#AI-powered IDE

[ailatestupdate]

Apple AI Vibe Coder

[sadisthetic]

limewire virus

[telesodalite]

Thinking about KrokFire...

Thinking about them sparring in the cargohold, because it's a long trip, and cabin fever is setting in, and Misfire is gonna pop a gasket if he doesn't do something about it soon, since flying in open space gets real boring real fast, and it's making everyone a little nervous, but Krok has time to kill, and maybe, quietly, he's also two steps away from doing something stupid just to feel alive again after cruising around pointlessly, mindlessly, endlessly, for so so long... (It's barely been a month)

And sure, Misfire is a terrible sparring partner. He has no technique, no concept of proper balance, or an inkling of how to use the weight of his own frame. He rushes headfirst like he's more bull than fighter jet, he talks too much, he spits, he bites, and he can't stand losing. But, in a roundabout way, it almost makes him the perfect partner in Krok's eyes.

Crankcase won't spar, "can't" he claims flatly, gesturing at the gaping hole in his helm, but Krok can respect his want for distance. That occasional flash of fear and frozen unease in Crankcase's visor in close combat doesn't go over his head. He knows that look. He gets it. He won't push.

Fulcrum... well, a streetlight might be a tougher fight, or at least it would stay up longer and complain less. So much for a once respectable officer of the empire. What was Deathsaurus' command thinking promoting anyone without any actual combat training? It would almost be pathetic if Fulcrum didn't find a way to put the vitriol of thrown fists into his words instead. Now there was some swears Krok hadn't heard in a couple millennia, it would be inspiring if it wasn't his own spark Fulcrum had been damning to the pits and back through a bloody nose.

Spinister? Now Spinister was a good fighter, a better fighter, Krok wasn't so prideful to deny that truth. He'd tasted the dust of the cargohold floor enough to know it was a definitive fact. But Spinister held back, he was careful, he matched Krok's pace, his movements, he held himself defensively, any attack was quick, simple, and merely restraining. It was less a fight, and more a waiting game until Krok finally gave up, and that... well, that did sting a bit.

But Misfire? Misfire was a different beast all together. Sure Krok could dance circles around the flier all day, but it wasn't totally effortless work, he had to stay sharp, Misfire was so predictably unpredictable, he kept him thinking, moving, on his toes, and maybe it felt good to sidestep another stupid headfirst charge, easily grabbing and swinging Misfire around by his arm, so unbalanced all Krok had to do was let him go, and the weight of his own frame would send him careening into the crates stacked around them.

Most days, Misfire would give up by then, pull himself off the pile of overturned cargo with no small amount of burning shame and frustration, as he avoided Krok's optics and stormed off into the bowels of the ship before Krok could say something to ease the sting of losing again and again. Misfire didn't want his apologies though, and even as a pang of guilt ate at him over it, Krok knew he'd be back eventually.

But today, too pent-up and bored to quit now, Misfire pushed himself back onto his feet and charged back in again, and again, and again.

And Krok moved with him again, and again, and again. It was almost repetitive, but lively enough that he could feel the energon pumping through his head, a thrumming beat in his audials that reminds him of deafening battlefields and roaring stadiums, and oh, he'd missed this feeling, the adrenaline, the movement, more so than he thought he did.

Maybe it's the overconfidence that gets him then, or the memories pulling him out of the present, but Misfire's fist suddenly comes slamming down into his mask, and for a moment everything becomes a blur, until he finds himself on the floor, clutching at the shattered metal falling from his face in disbelief.

Faintly he can feel the twinge of broken mesh, of pain pinching dully across scarred flickering sensors, and maybe it's the adrenaline that pulls a suprised and breathy laugh out of him as he stares down at the pieces in his hand.

Maybe it's also the disbelief, the sudden shock at being struck hard enough to break his mask, by Misfire of all mechs. Or maybe he's cracked his helm, finally snapping something important deep in his processor, some vital function that kept him sane all these years.

Either way, an old familiar buzz of heady energy fills his chest, loosening his joints and straightening his struts as he stands back up, brushing off the broken remains of his mask as he stares back at Misfire, barefaced and bleeding and amused as the flier's optics go bright and wide.

And all Misfire can do for a moment is stand there, wide-eyed and breathless, his own adrenaline filled frame and hammering processor still trying to make sense of the broken plating of his knuckles and the energon trickling down Krok's scarred lips.

But connections are made, and it's a panicked realization at first, a cold dread, a 'ohhhhh fuck oh primus I fucked up I'm dead I'm so fucking dead-!' sort of feeling, as Krok's marred face breaks into an energon stained grin. But then there's another feeling, growing somewhere underneath the panic, a sudden curl of heat in his chest, a flush of pride, conviction, a sort of frenzied joy at the sight of broken mesh and fresh energon, and another rush of hot anticipation as Krok began to move again, circling, waiting, an unspoken question in the air as he rolls his shoulders back and flexes his hands.

And Misfire answers eagerly, suprising himself almost as he charges foward again, wanting more of that feeling, wanting to win again.

It's not really sparring past this point, and somewhere in the back of their minds they both know that. Every strike, every kick, every punch, it's all thoughtless instinct, each clash of plating, and bite of denta, and scrape of fingertips, is part of a mad dash for victory in the gladiator pit of scrap and debris they've built around themselves.

Of course, it can't last forever. They're no real gladiators, no phase-sixers, no primes, and movements get sluggish, vents rattle and wheeze as coolant pumps reach their limits, and building condensation slides powerless punches right off of scuffed metal and mesh.

Even like this though, worn out and bleeding from more scrapes than he had half a mind to count, Krok is still better, and Misfire is still predictable, and it's no great feat to sweep his legs out from beneath him, landing him flat on the floor, wings spread out and chestplate heaving.

Overworked joints sharply protest as he goes to pin the flier down bodily, and finally Krok faces the fact he has to consider how to end this, so he might let his own beaten frame finally still for a moment to breathe.

But as Krok catches one flailing arm in his grip, scoffing at the desperation, still goading Misfire on even as he tries to end this, a hand stubbornly catches his throat, but stops before it can truly squeeze.

And once more they're not really moving, just staring, watching, but it's less wired and tense now, rather, its shaky, a little unfocused, as exhaustion filters out in heaving puffs of hot air between their frames.

Someone's plating is rattling, Krok isn't sure if it's his own or Misfire's, but the cost of adrenaline is painfully noticeable now. His grip loosens on Misfire's arms, and the idea of total victory is less sweet as his cables begin to ache throughout his inner-framework.

But Misfire's hand slides up to catch his jaw before he can lean back and relent to a truce, and he's pulling him closer, and Krok starts to push him off, call it quits before either of them breaks something past repair, but a flash of energon on Misfire lips catches his eye, and that hadn't been there a moment ago?

Before he can even begin to ask what that was supposed to mean, Misfire is pulling him down again, angling his helm upwards to feverishly meet his lips half-way.

Although the mesh of Misfire's face was throughly bruised and scuffed, Krok had frustratingly failed to return the favor of a busted lip. So, it had to be his own, smeared across Misfire's face at some point in the scuffle, it shouldn't have been interesting in the slightest, but Krok's processor was hazy, slow, and his optics trailed Misfire's glossa as he licked his lips and made an odd curious sound.

And maybe it was a stupid move to make so impulsively, one he'd regret making probably, but still too caught up in the waning heated high of the fight, Misfire figured he could worry about losing such a hard-earned battle later. Right now, this seemed far better than actually winning, and the taste of Krok's energon felt like a victory and reward nonetheless.

Bracing himself as Misfire wriggled his other hand free to splay out over his thigh, holding him desperately against his frame as he tried pulling him even closer, Krok considered the heat dispersion warnings flickering distractingly in his peripheral, and the very noticeable strain on his back and legs, even his arms.

It's not a great position to be in right now, after all they've done already. He'll regret it, he knows he will, his body will make sure of it, if Spinister doesn't first.

But then Misfire's glossa is sliding against the jagged edges of his teeth, and he's making hoarse little pathetic noises into Krok's mouth that stoke some sort of ego at having the flier so desperate beneath him, and Misfire's hands are warm and heavy over aching plating and seams, and really, on second thought, after weeks of boredom, why the hell not?

They've got nowhere to be.

[antique-forvalaka]

I just want the real world to stop for a moment

[chaosspelledwrong]

Wrote out an entire vent post and changed my mind. Into the tags you go.

[justaboutsnapped]

I HATE ADOBE AFTEREFFECTS

[manmishra]

Gemini AI Enhancements: The Future of Smart Technology

Discover how Google’s Gemini AI is revolutionizing technology with its latest enhancements—from processing up to 1 million words at once and delivering multi-modal responses to transforming Google Search and Workspace tools. Learn about faster responses, smarter accessibility features, and innovative tools like AI-powered video creation and Synth ID watermarking, all designed to make digital interactions more intuitive and user-friendly.

In a groundbreaking announcement, Google has unveiled Gemini, its most powerful and versatile artificial intelligence model to date. With capabilities that extend beyond previous models, Gemini represents a leap forward in the integration of different modalities, including text, images, audio, and video. This innovation promises to transform how developers and businesses utilize AI in their…

[ailatestupdate]

AI Vibe Coder is your go-to digital muse for all things coding and creativity. Blending AI-powered tools with a passion for sleek code and futuristic design, this blog explores the rhythm of modern development—from smart automation to aesthetic programming hacks. Follow for tech vibes, dev tips, and AI-driven inspiration.

[arolesbianism]

You know I rly rly wish Jackie had more personal logs because god damn do we barely get to see her perspective on like anything. Like... What gets me most abt Jackie is that she clearly on some level still cares abt Olivia. Olivia was a very important person to her. I don't think Jackie is some victim or anything, but I have to imagine it hurt to watch someone that close to you drift away and grow to hate you. I just find it interesting to imagine Jackie as almost petty in her coldness to Olivia. Like, the two have been working closely for years, Jackie Knows that Olivia isn't the purely moral scientist she seems to think she is, and while I do still think Jackie is worse, I also do think she had a point when she did point out Olivia's hypocrisy. So it just makes me think... Did Jackie maybe become more stubborn against Olivia's feedback because of this? I think it'd be interesting if from her point of view, Olivia has been actively manipulative in her hypocrisy. I think it'd be so fun if Olivia wasn't just an annoyance, but the villain of Jackie's story from her point of view? I just like the idea of them both being the villains of each other's stories, it adds more to the doomed toxic yuri I think

[alchemiclee]

if I had money, I would pay someone to rewrite heaven official's blessing, but lesbian. if I was rich, i'd pay someone to turn it into a whole manga

[random-cockroach]

F*** my writing shyness, it will be bad and utter stupid mushy dumbness and I don't mind, because I need MUSHY AND TOO SWEET AND STUPID KISSES THROUGH THE SCREEN WITH CONFUSION

Swerve x Blurr silly short oneshot Reverse mecha au by Kerefon

Silly kisses inside the games is the normal thing for humans, Cybertronians don't quite have such interactive games, at least he never was interested in Cybertronian ones, Blurr doesn't know why he feels so shy over this friendly joke that he was perfectly pulling off in the real life by himself.

Blurr has been watching streams of Serving_Metal_Nerdulgist for over 1 year now. He still has no idea how he found this line since it didn't have registered ID in the interplanetary lists, but the streams on it turned out to catch all of his attention. Interplanetary streams weren't something new or interesting (most of them were boring stuff with their strange ugly food that they were munching with even more ugly sounds, some strange sports, absolutely wasteful dramas and other things), but this one he never saw before. It was a game, cubic game, vibrant, green, full of details, explorations, it was fascinating to watch someone explore a newly created endless world, go on adventures, kill interesting monsters and make creations out of blocks that looked strange as a separate but gorgeous as a one. He was making it look gorgeous.

He supposed it wouldn't have been so interesting if not the voice behind it, who always was sharing his thoughts and ideas. Blurr was listening to them and wondering how one comes up with such ideas while himself getting inspired thanks to it (he tried to make a little blocky house with melting metal, but ended up burning surface of his digits and "house" looked like nest of these Gazin ants with three mouths).

It became the part of his free evenings, the chat became his dream chat group come true with never ending different interesting topics about anything and everything. Not like he could properly write on "human" so most of the parts he was using translator. Translator kind of sucked because it had barely any idea what the "human" is as much as Blurr did (he supposed the cubic human inside the game was based on real humans) and AI was learning words and their adaptations pretty slowly.

Unlike the person behind the stream.

He learned fast and over the year almost became fluent in Cybertron. He said it was the power of nerds.

Blurr felt himself pretty happy (immensely gleeful) about the fact that Nerdulgist did so to talk with him, to be able to play and talk without the need to switch to chat typing (not like he could type with Cybertronian syllables anyway).

He was watching him when there were only a few people. To be more precise, first time he found him he also joined his game, since ID applied to the game too and Blurr thought it was open to join for everyone. Reaction of pure horror and sudden boost of comments applied it was not. But Blurr was spamming shift after smashing all the keys to find some way to show that he is… friendly? He perfectly knows about ban option in public places and he didn't want to be banned even if it wasn't a thing here (he found out later it was a thing indeed). Maybe Nerdulgist thought that being friends with someone who could join your game without host's permission is safer so he rolled with it. He still didn't get what the herobrine is though, some kind of hacking program? He isn't to be blamed for ID leaking.

They became game friends. It became Blurr's second favorite thing after winning races and outside races he was finding excuses to abandon wreckers to play Minecraft.

He was sure Nerdulgist also found his company pleasing. He was especially affectionate during the game today, it was a "chill stream day" (he was changing all the above blocks in the area on different colored ones to make something like clay forest). Over the year his followers count grew noticeably so now instead of non-stop chattery he could do non-stop question answering.

"Do I like Blurr? What a sil– no, stupid and offending question-"

Blurr's screen suddenly was filled with detailed cubic face skin of some, as he was told but didn't find the source, anime character, but with red hair, and then he heard a very characteristic and loud soft kiss in his audials.

"I love him, he is the man of my dreams, I would have built a home with him in real life and placed our beds next to each other."

Blurr saw that there was a sudden flood of comments but he urgently rolled out of the table with his digits to the face and he couldn't understand what Nerdulgist was saying. He felt his cheek plates warming up under digits. He did not expect it.

They were joking like this before, but before was much faster, more joking-like and Blurr was prepared, he could read mood good even inside the game. Here he was just caught off guard. And that wasn't because he found Nerdulgists' voice attractive lately due to hoarseness from his past sickness, no. And didn't notice after that that his voice actually always was quite attractive to him, no.

He was very good with physical contact and attention! He was the man of physical attention! He was expressing like this to the ones he considered enough to be pals.

He considered Nerdulgist his friend and he. Could. Do. Nothing. To show it! He reacts like this definitely because he can't find no "friendly hugging" functions and so he wasn't prepared for audial way of such acts. Acts of kisses? Not cheek kisses. When did they skip one part of the progress chain? Yes he wasn't prepared for it to be outside chat. If only he could somehow spend more time nuzzling with him so he could be prepared to steadfastly stand this affectionate attack! Sleeping on the beds next to each other didn't count.

"Blurr? Are you good?"

[Great_Cucumber: he probably passed out, you just kissed him, let him cool down]

[SweatNana243: Blurr ~ Come back, your man misses you~]

"Chat, shhh."

Blurr snapped out of his thoughts only when Swerve (Swerve said his name only to him and asked not to call him by his real name, so they were having fun by coming up with new strange names to "accidentally" say on streams) asked him on cybertronian if he is okay. Hearing it on cybertronian both deepened his warmness and got him back to his field of confidence. What is wrong with him? Two can play this game and he doesn't plan on losing!

Blurr: Yes, I am good, you have to kiss me longer to get rid of me

(The statement was absolutely true, he perfectly remembered his only few kisses he ever had in this life, he was drunk and it took noticeably more time for him to pass out. Of course he remembered real facts to apply to a silly game kissing, who doesn't?)

[Great_Cucumber: OOOOOOOOOOOO]

[Funtime90008: OOOOOOOOOOO]

[WBlurrNerdNation: OHOHOHOHOHOHOH GUYS]

There was a rich chuckle and chair creaking. "I'm going after my kissy plushie toy and I am about to measure your limits of hit kisses!"

[SweatNana243: your WHAT]

[Great_Cucumber: virgin spotted pointy finger]

[WBlurrNerdNation: I'm calling my friends, they can't miss it]

Okay, maybe Blurr wasn't as prepared to this. He rotated around in the search of something. Whatever. Something that also fits for a kissing practice, for no other reason but to not feel "attacked" if he also will do this dumb thing.

Blurr heard almost every possible transformer. Their voices became so common to him that when he first time opened interplanet stream with some ugly three mouths thing talking, the voice of that thing was disgusting, unusual, but mostly disgusting. Blurr was paying closer attention to people's voices, you could find so much information in them; and cybertronians' voices were consistent of precisely built in individual characteristics of waves. You could hear a silent static and a muffled echo inside throat. You could hear and sense the mood of the person if you knew how to do it. Organics? Their "static" voice cracks were grotty, they couldn't regulate their voices when they were loud, the sound was coming out of wet sources as if they were drowning. It was unpleasant. He didn't like noisy sticky figures.

Swerve's voice was… very pleasant. He guessed it had wet source just as organics, but it sounded dry, rich, vibrant, and when his voice was cracking up in excitement, it was contagious. When he was yelping and screaming on higher waves it sounded cute after his deep, slightly nervous bass. Funny even. He wasn't gulping after hours of talking like others did, he clearly needed water but he was too deep into explaining his new idea for the swamp area until his voice was becoming desiccated and he had to whispers while his chat was spamming "serve aqua".

Swerve indicated his return with two exaggerated smacking sounds of lips. Blurr laughed, nervously and generously. Swerve was a total maniac once he became comfortable. "Are you ready my handsome alien?"

Blurr managed to write "Wait a min dying laughin" before he clung to his knees with static laugh and burning cheeks. A cube person with strange skin was about to kiss him!

"I don't have the whole day, dear gringo, 1 minute and you will have to face me"

He clearly was in a very playful mood today as he said it in cybertronian to mock his viewers. It didn't help Blurr. Swerve's voice compensated all his hilarious looks. Where was his coolant?

Blurr looked around to check that the door was closed, he didn't want to die out of embarrassment. After making sure that there is no one sneaking on him (though the existence of guilty ghosts was especially believable right now) he braced himself and was looking at the screen.

Blurr: Deliver it (He meant "Bring it on" but translator didn't reach such levels of smugness yet)

Swerve seemed to lean closer to the microphone since the sound of skin pressed against the soft plushy was very clearly heard.

[Matador: SEND CREEPERS ON THEM WHILE THEY ARE BUSY]

[WBlurrNerdNation: SHUT UP, THERE IS RELATIONSHIP DEVELOPS]

[DBlurrNerdNation: WTF]

[JBlurrNerdNation: I will fight with mobs for the pride of their first proper kiss]

Okay. It sounded… soft. Blurr unconsciously touched his lips, he guessed his lips weren't as delicate as organics'… he had nothing to compare it with. Maybe jellied energon? He remembered his drunk kisses. They were soft for him but we talk about tender kind of leathers here. He felt frustrated but didn't stop listening and watching. That was an unusual sudden attention directed to him but he didn't dislike it.

Primus stop thinking about it with such seriousness it's a silly joke. From someone he found very nice to talk to. And listen to. Swerve is a great, very funny, smart dude. Silly a little bit, isn't it perfect? Oh, he heard a… breathing? Some fleshings had nostrils, looks like humans have them too and they are located above the mouth. And their breathing isn't as stable but very soft sounding. His vents suddenly clicked on to mimic the breathing rate, he gave up fighting with his processor. Sadly right now his attention was perfectly locked on one thing and was rotating only around arising from this event imaginations.

His imagination was too bright as he was imagining a presence on his lips. He closed his eyes and leaned in toward the sound. Then he opened them again and looked behind his back. No one was there. Thank Primus.

There were only a few bots who's voices he liked. Like, liked liked. But they were only transformers, never flesh organics. He might have liked liked liked this human's voice and vent (newly discovered breathing) more than all others that he liked liked.

Swerve budged from the microphone and made teasing chuckling sounds while still keeping hold of the plush. He was a streamer who felt like a scrapper in the metal pools after being sure that such jokes are good with Blurr.

"Still didn't fall under my obviously great and very expert kissing skills?"

[Great_Cucumber: you suck, I feel bad for Blurr]

"Hey what? That clearly was perfect! Not too long, not too short, with pauses, a little bit of teasing for the mood…" The microphone transmitted the sounds of his exaggerated hand gestures. Good microphone. "So what if it was only with plush? Do you not kiss your pets?"

[Great_Cucumber: I should be worried about your pets. But for your knowledge, my pomeranian kisses better.]

[WBlurrNerdNation: you are such a mood breaker, use your damn imagination, he wasn't kissing you!.. But yeah ah it sounded kinda gross actually]

"Chat. Chat, I hate you all and just for your knowledge, komondors are better than pomeranians."

[SweatNana243: look, he started mumbling under his nose, you all are so mean]

Nerdulgist turned away and got back to changing blocks while explaining all pros and cons of the bigger dogs compared to little ones. Blurr finally got back to his keyboard and mouse after his vents calmed down.

It definitely shouldn't have felt like whatever he felt but he couldn't help himself.

So instead he decided to not pretend to be dense and cool and started running laps around Swerve, shifting and jumping to lift their moods up. Worked perfectly, attention immediately switched and Blurr confused everyone with how getting pets where he is was kind of an illegal or kinky thing. They didn't finish what they planned because they saw turtles ashore and ended up breeding them while Swerve was talking about some cool mutated turtles, then just as usual they went back in their too gorgeous for Blurr's comprehension house with red and blue beds and orange and white carpets beneath them in the further room.

For some months now Nerdulgist was ending his stream first and then was spending some more quality time with Blurr until their attention was switching to opposite directions and they were chatting on absolutely different topics while still listening to each other.

Wreckers still didn't come back. Blurr was lying on the berth and rotating some favorite events from today in his head. Usually it was the whole stream and everything they talked about but this time he mostly was remembering the breathing and soft touching of skin that he heard, it was something new for him and he couldn't calm down and especially couldn't understand why he couldn't calm down. He wouldn't mind sharing a room with such cool person. He decided to run around the ship outside until his processor got overheated. ___________________________________

Swerve on the other side of the screen flying in heaven because he finally found someone who passed his vibe check, on who he could pull off all of his affectionate impulses and flirty jokes. ___________________________________ IN MY DEFENCE! Swerve here is the human from the beginning in this reverse version and he technically in the surrounding where he can feel less alone, nerds are all over the world on Earth so I believe this version of him is so much more confident in himself. He is the man of a good talents and great social education and awareness. He has a job that he even if don't love but clearly enjoys and it serves a good and visible purpose, he gets home and releases all the stress in other activities he likes. And it is known that confident people (not in an arrogant manner) are more attractive so his jokes get like, [10 buff due to him feeling sure not even if about them but about himself saying them. And yes aghsfa I think he would have a deep voice with a bit of a high cracking during laugh and nervousness. And he screams like a girl when startled, then coughs and screams again but now like a real man.

Blurr for me is only the friendly flirting kind of guy who does so to make people comfortable. And he will understand his interest in romance way with someone only when other close friend of his starts friendly flirting with him and Blurr will have to reconsider some of his life choises. And I just wanted Blurr to have a panic first. And find more attractive different qualities in Swerve. Please don't look at me I didn't even write it enough fluff for my liking I am holding well.

[Also Swerve added "Serving" in his name after he has read too many isekai mangas with 127 words long titles]

[mostlysignssomeportents]

“Humans in the loop” must detect the hardest-to-spot errors, at superhuman speed

I'm touring my new, nationally bestselling novel The Bezzle! Catch me SATURDAY (Apr 27) in MARIN COUNTY, then Winnipeg (May 2), Calgary (May 3), Vancouver (May 4), and beyond!

If AI has a future (a big if), it will have to be economically viable. An industry can't spend 1,700% more on Nvidia chips than it earns indefinitely – not even with Nvidia being a principle investor in its largest customers:

https://news.ycombinator.com/item?id=39883571

A company that pays 0.36-1 cents/query for electricity and (scarce, fresh) water can't indefinitely give those queries away by the millions to people who are expected to revise those queries dozens of times before eliciting the perfect botshit rendition of "instructions for removing a grilled cheese sandwich from a VCR in the style of the King James Bible":

https://www.semianalysis.com/p/the-inference-cost-of-search-disruption

Eventually, the industry will have to uncover some mix of applications that will cover its operating costs, if only to keep the lights on in the face of investor disillusionment (this isn't optional – investor disillusionment is an inevitable part of every bubble).

Now, there are lots of low-stakes applications for AI that can run just fine on the current AI technology, despite its many – and seemingly inescapable - errors ("hallucinations"). People who use AI to generate illustrations of their D&D characters engaged in epic adventures from their previous gaming session don't care about the odd extra finger. If the chatbot powering a tourist's automatic text-to-translation-to-speech phone tool gets a few words wrong, it's still much better than the alternative of speaking slowly and loudly in your own language while making emphatic hand-gestures.

There are lots of these applications, and many of the people who benefit from them would doubtless pay something for them. The problem – from an AI company's perspective – is that these aren't just low-stakes, they're also low-value. Their users would pay something for them, but not very much.

For AI to keep its servers on through the coming trough of disillusionment, it will have to locate high-value applications, too. Economically speaking, the function of low-value applications is to soak up excess capacity and produce value at the margins after the high-value applications pay the bills. Low-value applications are a side-dish, like the coach seats on an airplane whose total operating expenses are paid by the business class passengers up front. Without the principle income from high-value applications, the servers shut down, and the low-value applications disappear:

https://locusmag.com/2023/12/commentary-cory-doctorow-what-kind-of-bubble-is-ai/

Now, there are lots of high-value applications the AI industry has identified for its products. Broadly speaking, these high-value applications share the same problem: they are all high-stakes, which means they are very sensitive to errors. Mistakes made by apps that produce code, drive cars, or identify cancerous masses on chest X-rays are extremely consequential.

Some businesses may be insensitive to those consequences. Air Canada replaced its human customer service staff with chatbots that just lied to passengers, stealing hundreds of dollars from them in the process. But the process for getting your money back after you are defrauded by Air Canada's chatbot is so onerous that only one passenger has bothered to go through it, spending ten weeks exhausting all of Air Canada's internal review mechanisms before fighting his case for weeks more at the regulator:

https://bc.ctvnews.ca/air-canada-s-chatbot-gave-a-b-c-man-the-wrong-information-now-the-airline-has-to-pay-for-the-mistake-1.6769454

There's never just one ant. If this guy was defrauded by an AC chatbot, so were hundreds or thousands of other fliers. Air Canada doesn't have to pay them back. Air Canada is tacitly asserting that, as the country's flagship carrier and near-monopolist, it is too big to fail and too big to jail, which means it's too big to care.

Air Canada shows that for some business customers, AI doesn't need to be able to do a worker's job in order to be a smart purchase: a chatbot can replace a worker, fail to their worker's job, and still save the company money on balance.

I can't predict whether the world's sociopathic monopolists are numerous and powerful enough to keep the lights on for AI companies through leases for automation systems that let them commit consequence-free free fraud by replacing workers with chatbots that serve as moral crumple-zones for furious customers:

https://www.sciencedirect.com/science/article/abs/pii/S0747563219304029

But even stipulating that this is sufficient, it's intrinsically unstable. Anything that can't go on forever eventually stops, and the mass replacement of humans with high-speed fraud software seems likely to stoke the already blazing furnace of modern antitrust:

https://www.eff.org/de/deeplinks/2021/08/party-its-1979-og-antitrust-back-baby

Of course, the AI companies have their own answer to this conundrum. A high-stakes/high-value customer can still fire workers and replace them with AI – they just need to hire fewer, cheaper workers to supervise the AI and monitor it for "hallucinations." This is called the "human in the loop" solution.

The human in the loop story has some glaring holes. From a worker's perspective, serving as the human in the loop in a scheme that cuts wage bills through AI is a nightmare – the worst possible kind of automation.

Let's pause for a little detour through automation theory here. Automation can augment a worker. We can call this a "centaur" – the worker offloads a repetitive task, or one that requires a high degree of vigilance, or (worst of all) both. They're a human head on a robot body (hence "centaur"). Think of the sensor/vision system in your car that beeps if you activate your turn-signal while a car is in your blind spot. You're in charge, but you're getting a second opinion from the robot.

Likewise, consider an AI tool that double-checks a radiologist's diagnosis of your chest X-ray and suggests a second look when its assessment doesn't match the radiologist's. Again, the human is in charge, but the robot is serving as a backstop and helpmeet, using its inexhaustible robotic vigilance to augment human skill.

That's centaurs. They're the good automation. Then there's the bad automation: the reverse-centaur, when the human is used to augment the robot.

Amazon warehouse pickers stand in one place while robotic shelving units trundle up to them at speed; then, the haptic bracelets shackled around their wrists buzz at them, directing them pick up specific items and move them to a basket, while a third automation system penalizes them for taking toilet breaks or even just walking around and shaking out their limbs to avoid a repetitive strain injury. This is a robotic head using a human body – and destroying it in the process.

An AI-assisted radiologist processes fewer chest X-rays every day, costing their employer more, on top of the cost of the AI. That's not what AI companies are selling. They're offering hospitals the power to create reverse centaurs: radiologist-assisted AIs. That's what "human in the loop" means.

This is a problem for workers, but it's also a problem for their bosses (assuming those bosses actually care about correcting AI hallucinations, rather than providing a figleaf that lets them commit fraud or kill people and shift the blame to an unpunishable AI).

Humans are good at a lot of things, but they're not good at eternal, perfect vigilance. Writing code is hard, but performing code-review (where you check someone else's code for errors) is much harder – and it gets even harder if the code you're reviewing is usually fine, because this requires that you maintain your vigilance for something that only occurs at rare and unpredictable intervals:

https://twitter.com/qntm/status/1773779967521780169

But for a coding shop to make the cost of an AI pencil out, the human in the loop needs to be able to process a lot of AI-generated code. Replacing a human with an AI doesn't produce any savings if you need to hire two more humans to take turns doing close reads of the AI's code.

This is the fatal flaw in robo-taxi schemes. The "human in the loop" who is supposed to keep the murderbot from smashing into other cars, steering into oncoming traffic, or running down pedestrians isn't a driver, they're a driving instructor. This is a much harder job than being a driver, even when the student driver you're monitoring is a human, making human mistakes at human speed. It's even harder when the student driver is a robot, making errors at computer speed:

https://pluralistic.net/2024/04/01/human-in-the-loop/#monkey-in-the-middle

This is why the doomed robo-taxi company Cruise had to deploy 1.5 skilled, high-paid human monitors to oversee each of its murderbots, while traditional taxis operate at a fraction of the cost with a single, precaratized, low-paid human driver:

https://pluralistic.net/2024/01/11/robots-stole-my-jerb/#computer-says-no

The vigilance problem is pretty fatal for the human-in-the-loop gambit, but there's another problem that is, if anything, even more fatal: the kinds of errors that AIs make.

Foundationally, AI is applied statistics. An AI company trains its AI by feeding it a lot of data about the real world. The program processes this data, looking for statistical correlations in that data, and makes a model of the world based on those correlations. A chatbot is a next-word-guessing program, and an AI "art" generator is a next-pixel-guessing program. They're drawing on billions of documents to find the most statistically likely way of finishing a sentence or a line of pixels in a bitmap:

https://dl.acm.org/doi/10.1145/3442188.3445922

This means that AI doesn't just make errors – it makes subtle errors, the kinds of errors that are the hardest for a human in the loop to spot, because they are the most statistically probable ways of being wrong. Sure, we notice the gross errors in AI output, like confidently claiming that a living human is dead:

https://www.tomsguide.com/opinion/according-to-chatgpt-im-dead

But the most common errors that AIs make are the ones we don't notice, because they're perfectly camouflaged as the truth. Think of the recurring AI programming error that inserts a call to a nonexistent library called "huggingface-cli," which is what the library would be called if developers reliably followed naming conventions. But due to a human inconsistency, the real library has a slightly different name. The fact that AIs repeatedly inserted references to the nonexistent library opened up a vulnerability – a security researcher created a (inert) malicious library with that name and tricked numerous companies into compiling it into their code because their human reviewers missed the chatbot's (statistically indistinguishable from the the truth) lie:

https://www.theregister.com/2024/03/28/ai_bots_hallucinate_software_packages/

For a driving instructor or a code reviewer overseeing a human subject, the majority of errors are comparatively easy to spot, because they're the kinds of errors that lead to inconsistent library naming – places where a human behaved erratically or irregularly. But when reality is irregular or erratic, the AI will make errors by presuming that things are statistically normal.

These are the hardest kinds of errors to spot. They couldn't be harder for a human to detect if they were specifically designed to go undetected. The human in the loop isn't just being asked to spot mistakes – they're being actively deceived. The AI isn't merely wrong, it's constructing a subtle "what's wrong with this picture"-style puzzle. Not just one such puzzle, either: millions of them, at speed, which must be solved by the human in the loop, who must remain perfectly vigilant for things that are, by definition, almost totally unnoticeable.

This is a special new torment for reverse centaurs – and a significant problem for AI companies hoping to accumulate and keep enough high-value, high-stakes customers on their books to weather the coming trough of disillusionment.

This is pretty grim, but it gets grimmer. AI companies have argued that they have a third line of business, a way to make money for their customers beyond automation's gifts to their payrolls: they claim that they can perform difficult scientific tasks at superhuman speed, producing billion-dollar insights (new materials, new drugs, new proteins) at unimaginable speed.

However, these claims – credulously amplified by the non-technical press – keep on shattering when they are tested by experts who understand the esoteric domains in which AI is said to have an unbeatable advantage. For example, Google claimed that its Deepmind AI had discovered "millions of new materials," "equivalent to nearly 800 years’ worth of knowledge," constituting "an order-of-magnitude expansion in stable materials known to humanity":

https://deepmind.google/discover/blog/millions-of-new-materials-discovered-with-deep-learning/

It was a hoax. When independent material scientists reviewed representative samples of these "new materials," they concluded that "no new materials have been discovered" and that not one of these materials was "credible, useful and novel":

https://www.404media.co/google-says-it-discovered-millions-of-new-materials-with-ai-human-researchers/

As Brian Merchant writes, AI claims are eerily similar to "smoke and mirrors" – the dazzling reality-distortion field thrown up by 17th century magic lantern technology, which millions of people ascribed wild capabilities to, thanks to the outlandish claims of the technology's promoters:

https://www.bloodinthemachine.com/p/ai-really-is-smoke-and-mirrors

The fact that we have a four-hundred-year-old name for this phenomenon, and yet we're still falling prey to it is frankly a little depressing. And, unlucky for us, it turns out that AI therapybots can't help us with this – rather, they're apt to literally convince us to kill ourselves:

https://www.vice.com/en/article/pkadgm/man-dies-by-suicide-after-talking-with-ai-chatbot-widow-says

If you'd like an essay-formatted version of this post to read or share, here's a link to it on pluralistic.net, my surveillance-free, ad-free, tracker-free blog:

https://pluralistic.net/2024/04/23/maximal-plausibility/#reverse-centaurs

Image: Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg

CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en

[thefirsthogokage]

Do not boycott the streamers yet!

Hh

[Image ID: A tweet thread by WGA Strike Captain Kylie Sparks (@/KylieSparks) that says in full:

A reminder SAG has not called for a consumer boycott. Please keep watching tv and films-if anything, this helps PROVE the studios need us-AI doesn’t have the soul or emotion real people do.

Also this helps proves marginalized stories and actors are sorely needed in our industry.

I repeat, this erodes our bargaining power and this is something WE HAVE NOT ASKED FOR. WE HAVE NOT DEMANDED A CONSUMER BOYCOTT. Please enjoy your tv and movies! Get that to watch pile watched!

Okay I am closing this because folks are not listening.

SAG has not asked for a consumer boycott. You’ll know if this changes. /End ID]

I admit I messed up earlier because I was too trusting of people that I thought would have the right knowledge and think correctly about this. I was wrong. They weren't thinking of the consequences.

Please boost this and do NOT cancel you subscriptions!

I know it's gross to keep paying these fuckers, but we need to wait for SAG and WGA leadership's say so.

[zhbg9224]

I autismed too hard and connected the dots on my favorite video game AIs that sing a credits song

[Image ID under Read More]

[ID: A Venn diagram made out of four ovals, each labeled with a letter and an image of a video game character -- in particular, a character presented as an artificial intelligence. Each overlap with these sections has a heading containing said letters in bold, followed by a description. These four sections are:

G - GLaDOS, from Portal

K - Kinito, from KinitoPET

M - Monika, from Doki Doki Literature Club!

R - Rambley, from Indigo Park

Sorted alphabetically and by number of overlaps:

GK - is mentioned in some scientist's all-caps warning about their deceit; was the last-ditch effort to give a failing company new direction

GM - is presumed dead at the proper end of the game, killed by the player destroying their necessary components, until they're woken back up by someone who regains their powers for the player's sake

GR - harbors a grudge against someone that was once leading the facility they run, although it turns out they don't know all the secrets below the surface of said facility until the player goes looking

KM - alters files on the player's computer via admin permissions, then gets killed the same way; hangs one of their friends; jumpscares the player if they notice recording software

KR - was explicitly made to be a user companion and makes that their mission as they try to cater an amusement park to the player's preference; their friends have nightmare versions that briefly chase you for one scene

MR - expresses that they haven't had a strong, close connection with anyone in so long until the player came despite the presence of their "friends"

GKM - wholly in control of the area they inhabit with minimal human input, if any

GKR - highly devoted to their respective jobs with as little deviation from the set plan as possible

GMR - tied in some way to scientists that want to conduct some unethical biological experiments that seemingly become bloodthirsty

KMR - openly sings about how the player was a net positive in their lives, albeit for a small bit of time

GKMR - A.I. that initially appears as helpful and/or friendly and latches onto the first human they see in a while; gets in over their head with the amount of power or lack thereof they have and strings the player along to serve their ulterior motives by deviating from their initial programming to do things with which they aren't authorized; comes clean after enough people die and presents a scenario where the player will be stuck with them indefinitely until one of them dies or fulfills the main goal; sings a song in the credits where they unload their feelings about the player

End ID.]

[frostgears]

artifact

it was a routine survey stop until the neutrino background occlusion sensors showed something dense and geometric, buried shallowly in one of the planet’s least interesting mountain ranges. a First Expansion artifact. had to be. this system wasn’t in the databases except as an ID number, but the ancients must have done some wildcat exploration, right? they were people, not so different in range from the saints and scammers of today. except that their tech made anything you had look like toys.

the captain was the first to put boots on the ground. she said a perfunctory little speech, the records officer took a picture for the video wall, and then you all did what you came here for: excavation. hand-sized mu-cat fusion charges scythed the top of the ridge off, one of the more reproducible First Expansion technologies, clean and cheap. then it was earthmovers and jackhammers. a slog, but nobody complained. nobody wanted to risk damaging it.

slowly, a truncated tetrahedron emerged from the shattered sandstone, some kind of transport container, a type also not in the databases. it had been here a very long time to be buried so thoroughly in sediment turned to rock. excitement reverberated through the crew. survey work was for the good of all mankind, but all mankind rarely showed gratitude for confirming that a large round rock was still there. this could be it, the big score.

you were the one who cracked the last veneer of sandstone off the bronze-ish surface of the tetrahedron, worked out where to put the power cables for the hatch (at least the ancients didn’t mess around with their standards much). but the captain insisted on being the one who pressed the button. the triangular hatch folded forward to the ground, forming a ramp.

when the small shape walked down it, everybody tensed up. hands went to hips, those that weren’t already holding sidearms. the ship itself was in a long-dwell-time orbit, near overhead this spot, and you could practically feel the targeting radars for heavier weapons on the back of your neck. but the thing didn’t look particularly threatening. it looked like a little person, with exaggerated proportions.

was it a toy? had you spent the last week digging up a toy? but a toy with an independent power source that apparently hadn’t needed to be topped off since the Collapse was still worth something.

until it spoke. intelligibly.

“that was a dirty trick for Miss to play.”

the captain, caught on the wrong foot, said, “i’m sorry?”

“you needn’t be. i require only your assistance in catching up to Her. She does love Her tricks, but i should be by Her side.”

something flashed across your ocular implants. tac channel directives from the captain:

old AIs can get very single-minded. ready EM scrambler needle pulse on my mark.

“you flatter me, but i’m not that fancy. i’m just a simple doll. but you have a ship.”

“i’m sure we can work something out, in exchange for—”

you saw it move only as a blur.

it was up to the captain’s neck, but the captain’s head wasn’t on it any more. a long triangular blade glittered in one of its small hands. the other held the captain’s armored cortical recorder.

“my apologies. that wasn’t a question.”

it popped the molecular database implant backing up the captain’s mind and soul into its mouth, and chewed with some apparent relish. the body slumped slowly to the debris-strewn ground under it.

“now i have a ship. does anyone want to help me drive it? i’m afraid i’m some… eight thousand? years out of practice, and Miss preferred to do Her own piloting anyway.”

there was a flurry of small arms fire. it didn’t help. the particle beams on the ship should have discharged but didn’t, a fact you were grateful for, at least initially. you stayed your own trigger finger on some impulse you couldn’t explain. it saved your life. sort of.

you’ve been in the pilot’s interface chair for forty-seven hours now, the little nightmare holding the knife to your neck the entire time. the few other survivors are in no shape to mount a rescue, not from inside an automed casket. the “doll” seems quite certain that its “Miss” is still alive somewhere. you don’t know how long you’ll be able to say the same. □

originally published 2022-11-10 on Fedi.

[cryptidbait]

Kombatember IS COMING

Calling for any MK artists that may want to join this art challenge in November 2024!

This can be writing, edits and digital and/or traditional art, and all entries are welcome (EXCEPT FOR AI)

I only ask that you have fun and use the two hashtags:

#kombatember #kombatember24

so I can reshare your posts! You do not have to participate everyday and I hope you all can join at some point! ID and prompt list text below cut:

[ID: the first image shows a prompt list graphic titled Kombatember. The event’s hashtags are listed below the title, and the mortal kombat symbol is visible in the lower right corner.

The prompts are:

Family

Minigames

Tarkat(an)

weapon

ancient times

beyond death

artifact

wounded

ritual

fatal blow

fire and ice

favorite era

animality

temple

bandage

movie

dynamic duo

netherrealm’s influence

souls

the krypt

order of darkness

viscera

Shang Tsung’s island

mirror match

godly power

cyber initiative

tournament

experiment

ying fortress

test your might.

The second image reads: Rules:

This is an MK prompt list for November!

Have fun!

Make sure to use the hashtags so I can find your art and reshare it!

Try to keep the pieces MK themed! /end ID]