enough, the app is installing.

"oh my god.”

jaehyun doesn’t even look up from his drink when taesan slides into the seat across from him, grinning like he’s about to be a menace.

"bro," taesan says, setting his phone down dramatically. "i found the solution to your dry-ass dating life."

jaehyun finally glances up. "i have a dating life."

woonhak, sitting beside him, lets out an exaggerated cough.

jaehyun glares. "shut up."

"he's not wrong," taesan snickers. "c’mon, look at this." he turns his phone around, revealing a sleek interface. jaehyun squints.

"heartsync?"

"ai-powered matchmaking, man. scientifically proven to find your perfect match."

jaehyun raises an eyebrow. "you sound like a bad infomercial."

woonhak leans in. "we already signed up. it’s, like, next-level tech. the app literally studies your habits, patterns, even your subconscious preferences."

jaehyun blinks. "that sounds illegal."

"nah, nah, just invasive," taesan says. "but in a good way."

jaehyun scoffs. "no such thing."

"just try it," woonhak says. "worst case, you get matched with someone weird and you ghost them."

"oh, so now i’m ghosting people?"

"what, like you don’t?" taesan smirks.

jaehyun rolls his eyes, but his phone suddenly buzzes.

"your best bros have your back! 💙 taesan has invited you to join heartsync™! what are you waiting for? your perfect match is waiting! 😉"

he looks up slowly. "you did not just—"

"i did," taesan grins.

woonhak claps him on the back. "welcome to the future, buddy."

jaehyun sighs. "you guys are the worst."

"and yet, here you are, downloading it," taesan singsongs.

jaehyun looks down at his phone. the app is downloading.

"...i hate you both."

setting up the app is way too easy. after a quick sign-up, a series of personality quizzes appear. you answer them halfheartedly, picking whatever feels right in the moment.

you expect a generic dating profile, but instead, a contract pops up.

"welcome to heartsync™'s exclusive perfect pair program! 💖 congratulations! by signing up, you agree to a 30-day trial relationship with your most compatible match. failure to complete the program will result in a penalty fee. please review the terms carefully. 📝"

you frown. "wait. penalty fee?"

kazhua leans over. "probably just a deterrent. no way they actually charge people."

"i don’t like this."

"it’s fine, just hit accept."

you squint at her, but against your better judgment, you press the button.

jaehyun does the same thing across town, equally suspicious.

then, both your phones buzz simultaneously.

"congratulations! 🎉 you’ve been matched! meet your perfect pair: myung jaehyun."

"congratulations! 🎉 you’ve been matched! meet your perfect pair: y/n."

jaehyun squints at his screen. "who the hell is y/n?"

you stare at yours. "who the hell is myung jaehyun?"

then, another notification.

"your first date has been scheduled! 🥰 see you at [reastaurant] tomorrow at 7 PM! remember: love is about commitment! 💞 failure to attend will result in a violation of your contract. 😘"

your stomach drops.

"...i think i just got scammed."

jaehyun, staring at the exact same message, mutters, "what the fuck?"

sungho and kazuha are dying.

"you’re stuck in a relationship for 30 days?!" sungho wheezes. "oh my god, i’m crying."

"this is the best thing that’s ever happened," kazuha says, wiping a fake tear.

you glare. "it’s not funny!"

"it’s hilarious," sungho corrects.

you groan. "this is the worst decision of my life."

kazhua gasps. "are you saying you regret trusting me?"

"yes."

"rude."

meanwhile, jaehyun is getting absolutely clowned on by his friends.

"so let me get this straight," taesan says, grinning like an idiot. "you’re contractually obligated to date this person?"

jaehyun rubs his temples. "apparently."

woonhak snickers. "bro. you’re trapped."

"i hate you both."

"nah," taesan says. "you love us. just like you’re about to love your new partner."

jaehyun looks up with dead eyes. "i hope the app malfunctions and matches you with each other."

woonhak gasps. "how dare you!"

"that would be so tragic," taesan grins. "imagine getting stuck in a relationship with woonhak."

woonhak shoves him. "shut up! i’d be a great boyfriend!"

jaehyun groans. "i cannot believe i let you guys talk me into this."

but before either of them can reply, his phone buzzes again.

"just a reminder! ❤️ your first date is TOMORROW at 7 PM! 💕 don’t keep your perfect match waiting! 😘 failure to attend will result in consequences. 🔥"

jaehyun stares at it.

"...i think i just signed my soul away."

you, staring at the exact same notification, sigh deeply.

what have you gotten yourself into?

...what?

you quickly scroll down. there’s a long wall of text in tiny font. definitely the terms and conditions you skimmed through without reading.

"effective immediately, you are required to actively participate in this relationship for the full 30-day duration. early termination will result in a penalty fee of—"

you freeze.

oh, hell no.

the penalty fee is HOW MUCH?!

"guys," you say, voice flat. "i think i just got scammed."

kazuh and sungho exchange glances. kazuha grabs your phone again and scrolls. her eyebrows shoot up. "holy shit. you’re stuck?"

"define stuck," you say, already dreading the answer.

sungho reads further. "...yep. stuck. you gotta go on dates, talk to this guy, and if you try to ignore him, the app gets passive-aggressive about it."

as if on cue, a new notification pops up.

"ghosting is unhealthy! say hi to your partner within the next 12 hours to maintain a positive relationship score. 💕"

you stare at the screen in horror.

kazuha and sungho? already laughing their asses off.

"this is the best thing that’s ever happened," sungho wheezes.

"no, no, this is cursed," you say, shaking your head. "there has to be a way out of this."

sungho grins. "you could pay the fee."

"i’m not paying that much just to escape some ai-manufactured relationship," you grumble.

kazuh, still laughing, pats your shoulder. "guess you’re dating myung jaehyun now."

somewhere else, jaehyun is also freaking out.

"taesan, what the hell did you make me sign up for?"

jaehyun stares at his phone like it just personally betrayed him.

"you got matched?" taesan asks, amused. he leans over jaehyun’s shoulder to check. "ohhh. wait. you actually got someone decent-looking. nice."

"not nice!" jaehyun exclaims, shoving his phone in taesan’s face. "look at this! it’s a contract. i have to date this person for 30 days or i have to pay an insane fee."

taesan reads for a second, then bursts out laughing. "holy shit. you’re trapped."

"why didn’t you tell me this could happen?!"

"because i didn’t think you’d actually get a match."

"what do i do?" jaehyun groans, scratching the back of his head.

"just go with it," taesan says. "it’s only a month. fake-date them, get some free meals, and worst-case scenario, you make a new friend."

jaehyun grumbles. "what if they suck?"

"what if you suck?"

"i mean, yeah, probably," jaehyun admits. "but still."

his phone buzzes.

"say hi to your partner within 12 hours to maintain a positive relationship score! 💕"

jaehyun stares blankly at the notification. then he looks at taesan.

"okay, but, like… do i get a refund if i cry?"

taesan cackles. "nope. no refunds, buddy. enjoy your new relationship."

jaehyun groans and flops onto the couch, phone balanced on his chest, already regretting everything.

you’re still convinced you’ve been scammed.

it’s not just the fact that you’re contractually obligated to go on this date, it’s the restaurant.

"how the hell did it know?" you mutter, staring at the notification again.

sungho leans over your shoulder, reading it for the tenth time. "i mean… it’s a little creepy."

"it’s very creepy," you correct. "i’ve never put this place in my location history, never mentioned it online, never even texted about it."

kazuha hums, sipping her drink. "maybe you thought about it too hard and the app just knew."

you look at her like she’s insane. "you’re telling me heartsync can read my mind now?"

"i mean, why not? it already owns your soul."

"not helping."

sungho suddenly perks up, squinting at the name on your screen. "wait. myung jaehyun?"

"yeah?"

he snaps his fingers. "oh! i had a class with him last year."

you blink. "and you’re only mentioning this now?"

sungho shrugs. "i forgot. but, uh…" he pauses. "he’s kinda a loser. in a cute way."

you stare at him. "define cute loser."

"like, y’know. a little awkward. kinda clumsy. but he’s not a bad guy."

kazuha raises an eyebrow. "so what i’m hearing is, you’ve already got an advantage."

"what advantage?" you ask flatly.

"you can be the cool one in this relationship," she says, smirking.

sungho grins. "oh yeah, you’ve already won."

you groan, sinking into your seat. "why am i even doing this?"

"because you’re legally bound by a contract," kazuha reminds you.

"right. love that for me."

jaehyun has the same problem.

"this is weird," he mutters, staring at his phone.

woonhak peeks over his shoulder. "dude, how did it know your favorite restaurant?"

"i don’t know."

"have you ever posted about it?" taesan asks.

"nope."

"checked in there?"

"never."

woonhak whistles. "yeah, that’s terrifying."

jaehyun groans. "why am i even going?"

taesan pats his shoulder. "because you’re legally bound by a contract."

jaehyun glares. "i hate you."

you arrive at the restaurant five minutes early, because despite your skepticism, you do respect punctuality.

what you don’t expect is to see someone already waiting at the entrance.

he's tall, a little awkward in the way he shifts on his feet, checking his phone. glasses slipping down his nose.

you approach cautiously. "...myung jaehyun?"

he looks up, blinking.

oh.

he’s kinda cute. in a loser-y way.

"oh," he says. "uh. hey."

you stare at each other for a beat.

jaehyun scratches the back of his neck. "so, uh… this is weird, right?"

"extremely."

he lets out a short laugh. "cool, just making sure."

you glance at the restaurant. "wanna get this over with?"

"yep."

you head inside together.

the weirdness doesn’t stop there.

you both open the menu, and your phones buzz at the same time.

"feeling indecisive? 💡 you both love the same dish! try the spicy seafood pasta! 🍝💖"

you slowly look up at jaehyun.

he looks back, expression unreadable.

"...so, uh," you start.

"are we just gonna ignore that?" he asks.

"we could."

jaehyun nods. "cool. because that was terrifying."

you both order the pasta anyway.

somewhere between the appetizer and the main course, the awkwardness starts to fade.

you’re still skeptical, but… conversation with jaehyun is weirdly easy.

he’s funny in an unintentional way. a little clumsy with his words, but quick to laugh at himself. it’s not what you expected.

"so," he says between bites, "are you, like, willingly doing this, or were you also tricked by your so-called friends?"

you groan. "tricked. sungho and kazuha set me up."

"ah," jaehyun nods. "taesan and woonhak did the same to me."

"so we’re both victims."

"basically."

you clink your glasses in mutual suffering.

then, another notification.

"running out of things to talk about? try reminiscing about your childhood talent show disaster! 😆✨"

you both freeze.

jaehyun slowly looks up. "...did your phone just say—?"

"yep," you cut in.

"what the hell?"

"no idea."

you stare at each other.

then jaehyun cautiously asks, "...did you actually have a childhood talent show disaster?"

you hesitate. "...maybe."

his eyes widen. "no way."

"look, it wasn’t that bad—"

"tell me everything."

you sigh, defeated. "i was seven, okay? i was supposed to sing. i got up there, forgot all the words, panicked, and ended up just dancing instead."

jaehyun claps. "improv! i respect that."

"bad improv," you correct.

"still, you committed. that’s what matters.”

and just like that, the skepticism eases.

then the app sends another notification.

"bonding over past failures? we love to see it! 😍💕 by the way, your partner thinks the nickname 'woonbaby' is hilarious. go ahead, try it! 😏"

you blink.

jaehyun reads his own notification.

then he looks at you, face slowly turning red.

"...what the fuck?"

you can’t help it. you laugh. "what the hell is woonbaby?"

jaehyun groans, covering his face. "it’s—it’s stupid. my friend woonhak. someone called him that once and it just stuck."

"oh my god," you grin. "you definitely still call him that."

"i do not," jaehyun lies.

you raise an eyebrow. "so if you text him right now and ask, he won’t confirm?"

jaehyun opens his mouth, then closes it.

"...no comment."

you cackle.

"oh my god," jaehyun mutters, slumping in his seat. "i hate this app."

"i love this app," you say gleefully.

by the time the bill arrives, you have to admit something.

this was not a disaster.

you’re still weirded out by the app’s accuracy. it’s unsettling how well it seems to know you both.

but jaehyun?

...he’s not so bad.

"so," he says as you both step outside, hands in pockets. "same time next week?"

you blink. "what?"

he holds up his phone.

"congrats! 🎉 your next date is scheduled for next friday! love takes consistency! 💖 ditching is not an option. 😉"

you groan. "again?"

"yep."

"...fine."

jaehyun grins. "see you then, partner."

you shake your head, but you can’t help the small smile forming.

what the hell have you gotten yourself into?

—

you’re in the middle of something important when your phone buzzes.

"surprise! 🎉 we’ve scheduled a spontaneous date night for you and jaehyun! quality time is crucial for growing relationships! 💕 see you at 7PM! 😘"

you stare at the screen.

then you glance at the time.

6:20PM.

"are you kidding me?" you say aloud.

sungho and kazuha look up from where they’re sprawled across your couch, watching a drama. "what?" kazuha asks.

"this stupid app just scheduled a date."

"wait, i thought your next one wasn’t until friday," sungho says.

"it was," you emphasize. "now it’s tonight. at seven."

sungho winces. "oh, that’s rough."

kazuha squints. "can’t you just cancel?"

you shake your head and turn your screen to them.

"cancelling is NOT an option! 🫵😤 love takes EFFORT! 💖"

kazuha snorts. "damn. that app is really holding you hostage."

you sigh. "i hate this."

sungho shrugs. "on the bright side, at least jaehyun is fun to mess with."

you scowl, but you don’t argue.

jaehyun is having an equally miserable time.

"you have got to be kidding me," he groans.

taesan and woonhak glance up from where they’re messing around on the studio couch. "what?" woonhak asks.

jaehyun turns his phone to them.

taesan squints. "another date? bro, you just had one."

"i know," jaehyun says, exasperated. "i have work to do!"

"just reschedule," woonhak suggests.

jaehyun gives him a deadpan look and flips his phone back around.

"cancelling is NOT an option! 🫵😤 love takes EFFORT! 💖"

woonhak bursts out laughing. "nah, this is hilarious."

"i hate this app," jaehyun mutters.

"okay, but like," taesan leans forward, "where are you even supposed to take them? don’t you have to finish your demo?"

jaehyun groans, rubbing his face. "yeah. i do."

he stares at his screen for a second, then sighs. "i guess they’re just coming here."

woonhak and taesan exchange glances.

"bold," woonhak comments.

"risky," taesan adds.

jaehyun throws a notebook at them.

you’re about five seconds away from ghosting when your phone buzzes.

myung jaehyun: uh. slight change of plans myung jaehyun: i’m stuck in the studio bc i have work to finish myung jaehyun: so if you’re cool with it, you can just come here?

you stare at the message.

then you sigh.

you: send me the address

a moment later, it comes through.

you grab your things and head out, still half-annoyed, half-curious about what you’re walking into.

jaehyun’s studio is tucked away in a quieter part of the city, the kind of place you’d probably never stumble upon unless you were looking for it.

the building itself is older, but inside, it’s got that warm, slightly chaotic energy of a space that’s lived in.

post-it notes are stuck to random surfaces. half-full water bottles clutter the desks. a worn couch sits against the wall, surrounded by tangled cables and spare equipment.

jaehyun is hunched over the desk, headphones around his neck, messy hair even messier than usual. he spins in his chair when you walk in, eyes slightly wide.

"oh. hey."

"hey," you say, glancing around. "so this is where the magic happens?"

"uh," jaehyun scratches the back of his neck, "something like that."

you step further inside, taking in the mix of instruments, wires, and open project files on the screen.

"you work here alone?"

"nah," jaehyun gestures vaguely. "woonhak and taesan share this space with me, but they’re not here right now."

"cool."

an awkward pause.

jaehyun clears his throat. "so, uh… i do have to work, but you can hang out? there’s snacks in that cabinet, and the couch is—"

you flop onto the couch before he can finish his sentence.

jaehyun blinks. "—yeah. okay. make yourself at home."

you grin. "thanks, host."

jaehyun groans but turns back to his screen, muttering something about "stupid app forcing dates at the worst times."

you watch him for a moment as he scrolls through his project.

his sleeves are pushed up, revealing the faint ink stains on his fingers. his foot taps absently against the floor as he listens to the playback.

you close your eyes and let the soft hum of music fill the space.

time passes.

jaehyun works. you scroll through your phone, occasionally glancing up to watch him tweak something in his file.

it’s… oddly peaceful.

you get up and sit down at the desk next to him, he’s too immersed to acknowldge you.

despite the forced nature of this whole situation, there’s something nice about sitting in a space where someone is just doing what they love.

you start to relax.

and at some point, without even meaning to, you start to drift off.

jaehyun only notices when he turns around to say something and sees you slumped over the desk next to him, head resting on your arms.

he freezes.

stares.

panics.

oh shit oh shit oh shit.

you’re asleep.

here. in his studio.

jaehyun is hyperaware of everything. the quiet rise and fall of your breathing. the way your fingers are curled slightly, like you were mid-scroll before you passed out.

he has no idea what to do.

should he wake you up? would that be rude? but if he doesn’t, is that weirder?

he’s still spiraling when the door swings open.

"forgot my charger," taesan says, stepping inside. "also, i’m stealing your—"

he stops.

jaehyun can feel the moment taesan processes the scene in front of him.

then—

"holy shit."

jaehyun whips around. "shut up."

taesan grins. "no way. you’re actually—"

"shut. up."

taesan snickers. "oh, this is amazing."

jaehyun glares. "don’t. start."

but it’s too late. taesan is already pulling out his phone.

"bro," he whispers, cackling, "you’re literally watching them like they’re a rare bird species."

"i am not," jaehyun hisses.

"you so are. oh my god."

jaehyun is about to throw something when you shift slightly, letting out a soft sigh.

both of them freeze.

taesan vibrates with silent laughter.

jaehyun, who is now very much contemplating murder, snaps, "get your stupid charger and leave."

taesan holds his hands up in surrender, still grinning. "alright, alright. relax, lover boy."

jaehyun throws a notebook at him.

taesan leaves.

jaehyun exhales, running a hand through his hair.

he turns back to you.

you’re still asleep, breathing steady, face relaxed.

he sighs.

and despite himself, despite the utter embarrassment of this entire situation…

he can’t help the small, stupid smile that tugs at his lips.

this app is so dumb.

but maybe…

just maybe…

it’s onto something.

you wake up slowly, the kind of hazy drift between sleep and awareness where you don’t quite remember where you are.

there’s the soft hum of music. the faint scratch of a pen. the scent of something vaguely citrusy, mixed with the underlying warmth of a well-used space.

then—

"finally awake?"

you blink blearily. jaehyun is sitting at the desk, spinning a pen between his fingers, watching you with an amused expression.

reality clicks into place.

the studio. the forced date. you, falling asleep like an idiot.

you groan, rubbing your face. "how long was i out?"

jaehyun shrugs. "an hour? maybe more?"

you wince. "why didn’t you wake me up?"

"you looked comfortable," he says, like it’s the most obvious thing in the world.

you stare at him.

jaehyun stares back.

heat creeps up the back of your neck. you push it down and scowl instead. "so you just let me drool all over your desk?"

"you didn’t drool," jaehyun says. then, after a pause, "probably."

you groan again and stretch, the stiffness in your neck making you regret everything. "well, thanks for that. i guess."

jaehyun chuckles, spinning back to his screen. "anytime."

you roll your eyes but don’t fight the small smile threatening to form.

you end up staying.

it’s not like you planned to, but the vibe is easy, and jaehyun is… well.

he’s kind of nice to be around.

he works while you scroll through your phone, occasionally showing him something stupid that makes him snort. at one point, he grabs a bag of chips from a shelf and wordlessly hands it to you.

"what’s this for?" you ask.

"you skipped dinner."

you blink. "how do you know?"

jaehyun raises an eyebrow. "because i also skipped dinner, and i didn’t see you eat anything either."

…fair point.

you take the bag and mumble a thanks. jaehyun just shrugs like it’s no big deal.

somewhere between talking about absolutely nothing, watching him edit his project, and accidentally getting crumbs all over the desk, you start to forget that this whole thing was a forced date.

it doesn’t feel like one anymore.

and you don’t know if that’s a good thing or not.

it’s nearly midnight when you check your phone and realize how late it’s gotten.

"shit," you mutter.

jaehyun glances up. "huh?"

"i should probably go."

he blinks, like he just processed the time himself. "oh. right."

you stand, stretching again, then glance at him. "you gonna keep working?"

"for a bit," jaehyun says, rubbing his neck. "i’m almost done."

you nod, then hesitate.

you’re not sure why you hesitate.

but before you can overthink it, you blurt out, "this wasn’t that bad."

jaehyun raises an eyebrow. "wow. high praise."

"shut up," you say, rolling your eyes.

he grins. "but yeah. wasn’t that bad."

you huff, grabbing your things. "see you friday, loser."

"see you, drooler."

you flip him off as you walk out the door.

jaehyun just laughs.

as you head home, your phone buzzes.

"congrats! 🎉 you’ve just completed an unplanned date! we bet you had a GREAT time 😘💖 can’t wait for friday! 😍"

you stare at the notification.

then you scoff, shaking your head.

stupid app.

—

you just want your morning coffee.

that’s it. just a simple, peaceful start to your day before dealing with actual responsibilities.

but when you step into the coffee shop, your usual one, the one you’ve been going to for years, you freeze.

because sitting right there, hunched over his phone with slight dark circles under his eyes and a half-finished iced americano in front of him, is myung jaehyun.

he doesn’t notice you at first. he just stares blankly at his screen, blinking slow like a loading error. he’s so out of it that when the barista calls out his order, he doesn’t even react.

so, naturally, you decide to make his life harder.

"myung jaehyun," you say, loud enough for half the café to hear.

he flinches like you just smacked him.

"huh?!"

"your coffee," you deadpan, nodding towards the counter.

he follows your gaze, then blinks again. "oh. right."

you snort as he stumbles up to grab it, still looking half-asleep.

when he returns to his seat, you’re still standing there, arms crossed.

"what?" he mumbles.

"this is my coffee shop."

jaehyun squints at you. "…what?"

"i come here every morning," you say, pointing at the barista like they can somehow confirm this.

jaehyun shrugs. "cool. i came here because my app said it had ‘the best morning recharge.’"

you frown. "your app?"

"heartsync," he says, yawning. "you know. the app that ruined our lives?"

your stomach drops. "you’re kidding."

jaehyun pulls out his phone and flashes the notification at you. sure enough.

"rise and shine! 🌞 grab your perfect morning pick-me-up at caffeine fix! ☕✨"

your jaw clenches. you also got a similar notification this morning.

slowly, your eyes meet. "okay," you say. "this is weird."

jaehyun hums, sipping his coffee. "yeah. but whatever. i needed caffeine."

you stare at him, offended. "so you’re just accepting this?"

"i mean, if the app is forcing me to get good coffee, i won’t complain," he says, completely unserious.

you hate that he’s taking this so lightly. you hate that he doesn’t even seem surprised.

you snatch his coffee and take a sip.

"hey!" jaehyun protests.

you smack it back down on the table. "that’s for being weirdly okay with this."

he just glares at you, rubbing his temples. "i just woke up. can you at least let me suffer in peace?"

you sigh, pulling out a chair. "fine. but i’m sitting here now. just to make sure you don’t pass out or something."

jaehyun looks at you, surprised. then he grins. "aww. you care."

you grab a sugar packet and chuck it at his forehead.

after that, you make a decision.

you’re not going to see jaehyun for a while.

not because you mind him. he’s fine. whatever. but because there’s something unnerving about the way this stupid app is leading you to each other like rats in some kind of romantic lab experiment.

so the next morning, you take a different route to work.

and by "different," you mean you add twenty minutes to your commute just to be safe.

you’re feeling pretty good about yourself until you stop by a grocery store later that evening—

and jaehyun is right there, staring at a shelf of instant ramen like it personally betrayed him.

you freeze. he looks up.

silence.

"are you kidding me?" you groan, dragging a hand down your face.

jaehyun just stares at you. "you’re the one who just walked in."

"yeah, but i specifically avoided my usual route just to make sure this wouldn’t happen," you argue.

"okay, well, i was just trying to get food," he says, exasperated. "i ran out of ramen."

you narrow your eyes. "don’t tell me your app told you to come here."

he hesitates.

then he holds up his phone.

"craving a late-night snack? 🤤🍜 don’t worry, we got you! swing by mart express—you never know who you might run into! 😉"

you want to throw something.

instead, you march up to him, grab his phone, and put it on airplane mode.

jaehyun blinks. "…what are you doing."

"fixing our problem," you say, pulling out your own phone and doing the same.

jaehyun stares at you for a moment. then, to your surprise, he actually nods. "okay," he says. "good plan."

you blink. "wait. you’re not gonna fight me on this?"

he shrugs. "nah. the app is getting creepy."

you fold your arms. "so you do think it’s weird?"

"i always thought it was weird," jaehyun says. "i just don’t care as much as you do."

you glare at him, but he’s already turning back to the ramen shelf like this whole conversation didn’t just happen.

unbelievable.

you leave the store together, mostly because your places are in the same general direction.

except five minutes in, jaehyun suddenly stops walking.

"shit," he mutters.

"what?" you ask.

he sighs. "i don’t know how to get home."

you stare at him. "you what."

"i always use my phone for directions!" he says, waving his arms. "but i turned it off, and now i’m lost."

you pinch the bridge of your nose. "you’re unbelievable."

"hey, you told me to turn it off!"

"because we were being manipulated!"

"well, congrats, now i’m gonna die on the street because of you."

"oh my god," you groan. "just—fine. where do you live?"

jaehyun tells you the address. you stare at him.

"jaehyun," you say. "that’s literally ten minutes from my place."

jaehyun blinks. "…oh."

you squint at him. "have you been taking the long way home this entire time?"

he scratches his head. "maybe?"

you don’t know whether to laugh or hit him.

instead, you just sigh and grab his wrist.

"come on," you say, dragging him in the right direction. "i’ll walk you."

jaehyun doesn’t protest.

but when you glance at him, he’s smiling.

you get him home without issue.

when you stop in front of his building, jaehyun turns to you.

"thanks," he says, rubbing his neck. "and, uh. good job fighting the system, i guess."

you snort. "yeah. whatever."

he grins, but there’s something softer in it this time.

"see you around?" he asks.

you hesitate.

then you sigh. "probably."

jaehyun laughs. "probably."

you don’t check your phone again until you’re home.

when you do, you have one new notification.

"aw, how sweet! 🥰 you make such a great team! 💕"

you groan, rolling your eyes. the off the grid mode didn’t work.

“so,” sungho says, dragging out the word like he’s about to be annoying.

you look up from your phone, raising an eyebrow. “so?”

sungho smirks. “how’s myung jaehyun?”

you blink. “why are you asking like that?”

“oh, no reason,” he says, very unconvincingly. “you just seem to see him a lot.”

you scoff. “that’s because this stupid app won’t leave us alone.”

“mhm.”

“it literally forced us to meet up.”

“sure.”

you glare at him. “i don’t like him, if that’s what you’re implying.”

sungho just hums. “never said you did.”

you hate him.

“anyway,” you say, aggressively changing the subject. “when are you free? let’s get dinner or something.”

sungho shrugs. “ask jaehyun. you seem to hang out with him more than me these days.”

you chuck a pillow at his face.

on jaehyun’s end, taesan is just as bad.

“so, you and your soulmate have been seeing each other a lot.”

jaehyun groans. “don’t call them that.”

“why not? isn’t that what the app says?” taesan teases.

jaehyun sighs, tilting his head back against the couch. “we don’t even take it seriously.”

“and yet you still see them outside of what the app says.”

“it just happens,” jaehyun defends.

“right.”

jaehyun doesn’t even bother arguing. it’s taesan. nothing he says will change his mind once he starts being annoying.

instead, he just mutters, “i don’t even like them like that.”

taesan snorts. “yeah. okay.”

jaehyun scowls at him. “i don’t.”

taesan grins. “never said you did.”

jaehyun glares at him.

taesan only laughs.

but the truth is—

neither of you mind seeing each other.

the notification hits your phone at the worst possible time, mid-bite into a sandwich, your mouth too full to properly react as you stare at the bolded text on the screen.

💖 heartsync™ challenge: surprise your match with a meaningful gift! don’t forget! thoughtfulness is key! 🎁

you narrow your eyes. a meaningful gift?

sungho, sitting across from you, glances at your phone and snorts. “oh, this is good. what are you gonna get him?”

you finish chewing before deadpanning, “a rock.”

sungho almost chokes on his drink.

jaehyun gets the same notification while lying on his bed, aimlessly scrolling through his phone. he barely processes it at first, but then—

a meaningful gift.

he groans, rubbing his face. "why is this starting to feel like a real relationship?"

“because it is a real relationship,” taesan says from his desk, not looking up from his laptop.

“it’s not,” jaehyun argues immediately.

“sure,” taesan replies, unconvinced.

jaehyun sighs. “what even counts as meaningful?”

taesan finally looks at him, unimpressed. “you’re the one dating them.”

“fake dating,” jaehyun corrects.

“sure,” taesan repeats.

jaehyun groans again.

you decide to put some effort into it.

not because you care or anything, but because you know jaehyun will definitely try, and you don’t want to look like an asshole in comparison.

you wander through a store, scanning the shelves for something that could count as thoughtful.

jaehyun gives off dog energy, doesn’t he?

you frown. that’s weird to think about. but it’s true. he’s clumsy, a little dumb, but weirdly endearing.

then, you spot it.

a plush keychain. a little golden retriever with floppy ears and big, round eyes.

you hesitate before picking it up.

it’s stupid. but it’s also… kind of perfect.

you buy it before you can second-guess yourself.

jaehyun, meanwhile, is just as lost.

he walks through a store with woonhak, who has been absolutely no help.

“why don’t you just get them a candle?” woonhak suggests.

jaehyun sighs. “that’s not meaningful.”

“depends on the scent.”

“woonhak.”

“fine.” woonhak gestures vaguely. “what do they even like?”

jaehyun pauses.

he… actually knows quite a bit. their favorite color, the snacks they always buy, the way they take their coffee—

he stops. when did he start noticing so much?

woonhak stares at him. “dude, you’re so gone.”

jaehyun immediately shakes his head. “shut up.”

but he grabs something off the shelf anyway, a small coffee cup for the coffee addict that is you.

just because it makes sense. not because he cares.

you agree to meet at the studio.

it’s not that weird, jaehyun spends most of his time there anyway, and you’ve been there before.

when you walk in, however, you’re met with the sight of woonhak sitting at the desk, staring intensely at his laptop screen.

you blink. “you’re here?”

woonhak looks up. “you’re here?”

“uh. yeah?”

jaehyun walks in behind you, closing the door. “we’re doing that stupid challenge.”

woonhak frowns. “what challenge?”

you smirk. “the one that made him tell me about woonbaby.”

there’s a beat of silence.

“YOU TOLD THEM?!” woonhak exclaims, turning to jaehyun with betrayal in his eyes.

jaehyun looks genuinely alarmed. “IT WASN’T MY FAULT! THE APP TOLD THEM.”

woonhak glares. “i don’t care! you let it happen.”

you watch, amused, as they bicker.

eventually, jaehyun gives up with an exasperated sigh. “whatever, let’s just do this.”

you sit down, pulling out the little plush keychain.

jaehyun stares at it.

“what?” you say.

he blinks. “…is that a dog?”

you nod. “it reminded me of you.”

woonhak howls with laughter.

jaehyun scowls. “what does that mean?”

you shrug. “you figure it out.”

woonhak is practically crying. “bro, you’re literally a golden retriever.”

jaehyun grumbles, but you catch the way he turns the keychain over in his hands, quietly pressing at the plush fabric.

then, he clears his throat, pulling out his own gift.

a simple and cute coffee cup, one you can reuse for your favorite coffee shop.

you pause.

you recognize this brand. it’s the one you always buy from.

“…how did you know i like these?” you ask.

jaehyun hesitates. “you mentioned it once.”

you stare at him. that was days ago.

woonhak, clearly sensing something, slowly scoots away.

“uh,” he mutters, “i’ll leave you guys to it.”

he exits the room.

leaving you alone with jaehyun.

you turn back to him, suddenly unsure what to say.

he shifts in his seat. “so. we did the challenge.”

you nod. “yeah.”

there’s a silence.

“…i actually really like this,” jaehyun admits, still holding the plush keychain.

you blink. the silence is loud.

he glances at you, a little sheepish. “i know you probably just picked it because it’s funny, but… i like it.”

you feel something unfamiliar stir in your chest.

“…i like mine too,” you say.

he looks up, a little surprised.

you clear your throat. “it’s thoughtful.”

a small smile tugs at his lips.

“good,” he says.

later that night, you add the keychain to your bag.

and jaehyun clips his onto his.

not that it means anything.

—

💖 heartsync challenge: write a letter to your partner about what this experience meant to you. be honest! no holding back! 💌

you stare at your phone.

your stomach turns.

this is different from the other challenges. those were fun, stupid, even. buying a gift? easy. going on a last-minute date? frustrating but manageable.

but this?

you put your phone down and ignore it.

jaehyun, on the other hand, groans dramatically and flops onto his bed.

taesan and woonhak glance at each other.

“what now?” taesan asks.

jaehyun lifts his phone, showing them the notification.

woonhak snorts. “damn. that’s deep.”

“yeah,” jaehyun mutters. “stupid app.”

taesan raises a brow. “you’re actually gonna do it?”

jaehyun pauses. “...it’s just a challenge.”

woonhak smirks. “uh-huh.”

jaehyun rolls onto his stomach, hiding his face.

taesan leans back in his chair. “so… what has this experience meant to you?”

jaehyun groans into his pillow.

woonhak cackles. “this is hilarious.”

jaehyun throws a pillow at him.

you don’t write the letter.

you could.

but you don’t.

because writing it down makes it real. and you don’t want to think about what this actually means.

so, you pretend it doesn’t exist.

the app can’t force you, right?

right.

jaehyun stares at the blank page in front of him.

just write something dumb and get it over with.

but when he tries to start, nothing feels right.

so, he sighs, taps his pen against the desk, and just… writes what comes naturally.

woonhak picks up the folded letter before jaehyun can stop him.

jaehyun nearly tackles him.

“GIVE IT BACK.”

woonhak dances out of reach, grinning. “ooooh, what’s this?”

“IT’S NOTHING.”

taesan, completely unbothered, takes a sip of his drink. “so you did write one.”

jaehyun glares. “it’s just a stupid challenge.”

woonhak dodges another grab. “damn, you really poured your heart into this, huh?”

jaehyun huffs. “i hate both of you.”

woonhak finally tosses it back, laughing.

jaehyun stuffs it into his bag, scowling.

“…so when are you giving it to them?” taesan asks.

jaehyun freezes.

“uh.”

“…you are giving it to them, right?” woonhak says, amused.

jaehyun looks away. “i don’t know.”

“…bro.”

“i just—” jaehyun sighs. “what if they don’t care?”

woonhak and taesan exchange a look.

then, woonhak shrugs. “i guess you’ll find out.”

you don’t ask if jaehyun wrote his letter.

you don’t want to know.

because if he did, then you’d have to think about why you didn’t.

when jaehyun sees you next, he almost gives it to you.

almost.

but then he sees the way you act like nothing is different.

so, he keeps it in his bag.

not that it matters.

—

💖 heartsync update: your 30-day trial is almost over! it’s time for your final compatibility assessment!

will you renew? yes or no? make your choice carefully! 😘

your thumb hovers over the screen.

your chest feels tight.

final compatibility assessment.

it’s just a stupid button. just a choice.

but it feels heavier than that.

yes or no. stay or leave.

do you want this to continue?

and that’s the problem, isn’t it?

because you do. but you also don’t.

or rather, you can’t.

if you say yes, what does that mean? that the app was right? that this was real? that you’re willing to risk whatever this has become?

that’s too much.

that’s terrifying.

so, instead of thinking, instead of wondering, instead of feeling—

you press no.

and just like that, it’s over.

jaehyun gets the notification when he’s halfway to the café.

he’d planned to meet you there, casually slipping you the letter like it wasn’t a big deal. but then—

💔 heartsync update: your trial has ended. thanks for participating! your match has chosen not to renew. we’ve removed them from your contacts. no hard feelings! 💕

he stops walking.

stares at the screen.

his stomach sinks.

his heart—

no renewal.

he scrolls through his messages, but your contact is gone. every conversation, every stupid joke, every awkward late-night text—erased.

like you were never there at all.

like he imagined it.

like it meant nothing.

he swallows.

turns on his heel.

walks away.

when you check your phone again, it’s like jaehyun never existed.

your chat history? gone.

your notifications? empty.

you type his name into your contacts. nothing.

it feels like a punch to the stomach. you should’ve expected this. you did expect this.

but it still hurts.

did he pick no, too?

…or did you delete something that he actually wanted?

you close your phone.

this is for the best.

you keep telling yourself that. so why doesn’t it feel true?

jaehyun stares at the letter in his hands.

it’s stupid.

he shouldn’t care.

but he does. and that pisses him off.

woonhak notices. “what’s up with you?”

jaehyun doesn’t answer.

taesan glances over. “hey. you good?”

jaehyun laughs, but it’s hollow. “yeah.”

woonhak raises a brow.

jaehyun crumples the letter in his fist.

“i just wasted my time, that’s all.”

he gets up.

leaves before they can ask anything else.

you tell sungho and kazuha that it’s fine.

that you’re fine.

sungho doesn’t buy it. “so, you just… ended it?”

you shrug. “it was gonna end anyway.”

kazuha frowns. “but… did you want it to?”

you open your mouth. hesitate.

sungho sighs. “you’re an idiot.”

you glare. “thanks.”

“i’m serious. if you actually liked him—”

“i don’t.”

“…right,” kazuha says, unconvinced.

sungho crosses his arms. “you know, he could’ve said yes.”

you look away.

because that thought is the worst one of all.

jaehyun avoids the café.

he avoids the places he might see you.

he pretends it doesn’t sting.

but when he’s alone, when the studio is quiet, when there’s nothing left to distract him.

he pulls out the letter.

the one you’ll never read.

and he wonders if he had given it to you, would it have made a difference?

—

jaehyun is not the kind of guy who does this.

he’s not the type to chase after people. he doesn’t do big confrontations. he doesn’t throw himself into situations where his feelings are laid bare, where rejection is a very real possibility.

but here he is.

sitting in a café across from woonhak, gripping a coffee cup like it’s a lifeline, his foot tapping against the floor so fast it’s a miracle the ground isn’t shaking.

woonhak, for his part, is staring at him like he’s experiencing secondhand embarrassment in real time.

“so… let me get this straight,” woonhak says, setting his drink down. “you got matched with someone on a dating app. spent a whole month with them. actually liked them. and now, instead of talking to them like a normal person, you’re here, asking me to help you find them?”

jaehyun scowls. “when you say it like that, it sounds weird.”

woonhak leans back in his chair. “because it is weird.”

jaehyun groans, running a hand through his hair. “i just—” he hesitates, voice quieter. “they pressed no.”

woonhak’s eyebrows lift.

jaehyun clenches his jaw. “they chose to end it.”

woonhak watches him for a moment. then, slowly, he folds his arms.

“so? that’s it? you’re just gonna let the app decide how this ends?”

jaehyun exhales sharply. “no.”

“good.” woonhak cracks his knuckles. “let’s find them.”

jaehyun blinks. “wait, you’re actually helping?”

woonhak smirks. “are you kidding? this is the most interesting thing that’s happened all week.”

jaehyun rolls his eyes, but his heart is beating a little faster now.

step one: figure out where you work.

woonhak, surprisingly, is really good at this. almost too good.

“didn’t you mention that sungho is their friend?” he asks, scrolling through his phone.

jaehyun blinks. “uh. yeah?”

woonhak hums. “i think i saw something on his page last week. something about dropping off lunch at their job.”

jaehyun leans over. “you can find that?”

“duh. i have skills.”

jaehyun doesn’t question it.

a few minutes later, woonhak tilts his screen toward jaehyun. “bingo. looks like they work at that bookstore near the subway station.”

jaehyun’s stomach twists.

this is actually happening.

woonhak smirks. “you ready?”

jaehyun doesn’t answer. just grabs his jacket and walks out the door.

the bookstore is quiet when jaehyun steps inside.

the warm scent of paper and ink fills the air. soft lighting casts golden hues against the wooden bookshelves. the faint sound of pages turning and the occasional murmur of conversation drifts through the space.

he scans the store, heart hammering.

there.

you’re stacking books near the back, moving with the easy rhythm of someone who’s done this a hundred times.

jaehyun’s feet move before he can think.

you don’t notice him at first.

but then you glance up.

your hands still. your eyes widen.

“…jaehyun?”

his throat is dry. he almost forgets why he’s here.

almost.

“you really didn’t care, huh?”

your expression falters. “what?”

jaehyun exhales sharply. “you didn’t even hesitate. you just—” he gestures vaguely, frustration bleeding into his voice. “you pressed no.”

you swallow. “i—”

jaehyun reaches into his pocket.

pulls out a crumpled piece of paper.

your breath catches.

“you didn’t read mine,” jaehyun says.

his voice is quieter now. rough around the edges.

you stare at the letter.

the ink is smudged. the paper is creased, worn like he’s been holding onto it for days.

like he was going to give it to you, like he wanted to stay.

your stomach twists.

“jaehyun.”

he shakes his head, running a hand through his hair. “i just don’t get it.”

his voice cracks on the last word.

you don’t know what to say. you don’t know how to fix this.

but maybe… maybe it’s not too late.

silence stretches between you.

you don’t look away from the letter.

jaehyun doesn’t either.

there’s a tension in the air, thick and heavy. you try to swallow it down, but it doesn’t go away.

finally, jaehyun exhales.

he shoves a hand into his jacket pocket, gaze dropping to the floor. “you don’t have to say anything,” he mutters. “i just—i needed you to know.”

your throat is tight. your fingers twitch at your sides.

you didn’t read mine.

he said it so simply, like it wasn’t the most painful realization of all. because you should have.

you should have waited.

you should have listened.

but you were afraid.

afraid that reading it would mean accepting something real. afraid that pressing yes would mean opening yourself up to something you weren’t sure you could handle.

but now, looking at him, his tense shoulders, his furrowed brows, the way his hands grip the letter like it’s the only thing holding him together. he’s so cute.

you wonder if you made the wrong choice.

you take a shaky breath. “jaehyun…”

he lifts his gaze.

your fingers brush against the edge of the letter. hesitating.

you take it.

jaehyun stills.

you smooth it out carefully, trying not to focus on the places where the ink has bled.

you glance up. “can i—?”

jaehyun nods, once.

so you read.

jaehyun’s letter is messy.

his handwriting is uneven, like he kept pausing, rewriting, second-guessing.

but the words—

the words hit you like a punch to the chest.

it’s not poetic. not perfectly structured.

but it’s real.

and for some reason, that makes it hurt even more.

hey. i don’t really know what to say, which is probably a bad start to a letter. i don’t know what i was expecting when i signed up for this. definitely not this. i thought it’d be a joke. just something dumb i’d try and then delete. but then, somehow, it was you. and i don’t know how that happened, but i’m not really mad about it. it was weird at first. and sometimes it still is. but somewhere along the way, i stopped thinking about it like an “experiment” or a “trial.” it just became normal. i don’t know if that means anything. but i think i like this. i think i like… you. not that it matters. but yeah. that’s it. - jaehyun.

you can tell when he started to get frustrated. some sentences trail off, like he wasn’t sure how to end them. some are underlined, like he wanted to make sure you understood.

but the part that makes your breath catch, the part that makes your fingers tighten around the page—

is near the end.

"i don’t know if that means anything. but i think i like this. i think i like… you."

you stare at the words.

your hands shake.

your vision blurs.

you blink rapidly, forcing yourself to look up.

jaehyun is watching you, expression unreadable.

you open your mouth. but no words come out.

so you do the only thing you can.

you fold the letter carefully. tuck it into your pocket.

and whisper, “i think i made a mistake.”

jaehyun exhales.

his lips press into a thin line.

“yeah,” he says softly. “i think so, too.”

it should be easier than this.

it should be simple. if you like someone, you tell them. if you want to stay, you stay.

but it’s never that easy, is it?

because standing here, in the quiet of the bookstore, with jaehyun staring at you like you’re the only thing keeping him grounded, it feels impossible to say what you want to say.

your heart is in your throat.

your fingers tighten around the crumpled letter in your pocket.

“so,” jaehyun says, voice quiet. “what now?”

you don’t know.

but you do know one thing:

you don’t want to walk away again.

you meet his gaze.

hesitate.

“i think i liked you before i even realized.”

jaehyun’s breath catches.

your chest feels tight.

you swallow, forcing yourself to keep going.

“i just… i didn’t want to admit it,” you say, voice softer now. “because if i did, then it wouldn’t be because of the app. it wouldn’t be because of some stupid algorithm. it would just be me.”

you take a shaky breath.

“and that scared me.”

jaehyun exhales sharply.

he’s quiet for a long moment, and just when you think he’s going to say something,

he takes a step closer.

then another.

your heart stutters.

he stops just a few inches away.

when he speaks, his voice is steadier than before.

“i don’t care what the app says,” he murmurs.

his gaze is unwavering.

“i like you.”

your stomach flips.

your fingers twitch at your sides.

you want to say something.

but before you can, jaehyun suddenly exhales, dragging a hand down his face.

“god, that was so embarrassing,” he groans. “i can’t believe i actually said that out loud.”

you blink.

a laugh bursts out of you, unexpected and unfiltered.

jaehyun groans again, covering his face. “no, don’t laugh. i was trying to be cool.”

“cool?” you wheeze. “you?”

he glares at you from between his fingers. “i take it back. i don’t like you.”

you grin. “too late.”

jaehyun groans dramatically, but there’s no real frustration in it.

just warmth. just relief.

and when your laughter fades, when the bookstore falls quiet again—

he looks at you. and you look back.

something shifts.

something settles.

and just like that—

it doesn’t feel so impossible anymore.

later, at a coffee shop.

“so,” you say, stirring your drink. “was any of it real?”

jaehyun blinks. “huh?”

“the app,” you clarify. “the ‘fated’ moments. was any of it real?”

jaehyun thinks about it.

“well.” he tilts his head. “the coffee shop thing was definitely on purpose.”

you nod. “and the grocery store?”

“i think you just have bad luck.”

“excuse me?”

jaehyun shrugs, taking a sip of his drink. “i mean, statistically speaking, you were bound to run into me eventually.”

you narrow your eyes. “statistically speaking, i should throw my drink at you.”

jaehyun grins. “you could. but then you’d have to buy me another one.”

you stare at him for a long moment.

then you sigh, leaning back in your chair.

“so… no magic algorithm,” you murmur.

“no magic algorithm,” jaehyun agrees.

it’s strange.

you spent so much time wondering if any of it was real, if the app had manipulated you, if the connection was artificial, if your feelings were manufactured.

but now, sitting here, watching jaehyun poke at the ice in his drink with his straw, you realize something.

you don’t care.

because maybe the app pushed you together. maybe it forced you into situations that you wouldn’t have chosen otherwise.

but the moments you shared?

the conversations, the laughter, the quiet nights at the studio—

that was real. and that’s enough.

and that's something you like the sound of.

—

tysm for reading :>

bnd taglist : @bxnedo

perm taglist : @s0shroe @minoouz @the0p @mon2sunjinsuver

[afeelgoodblog]

The Best News of Last Week - March 18

1. FDA to Finally Outlaw Soda Ingredient Prohibited Around The World

An ingredient once commonly used in citrus-flavored sodas to keep the tangy taste mixed thoroughly through the beverage could finally be banned for good across the US. BVO, or brominated vegetable oil, is already banned in many countries, including India, Japan, and nations of the European Union, and was outlawed in the state of California in October 2022.

2. AI makes breakthrough discovery in battle to cure prostate cancer

Scientists have used AI to reveal a new form of aggressive prostate cancer which could revolutionise how the disease is diagnosed and treated.

A Cancer Research UK-funded study found prostate cancer, which affects one in eight men in their lifetime, includes two subtypes. It is hoped the findings could save thousands of lives in future and revolutionise how the cancer is diagnosed and treated.

3. “Inverse vaccine” shows potential to treat multiple sclerosis and other autoimmune diseases

A new type of vaccine developed by researchers at the University of Chicago’s Pritzker School of Molecular Engineering (PME) has shown in the lab setting that it can completely reverse autoimmune diseases like multiple sclerosis and type 1 diabetes — all without shutting down the rest of the immune system.

4. Paris 2024 Olympics makes history with unprecedented full gender parity

In a historic move, the International Olympic Committee (IOC) has distributed equal quotas for female and male athletes for the upcoming Olympic Games in Paris 2024. It is the first time The Olympics will have full gender parity and is a significant milestone in the pursuit of equal representation and opportunities for women in sports.

Biased media coverage lead girls and boys to abandon sports.

5. Restored coral reefs can grow as fast as healthy reefs in just 4 years, new research shows

Planting new coral in degraded reefs can lead to rapid recovery – with restored reefs growing as fast as healthy reefs after just four years. Researchers studied these reefs to assess whether coral restoration can bring back the important ecosystem functions of a healthy reef.

“The speed of recovery we saw is incredible,” said lead author Dr Ines Lange, from the University of Exeter.

6. EU regulators pass the planet's first sweeping AI regulations

The EU is banning practices that it believes will threaten citizens' rights. "Biometric categorization systems based on sensitive characteristics" will be outlawed, as will the "untargeted scraping" of images of faces from CCTV footage and the web to create facial recognition databases.

Other applications that will be banned include social scoring; emotion recognition in schools and workplaces; and "AI that manipulates human behavior or exploits people’s vulnerabilities."

7. Global child deaths reach historic low in 2022 – UN report

The number of children who died before their fifth birthday has reached a historic low, dropping to 4.9 million in 2022.

The report reveals that more children are surviving today than ever before, with the global under-5 mortality rate declining by 51 per cent since 2000.

---

That's it for this week :)

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Also don’t forget to reblog this post with your friends.

[captainsophiestark]

Unexpected Guest

Dick Grayson x Reader

Masterlist - Join My Taglist!

Written for my personal fic writing challenge for 2024, Sophie's Year of Fic! Featuring a new fic being posted every Friday, all year long :)

Fandom: DC

Summary: Dating a vigilante sometimes leads to a few false alarm scares, but Dick Grayson couldn't be happier with how well his partner rolls with his crazy family.

Word Count: 1,410

Category: Fluff

Putting work into an AI program without permission is illegal. You do not have my permission. Do not do it.

Crash!

My eyes shot open at the sound of a noise from the living room of the apartment I shared with my boyfriend, Dick Grayson. The man in question still snored peacefully next to me, annoyingly, but a quick glance at the clock told me why. It wasn't quite 5am, and Dick had been out patrolling until one in the morning. I listened carefully for any other noises in the apartment. I didn't want to wake my poor boyfriend up unless I absolutely had to.

After a few minutes of nothing, I heard another crash followed by a tense voice and what sounded like hushed swearing. This time, I didn't hesitate to roll over and whack Dick on the chest, hard.

His eyes shot open and he was half sitting up when I managed to throw a hand over his mouth to keep him from giving away that we were awake. My wide eyes must've tipped him off to something being wrong, because I immediately saw him shift from sleepy to ready for action.

Slowly, I dropped my hand from his mouth and leaned in to whisper in his ear.

"There's someone in our living room. I heard two crashes and someone swearing."

Dick nodded once, then motioned with his hands while mouthing 'stay here'. He hopped off the bed, grabbing his escrima sticks from where he'd thrown them onto the dresser, then stalked towards the door with catlike grace and stealth. After a minute, I decided I couldn't just let him go alone, superhero or no, so I grabbed the bat I kept by my side of the bed and followed after him.

Dick popped out the door, and after a moment without hearing anything, I followed, bat at the ready. I found my boyfriend with one hand on his hip, weapons down, staring into the kitchen. I followed his gaze to find none other than Jason Todd in our kitchen, a mixing bowl and some eggs in front of him and a look with a significant lack of guilt on his face.

"What? I was after somebody and it dragged me all the way to Bludhaven. I needed a place to crash that was closer than Gotham."

Dick and I both shook our heads. As the oldest of a very high number of siblings, his apartment had become a second home base for every single other batkid. When we'd finally moved in together last month, he'd warned me I needed to be prepared for things like this.

"Glad you know to help yourself, Little Wing," said Dick with a sigh, waving one tired hand to Jason before turning and heading back to bed. I squeezed his shoulder and gave him a quick kiss on the cheek as he passed me, then headed into the kitchen with a smile.

"My tax for you making me think I'd have to fight off an assailant with a bat at five in the morning is my own serving of whatever you're making," I said, taking a seat on one of the kitchen island stools. Jason raised an eyebrow at me.

"You're not going back to bed?"

"Nah. Unlike Dick, I got to bed at a somewhat reasonable hour last night, so the adrenaline dump isn't threatening to put me to sleep. I'd rather hang out with you, especially since you're a better cook than Dick and I combined. I'm not missing out on that."

Jason snorted, cracking an egg and resuming his cooking all the same.

"Dick contributes nothing to your combined cooking score," he said. "I'm pretty sure he's burned cereal before."

I laughed. "Yeah, I'm pretty sure you're right. He's gotten better though. We watch the Food Network and look up recipes to make together, and I can trust him with way more than I used to be able to."

"If you could teach him anything it'd be a miracle," said Jason with a snort. I just hummed, trying to pick up some new skills of my own as I watched Jason cook.

"To be totally fair to him, I once forgot what I was doing and strained soup because I was on autopilot for pasta."

Jason barked a laugh, unable to hold himself back, and looked at me with a grin and a raised eyebrow.

"Really?" I nodded. "That's pathetic."

I just shrugged. "Yeah. But at least there's not a lot of places to go but up, after that."

"I guess so."

Jason and I chatted as he cooked and I watched, keeping our voices low so Dick could sleep—although, after the night he'd had, he'd probably sleep through a train in our living room. After breakfast, Jason decided to go down for a nap on the couch, passing out almost as soon as we'd put the last few dishes in the sink. I just smiled, threw a blanket over him, and wandered back into the bedroom to find Dick.

It was late enough in the morning now that my boyfriend was officially up and about, stretching by the bed with his hair still a little messed up from sleeping. I grinned and flopped down against the headboard as he crossed the room to the dresser to pull out clothes.

"How's Jaybird?" he asked. "Still a good cook?"

"Still a great cook. And he's good. He seems a little wiped out from patrols and stuff, though. He's taking a nap on the couch right now."

Dick smiled and shook his head. "I get up and he goes to sleep. Typical."

"Clearly he's avoiding you."

"Clearly."

Dick and I shared a smile, and then he sighed.

"I'm going to take a shower. Hopefully Jason will be up by the time I'm out, because I actually have things to do today."

I smiled, shifting on the bed to pull the covers over myself. "I'm sure you can be quiet if he's not. Wake me up when you're out of the shower, okay? A post-breakfast nap sounds too good to resist right now."

My boyfriend laughed. "Alright, will do. I'll wake you and Jason up when I'm out."

"Mhm. Good luck with him."

"Thanks, I'm gonna need it."

I closed my eyes, getting comfortable and ready for my nap, but before I drifted off I heard Dick's shuffling footsteps crossing the room to stand by my side of the bed. A second later, he sat down next to me, the bed dipping under his weight. I cracked an eye open to squint at him.

"What do you want?"

He grinned at me and chuckled.

"Don't worry, I'm not going to interfere with your nap. I just... I wanted to say how much I appreciate you, and how good you are with my family. They mean the world to me, but I know having vigilantes dropping in at all hours of the day and night can be a little much to deal with. So thank you for being so wonderful about it, and about them."

I sighed, sitting all the way up and propping myself up on my hands to look Dick in the eye.

"Dick, I love you. And I love your family. Sure, it took a little getting used to some of the vigilante stuff, but the longer I know them the more I love them. You don't have to thank me for anything. They're my family too."

Dick absolutely beamed at me, wrapping one arm around my back and pulling me in for a kiss. I immediately reciprocated, tangling one hand in the hair at the nape of his neck. I smiled into the kiss and a moment later, Dick deepened it. We were right on the edge of escalating into something more, but both thought better of it at the last moment.

"I should take a shower," he said, still looking a little reluctant as he pulled away.

"Yeah, and you should stop interrupting my nap."

Dick snorted, rolling his eyes as he finally stood and headed for the bathroom. I grinned after him as he went, flopping back down onto my pillow only as Dick closed the bathroom door.

I took a deep breath and sighed, a smile on my face, as I closed my eyes for the second time. I heard the water start in the bathroom, and a faint smell of breakfast still hung in the air. I was surrounded by people I loved dearly, and who loved me right back. No matter the scare Jason had given me when he'd shown up, I couldn't ask for a better start to my morning than this.

****************

Everything Taglist: @rosecentury @kmc1989

DC Taglist: @luv-ghostie

[deepdreamnights]

Hey, you know how I said there was nothing ethical about Adobe's approach to AI? Well whaddya know?

Adobe wants your team lead to contact their customer service to not have your private documents scraped!

This isn't the first of Adobe's always-online subscription-based products (which should not have been allowed in the first place) to have sneaky little scraping permissions auto-set to on and hidden away, but this is the first one (I'm aware of) where you have to contact customer service to turn it off for a whole team.

Now, I'm on record for saying I see scraping as fair use, and it is. But there's an aspect of that that is very essential to it being fair use: The material must be A) public facing and B) fixed published work.

All public facing published work is subject to transformative work and academic study, the use of mechanical apparatus to improve/accelerate that process does not change that principle. Its the difference between looking through someone's public instagram posts and reading through their drafts folder and DMs.

But that's not the kind of work that Adobe's interested in. See, they already have access to that work just like everyone else. But the in-progress work that Creative Cloud gives them access to, and the private work that's never published that's stored there isn't in LIAON. They want that advantage.

And that's valuable data. For an example: having a ton of snapshots of images in the process of being completed would be very handy for making an AI that takes incomplete work/sketches and 'finishes' it. That's on top of just being general dataset grist.

But that work is, definitionally, not published. There's no avenue to a fair use argument for scraping it, so they have to ask. And because they know it will be an unpopular ask, they make it a quiet op-out.

This was sinister enough when it was Photoshop, but PDF is mainly used for official documents and forms. That's tax documents, medical records, college applications, insurance documents, business records, legal documents. And because this is a server-side scrape, even if you opt-out, you have no guarantee that anyone you're sending those documents to has done so.

So, in case you weren't keeping score, corps like Adobe, Disney, Universal, Nintendo, etc all have the resources to make generative AI systems entirely with work they 'own' or can otherwise claim rights to, and no copyright argument can stop them because they own the copyrights.

They just don't want you to have access to it as a small creator to compete with them, and if they can expand copyright to cover styles and destroy fanworks they will. Here's a pic Adobe trying to do just that:

If you want to know more about fair use and why it applies in this circumstance, I recommend the Electronic Frontier Foundation over the Copyright Alliance.

[satoshi-mochida]

Cozy turn-based strategy board game Flamecraft announced for PC - Gematsu

Monster Couch, the studio behind the digital adaptations of board games Wingspan and Calico (Quilts & Cats of Calico), has announced a video game version of the tabletop strategy game Flamecraft. It will be available for PC via Steam. A release date was not announced.

Here is an overview of the game, via Monster Couch:

About

Flamecraft is a cozy, turn-based strategy board game for one to five players. Become a Flamekeeper and help artisan dragons and shopkeepers delight the townspeople with their craft. Gather and manage resources, enhance the shops by casting enchantments, and magic your way to becoming the best Flamekeeper. Your main task is to thoughtfully place dragon artisans in the town’s bustling shopping district. They will help you gather various resources from the shops, which you can later use to cast enchantments, triggering powerful ability combos. You’ll also befriend the extraordinary Fancy Dragons, with abilities allowing you to boost your reputation. Your main goal is to earn the most reputation points by the time the game ends. If you manage to do that, you’ll earn the Master of Flamecraft title!

Key Features

-Become a Flamekeeper and Enter a Cozy, Vibrant World Inhabited by Dragons

Flamecraft is set in a fantasy world in which dragons and magic are part of the ordinary. Here, you’ll meet the adorable artisan dragons, who will use their extraordinary flamecraft to help the town’s shopkeepers create goods out of this world.

-Play in a Variety of Gameplay Modes, Both Single and Multiplayer

Flamecraft offers a variety of gameplay modes and difficulty levels. You can test your skills against AI or set up a relaxing custom game to play with close ones.

Each game is full of charming surprises and opportunities to strategize with how many dragons, shops, and enchantments there are. The order they appear in is random, but how you decide to play them is entirely up to you, leading to each play – solo or multiplayer – feeling uniquely different.

Moreover, we enhance the additional board game Solo Mode with a heartwarming story, expanding Flamecraft‘s extensive lore, giving it more depth and immersion.

-Meet Over 70 Beautiful Animated Dragons and Visit 30 Unique Shops While Listening to a Whimsical Score

In Flamecraft, we’ve brought the enchanting world created by Sandara Tang to life. The beautifully illustrated dragons come to life as they use their craft in the vibrant 3D town, full of animated shops, booths, and laboratories.

Pawel Gorniak, the composer behind Wingspan and Quilts and Cats of Calico, is also back, with another spellbinding score.

How to Play

You’ll have to strategize and outsmart other Flamekeepers if you want to come out on top. There are countless ways to victory, and it’s up to you to make the most of your skills. On your turn, you’ll visit one of the various shops in town to either gather resources or enchant the shops using magical creations. You could visit Gnome Depot to grab some iron, get freshly baked bread from Drake of Cakes, or brew mysterious potions at Draconic Tonic. You’ll need those, among others, to later enchant the shops – this will let you fire up all of the dragons from a shop and combine their abilities to create amazing combos. This, along with the Fancy Dragon cards, which offer powerful one-time abilities or additional end-game scoring opportunities, will let you get the reputation points needed to win the game.

Watch the announcement trailer below. View the first screenshots at the gallery.

Announce Trailer

[mariacallous]

Today, our information feeds and social media are largely governed by algorithms optimized to maximize engagement, often amplifying the most inflammatory content. With every view, like, and share analyzed to predict and steer our behaviors, we risk becoming subjects of surveillance and manipulation rather than active participants in civic discourse.

In 2025, we will start laying the groundwork for more empathetic and inclusive social networks, with the adoption of what I call “prosocial media.” This is media that doesn't just capture the attention of users but catalyzes mutual understanding between them. Media that empowers every voice, while fostering the capacity to listen across differences. Media that enables citizens to positively shape the digital public sphere.

One crucial aspect of prosocial media is the ability to allow people to collaboratively add context to potentially misleading information, thereby fostering a more informed discourse. Initiatives like Community Notes on X.com (formerly Twitter) and YouTube, for example, have successfully implemented this for public posts. A recent study, for instance, showed that Twitter Community Notes is an effective tool, reducing the number of retweets of potentially misleading posts by almost half and increasing the probability that a tweet is deleted by the user by 80 percent.

In Taiwan, Cofacts, a community-sourced fact-checking platform, is taking this concept further by empowering citizens to contextualize messages within private groups as well. Launched in 2017 by the civic technology community g0v, the platform was successfully adopted in Thailand in 2019. Research by Cornell University found that Cofacts managed to be quicker and as accurate in dealing with misinformation queries as professional fact-checking sites.

Prosocial media also addresses the centralization of social media platforms and the resulting unhealthy concentration of curation power in the hands of a few tech giants. It does this by using decentralized social networking protocols which enable content to flow seamlessly between different social media platforms. Last year, for instance, Meta’s Threads joined the Fediverse, a group of social media platforms that can communicate with one another, including Mastodon and Wordpress. This will eventually allow users on Threads to follow accounts and publish posts on other social networks. In February 2024, another decentralized platform, Bluesky (funded by Twitter founder Jack Dorsey) was also launched to the public.

Decentralization holds the promise of a more democratic internet, where people have greater control over their data and online experiences, leading to a proliferation of local communities, all interconnected through open protocols. This is increasingly valued by users. For instance, research at the University of Cincinnati found that users on decentralized social networks like Mastodon have joined primarily because they could control their information from data mining.

Breaking free of this attention economy will also require bold innovations in the very design of our digital platforms. In 2025, we will start doing that by using AI systems to help us prioritize content that promotes understanding and bridges divides, creating digital spaces that foster genuine dialogue rather than conflict. For instance, Stanford University and Jigsaw, the team created by Google to address global security problems and threats to open societies, have created AI tools that score social media posts and comments based on values like compassion, respect, and curiosity. In April 2024, they published research that demonstrated that ranking posts and comments based on such values significantly reduces reported animosity among users.

In 2025, a new wave of prosocial media platforms will finally start bridging the online divides, highlighting instead the common ground that unites us.

[vague-humanoid]

For years, hashing technology has made it possible for platforms to automatically detect known child sexual abuse materials (CSAM) to stop kids from being retraumatized online. However, rapidly detecting new or unknown CSAM remained a bigger challenge for platforms as new victims continued to be victimized. Now, AI may be ready to change that.

Today, a prominent child safety organization, Thorn, in partnership with a leading cloud-based AI solutions provider, Hive, announced the release of an API expanding access to an AI model designed to flag unknown CSAM. It's the earliest use of AI technology striving to expose unreported CSAM at scale.

An expansion of Thorn's CSAM detection tool, Safer, the AI feature uses "advanced machine learning (ML) classification models" to "detect new or previously unreported CSAM," generating a "risk score to make human decisions easier and faster."

The model was trained in part using data from the National Center for Missing and Exploited Children (NCMEC) CyberTipline, relying on real CSAM data to detect patterns in harmful images and videos. Once suspected CSAM is flagged, a human reviewer remains in the loop to ensure oversight. It could potentially be used to probe suspected CSAM rings proliferating online.

It could also, of course, make mistakes, but Kevin Guo, Hive's CEO, told Ars that extensive testing was conducted to reduce false positives or negatives substantially. While he wouldn't share stats, he said that platforms would not be interested in a tool where "99 out of a hundred things the tool is flagging aren't correct."

[liono360crmdemo]

 AI Lead Scoring for U.S. Companies: Smarter Sales, Faster Growth

AI-based lead scoring helps growing businesses find the best leads, save time, boost sales, and make smarter decisions with less effort. For more information call us at +1 609-281-5272

[thatonepikminperson]

The Dandori Battle Post (How to destroy the AI really)

Dandori Battles aren't really that bad, but sometimes they can be a bit hard, so here's some advice in case you're having trouble getting that Platinum medal (Spoilers for Pikmin 4's Dandori Battles Below)

Trail Run: Player with 10 Red Pikmin, Olimar with 5 Red Pikmin, Moss with Buff L.3

First of all, abuse the hell out of my favorite strat, Oatchi go do it. Just sick Oatchi on anything 10 or higher in weight, and if Oatchi has Super Buff, just sick him on whatever the hell Moss is trying to bring back. You can also try to get the nugget piles, as they quickly add to your score (Or Olimar's if he goes for them)

Battle in a Box: Player with 5 Ice Pikmin, Olimar with 5 Ice Pikmin, Moss with Super Buff Lv. 1, Intro to the Bonus Item

In this Dandori battle, Olimar doesn't understand that when a creature dies in an icey form, it won't drop it's corpse. If you get the Bulborb, it's a lockout for that Bonus Item 90% of the time. Go for the nugget piles, as Olimar doesn't really prioritizes them as much as he should. Also bully him sometimes, it's fun.

Dandori Castle: Player with 5 Yellow Pikmin, Olimar with 10 Yellow Pikmin, Moss with Super Buff Lv.2, Intro to the Golden Sniffer and Items

Olimar will not try to go for the Golden Sniffer or Items, so ABUSE THE HELL OUT OF THEM. He can still get them, it's just not at the top of his prioritizes. You most likely won't have to abuse the Bonus Item AI trick as seen later, but if you want, just get it after Sunseed Berries, those are easy to steal from him. Also, don't lower the thing near the electric wall, or even break the electric wall. Just use Oatchi, it's a waste of time. TRUST. Also, around this point in the game, you should dedicate a button to the IDLE ALERT, because hot damn it this item good. It allows you to call you're army back to you if they are at the base without interrupting the other tasks you may have active, like carrying back items or nuggets. Very good item to use.

Leafy Showdown: Player with 5 Rock Pikmin, Olimar with 10 Rock Pikmin, Moss with Swallow, Intro to the Sneak Bomb

Now it's time to bully the old man with my favorite Oatchi related strat, called MURDERING MOSS. No really, if Moss swallows something you want, just sick Oatchi AND ONLY Oatchi on her. She'll get stuck in a loop of spitting out the item, picking up the item, getting hurt, and repeat cycle until Moss dies. If you sick Pikmin on top of this, Moss with shake them off and break the cycle Oatchi created, so don't do that. Also, Olimar doesn't really seem to prioritize Bonus items on land, for some reason. If it's the Sunseed Berry, then he'll go after the ones in the water, instead of the four near his base. Dunno why he does this, but he does.

Hot Sandy Duel: Player with 5 Red Pikmin, Louie with 15 Red Pikmin, Moss with Swallow

This battle is where the Bonus Item AI stuff becomes important, as this battle can range from easy as hell to wtf nintendo depending on the starting bonus item. If it's Downy Snagret, Firey Bulbax, Sunseed Berry and/or Water Dumple, you're going to have a bad time. The one you're looking for is the Scorchcake, as Louie's AI will grab his Pikmin, run over to the creature, and press X. Most times, this ends up murdering his entire army, and if it doesn't, get Oatchi to steal the Scorchcake for you. Also never use the firestarters, Louie's AI won't either and it's a waste of time really. Don't fight the Firey Bulbax, let Louie do it for you :). The Oatchi trick still applies. Also if you want, since the Louie AI doesn't know of the Oatchi trick, you can get have him swallow it and lead it all the way over. Also start paying attention to the multiplier that some items get, as if you are beating Louie too badly, the game will pity him and give him a 5 times multiplier and you a 2 times.

Final Battle: Player with 5 Winged Pikmin, Louie with 20 Winged Pikmin, Moss with Swallow

Same everything that applies up there, but add on that the Bonus items you are looking for are either the Insect Condo, or the Portable Sunset. Both have one on the board as the game starts, and Louie most times won't go for them. If you get anything else, you'll have a bad time, especially if it's the Sunseed Berry. Make sure to Sneak Bomb Louie, and while you're at it, you can just throw a mine on top of his base, which can explode his entire army. Ignore the Baldly in the middle, trust me, not worth it. Nuggets are also back as a good way to own Louie. Keep some Pikmin back at the base, just incase Louie sends over the Sneak Bomb via Pikmin.

[aktechworld]

Integration of AI in Driver Testing and Evaluation

Introduction: As technology continues to shape the future of transportation, Canada has taken a major leap in modernizing its driver testing procedures by integrating Artificial Intelligence (AI) into the evaluation process. This transition aims to enhance the objectivity, fairness, and efficiency of driving assessments, marking a significant advancement in how new drivers are tested and trained across the country.

Key Points:

Automated Test Scoring for Objectivity: Traditional driving test evaluations often relied heavily on human judgment, which could lead to inconsistencies or perceived bias. With AI-driven systems now analysing road test performance, scoring is based on standardized metrics such as speed control, reaction time, lane discipline, and compliance with traffic rules. These AI systems use sensor data, GPS tracking, and in-car cameras to deliver highly accurate, impartial evaluations, removing potential examiner subjectivity.

Real-Time Feedback Enhances Learning: One of the key benefits of AI integration is the ability to deliver immediate feedback to drivers once the test concludes. Drivers can now receive a breakdown of their performance in real time—highlighting both strengths and areas needing improvement. This timely feedback accelerates the learning process and helps individuals better prepare for future driving scenarios or retests, if required.

Enhanced Test Consistency Across Canada: With AI systems deployed uniformly across various testing centres, all applicants are assessed using the same performance parameters and technology. This ensures that no matter where in Canada a person takes their road test, the evaluation process remains consistent and fair. It also eliminates regional discrepancies and contributes to national standardization in driver competency.

Data-Driven Improvements to Driver Education: AI doesn’t just assess drivers—it collects and analyses test data over time. These insights are then used to refine driver education programs by identifying common mistakes, adjusting training focus areas, and developing better instructional materials. Platforms like licenseprep.ca integrate this AI-powered intelligence to update practice tools and learning modules based on real-world testing patterns.

Robust Privacy and Data Protection Measures: As personal driving data is collected during AI-monitored tests, strict privacy policies have been established to protect individual information. All recorded data is encrypted, securely stored, and only used for training and evaluation purposes. Compliance with national data protection laws ensures that drivers’ privacy is respected throughout the testing and feedback process.

Explore More with Digital Resources: For a closer look at how AI is transforming driver testing in Canada and to access AI-informed preparation materials, visit licenseprep.ca. The platform stays current with tech-enabled changes and offers resources tailored to the evolving standards in driver education.

[probablyasocialecologist]

Researchers assessed 15 digital work platforms—among them Amazon Mechanical Turk, Scale AI and Appen—and found that all of them were “still far from safeguarding basic standards of fair work,” according to the report. “While the run for AI deployments gets public hype and momentum, workers behind the design, building and testing of these technological solutions, unfortunately, still face enormous challenges and experience unfair working conditions,” the report says. The basis for the report was a survey of 752 workers in 94 countries carried out by researchers from Oxford’s Fairwork team, as well as formal interviews with platform managers. The report’s authors then gave each platform a score out of ten based on five principles: fair pay, fair conditions, fair contracts, fair management, and fair representation; with a maximum of two points for each principle. Four platforms (Amazon Mechanical Turk, Workana, Microworkers, and Freelancer) scored 0 points. None of the platforms reviewed scored more than 5. A score of 10 out of 10, researchers note, “simply means that [a] company is complying with the bare minimum.” “We have very world-renowned platforms that are still among the worst scores,” says Jonas Valente, the lead researcher on the so-called “cloudwork” project. “We still have a very big problem with platforms that are not acknowledging the need to improve their workers’ conditions.” One finding of the report is that workers spend much of their time carrying out what the authors call “unpaid labor.” The report found that 250 workers on the five platforms most commonly used by AI companies to find gig workers spent 26.8% of their time carrying out what it calls “unpaid tasks,” including looking for work, taking unpaid tests, and applying for work. Taking that unpaid time into account, those workers earned an average hourly wage of $2.15 per hour—though the report notes that this pool of workers hailed from 51 countries where the cost of living varies significantly. “Still, the findings shed light on the persistent problem of low pay on the platforms,” the report says.

[adgenie]

Top Tools to Craft Killer Facebook Ad Copy – Our Favorite 5

Creating compelling Facebook ad copy can be a daunting task, especially when you're trying to stand out in a crowded newsfeed. Whether you're promoting a product, a service, or trying to grow your brand, your message needs to be concise, persuasive, and aligned with your target audience's interests. That's where a Facebook ad copy generator becomes a game-changer. Below, we highlight five of our favorite tools that can help you craft high-converting Facebook ads quickly and efficiently. These tools save time and allow you to experiment with various ad styles and tones, ensuring your content resonates with your audience. Additionally, they help streamline your marketing process, enabling you to focus on other key aspects of your campaign.

1. AdsGPT 

AdsGPT is an AI-powered Facebook ad copy generator that helps marketers, entrepreneurs, and agencies create optimized ad content in seconds. Designed specifically for Facebook ads, AdsGPT uses machine learning to generate copy tailored to your business goals and audience. Whether you need attention-grabbing headlines or persuasive calls-to-action, this tool adapts to your tone and style, helping you increase engagement and conversions. Its intuitive interface and customizable templates make it a favorite among digital marketers.

2. Copy.ai 

Copy.ai is a versatile AI writing assistant that offers a dedicated Facebook ad copy generator among its many features. With just a few inputs about your product or service, Copy.ai can produce multiple ad copy variants in seconds. It's especially useful for brainstorming ad ideas and testing different messaging angles. From short punchy lines to longer value-driven descriptions, Copy.ai helps you maintain creativity while saving time.

3. Jasper (formerly Jarvis) 

Jasper is a widely known AI writing platform that excels at generating high-quality marketing content, including Facebook ads. Using its "PAS" (Problem-Agitate-Solution) and "AIDA" (Attention-Interest-Desire-Action) frameworks, Jasper creates emotionally resonant and persuasive copy that aligns with sales psychology principles. Its Facebook ad copy generator can be fine-tuned with tone and style preferences, making it perfect for brands with a distinct voice.

4. Writesonic 

Writesonic is another powerful AI content tool with a feature-rich Facebook ad copy generator. This ad creation platform allows users to generate tailored ad content for different campaign goals, whether it's traffic, conversions, or lead generation. Writesonic supports multiple languages and tones, making it ideal for global brands. Its dynamic interface and the ability to compare several copy versions at once make it an excellent choice for A/B testing

5. Anyword 

Anyword leverages predictive analytics to help you create Facebook ads that convert. Its standout feature is performance prediction, where each generated copy variant is given a score based on its potential effectiveness. This data-driven approach allows marketers to select the most impactful message before launching a campaign. The Facebook ad copy generator in Anyword is designed to help you communicate value clearly and convincingly, improving your ROI with every ad.

Why Use a Facebook Ad Copy Generator? 

Using a Facebook ad copy generator not only saves time but also enhances creativity and ensures consistency in your messaging. These tools often come equipped with best-practice templates, AI-driven insights, and optimization features that are difficult to replicate manually. Whether you're a solo entrepreneur or managing campaigns for multiple clients, having a reliable ad copy generator at your disposal can dramatically improve your productivity and results.

You can also watch: Meet AdsGPT’s Addie| Smarter Ad Copy Creation In Seconds

Final Thoughts 

With Facebook ads becoming more competitive, having an edge in your ad copy is essential. Each of the tools mentioned above — AdsGpt, Copy.ai, Jasper, Writesonic, and Anyword — offers unique strengths tailored to different needs. Experiment with a few and see which one aligns best with your brand's voice and marketing goals. By incorporating a powerful Facebook ad copy generator into your toolkit, you'll be better equipped to capture attention, drive engagement, and ultimately, boost your bottom line.

[michaelgogins]

The Tide of AI

I’ve been working with generative artificial intelligence (AI here) now for several years, trying to understand a bit about how it works, and following discussions by those much more knowledgeable and more concerned about it than I.

My main uses of AI have been to jumpstart my solutions to programming problems, and to answer questions about many different things in a better way than mere search engines. I also use image generating AIs to produce illustrations for some of my favorite science fiction novels.

I have come to some tentative conclusions.

AI is not now conscious in any sense.

AI is not now capable of telling the difference between its training data and the external world.

AI can produce very useful and rapid solutions for me based on solutions that other people have found.

If a solution has not already been found, then AI has some ability to reason its way to a solution.

Such solutions are not always correct. I run into many outright mistakes. Such mistakes can only be fixed by a human expert, but they sometimes still are quite useful as hints towards a correct solution.

AI is improving rapidly.

The better AI gets, the more the human workflow will involve it. And in looking at how others are using AI, particularly in visual art, I can see that future work in many if not most fields of art, science, engineering, and other forms of expertise will involve a continuous dialogue with AI.

And yet, the AI is doing so much work for one behind the scenes, it’s all but impossible to control everything about the solution. For example, in generating illustrations for Jack Vance’s Demon Princes novels, certain idealized images of the characters are created. If Drusilla Wayles is shown, to make her blond not brunette and full-figured not slim, and dressed in any detailed style, requires a fair amount of work in writing more detailed prompts.

I see this as an obstacle to real originality. In other words, the easier it becomes to use AI and the better the solutions are, the more tempting it will become for me, and probably many other people, to use the AI solution. I feel this will interpose a lot of extra work before getting to real originality without, perhaps, the author fully realizing that. And I feel this could lead of sighs of resignation.

That may well make it harder to achieve true originality in many fields.

I plan to try using AI to compose musical scores as MIDI files, and to design new Csound instruments. That will be probably more enlightening for me than fooling around with illustrating some of my favorite stories, although I will keep doing that.

One thing I am looking for is help with pieces I’m working on. Let’s suppose I have code that produces a complete piece of music, but there are problems I don’t see how to fix. I’d like to be able to say something like “the B section is too much like the A and C sections, edit this code to make the B section not such an obvious rehash of the parts of the A and C sections,” and get some code that either does that, or provides a hint for how I can do that.

I will report on my experiences here.

[xettle-technologies]

What Are the Benefits of Adopting Latest Fintech Technologies?

The financial industry is witnessing a rapid transformation driven by the adoption of the latest fintech technologies. These technologies are revolutionizing how financial services are delivered, enhancing efficiency, improving security, and fostering innovation across banks, insurance companies, investment firms, and payment platforms. By integrating advanced fintech software into their operations, businesses are unlocking numerous benefits that enable them to stay competitive in an increasingly digital world. In this article, we will explore the key advantages of adopting the latest fintech technologies and how they are reshaping the financial landscape.

1. Enhanced Efficiency and Automation

One of the primary benefits of adopting the latest fintech technologies is the significant boost in efficiency. Traditional financial systems often rely on manual processes, which can be time-consuming, prone to errors, and costly. With the integration of fintech software solutions, businesses can automate a wide range of processes, from payment processing to data analysis.

For example, AI-powered algorithms can automate tasks like credit scoring, fraud detection, and risk assessment, enabling financial institutions to make faster and more accurate decisions. Additionally, blockchain technology enables automated, transparent transactions, reducing the need for intermediaries and speeding up processes like cross-border payments. The efficiency gained through automation allows businesses to handle a larger volume of transactions and deliver services more swiftly, benefiting both the institutions and their customers.

2. Improved Customer Experience

The latest fintech technologies also play a crucial role in enhancing customer experiences. Consumers today demand convenience, speed, and personalized services. Fintech software solutions enable businesses to meet these demands by offering innovative and user-friendly platforms for managing finances.

Digital wallets, mobile banking apps, and AI-powered chatbots are just a few examples of how fintech technologies are transforming customer interactions. Mobile payment systems like Apple Pay and Google Pay allow users to make secure transactions with just a tap of their phone, while robo-advisors provide tailored financial advice based on individual needs. AI-driven chatbots can respond to customer inquiries instantly, providing 24/7 support and delivering personalized responses. These innovations make financial services more accessible, faster, and tailored to the unique needs of each customer.

Additionally, by leveraging the latest fintech technologies, businesses can offer cross-channel experiences, where customers can seamlessly transition between online platforms, mobile apps, and physical locations without interruption. This level of convenience significantly improves customer satisfaction and loyalty.

3. Cost Savings and Reduced Operational Expenses

Adopting fintech technologies can result in significant cost savings for businesses. Traditional banking systems often involve high overhead costs related to maintaining physical branches, processing manual transactions, and managing large teams. By embracing fintech software, financial institutions can streamline their operations, reducing the need for human intervention in routine tasks.

For example, cloud computing solutions allow businesses to store and process large amounts of data without the need for expensive in-house infrastructure. This can lead to significant savings in terms of hardware and maintenance costs. Additionally, automated systems for customer service, fraud detection, and compliance reduce the reliance on human resources, leading to further cost reductions.

For small businesses and startups, fintech solutions offer an affordable way to access sophisticated financial tools that were previously out of reach. Cloud-based accounting, invoicing, and payment solutions enable these companies to operate more efficiently without the need for large investments in infrastructure or personnel.

4. Improved Security and Fraud Prevention

As the financial industry becomes more digital, security has become a top priority. The latest fintech technologies offer advanced security features that help protect businesses and their customers from cyber threats and fraud. Blockchain technology, for example, provides a decentralized and immutable ledger, ensuring the integrity and transparency of transactions. This makes it nearly impossible for malicious actors to alter or tamper with transaction records, reducing the risk of fraud.

Additionally, fintech software solutions integrate cutting-edge encryption methods and biometric authentication, such as facial recognition and fingerprint scanning, to safeguard sensitive data. AI-powered fraud detection systems can monitor transactions in real-time, flagging suspicious activities and preventing fraudulent transactions before they occur. These security measures help businesses build trust with their customers and ensure that sensitive financial information is protected.

By adopting the latest fintech technologies, financial institutions can also ensure compliance with stringent data protection regulations, such as the GDPR (General Data Protection Regulation), further reducing the risk of penalties and reputational damage.

5. Greater Accessibility and Financial Inclusion

Fintech technologies are making financial services more accessible to underserved and unbanked populations around the world. In developing regions, where access to traditional banking services may be limited, mobile phones and fintech apps are enabling individuals to manage their finances, make payments, and even access credit.

Digital wallets and mobile banking apps allow users to store, send, and receive money without the need for a physical bank account. Peer-to-peer (P2P) lending platforms are helping individuals and small businesses access credit that they might otherwise not be able to obtain from traditional banks. Additionally, fintech software solutions are allowing micro-lending institutions to assess creditworthiness more accurately using alternative data, such as mobile usage and payment history, making it easier for individuals without formal credit histories to secure loans.

By adopting fintech technologies, businesses can contribute to financial inclusion, helping to bridge the gap between the banked and unbanked populations and enabling more people to participate in the global economy.

6. Better Decision-Making and Data Analytics

Data is at the heart of fintech innovation. The latest fintech technologies, such as AI and big data analytics, enable businesses to gather, process, and analyze vast amounts of information in real-time. This allows financial institutions to make data-driven decisions, improve risk management, and offer more personalized services to their customers.

For example, AI algorithms can analyze a customer's spending habits, credit history, and financial goals to offer personalized financial advice and recommend investment opportunities. Similarly, advanced analytics tools can identify emerging trends in the market, allowing businesses to adjust their strategies accordingly. The ability to harness the power of data leads to more informed decision-making and better outcomes for both businesses and their customers.

7. Scalability and Flexibility

Fintech software solutions offer unmatched scalability, allowing businesses to grow without the constraints of traditional systems. Whether it’s increasing transaction volumes, expanding to new markets, or offering additional services, fintech technologies can easily adapt to changing business needs. Cloud-based platforms, for instance, allow businesses to scale up or down quickly without incurring significant costs or requiring significant infrastructure investments.

Xettle Technologies, for example, provides scalable fintech solutions that help businesses manage their growth seamlessly, offering flexibility and adaptability in a fast-evolving digital landscape.

Conclusion

The adoption of the latest fintech technologies offers a wide range of benefits for businesses in the financial sector. From enhanced efficiency and automation to improved customer experiences, cost savings, and better security, fintech solutions are revolutionizing the way financial services are delivered. By embracing these innovations, businesses can stay competitive, drive growth, and provide more personalized and accessible services to their customers. The future of finance is digital, and those who adopt the latest fintech technologies today will be better equipped to succeed in tomorrow’s rapidly evolving market.