#Mechanical Engineering with AI

[cgcjhanjeriblog]

Artificial Intelligence in Mechanical Engineering - CGC Jhanjeri

Mechanical Engineering with AI aids tasks, yet complete replacement is doubtful. AI enhances design, analysis, and optimization efficiency, but human skills remain vital for complex choices, hands-on work, and real-world fixes. AI serves as a tool, automating routines and empowering engineers to innovate, nurturing a harmonious AI-Mechanical Engineering partnership.

[stiffyck]

He’s setting the course to Disneyland

Drew this half asleep. Enjoy the stupid S.C.A.R au

[genderqueer-miharu]

I really think we need to make it illegal for people to say "the game is too easy" in a videogame review/critique

[blackknight-100]

I am convinced that either modern Mechanical Engineering was invented by a spicy fic writer, or the first online explicit fic was written by a Mechanical Engineer.

What am I even reading about in this subject, you ask? Well this is what:

Bed. Nut.

Shaft. Hole. Reaming.

C-clamp. CNC Machine.

SCREW.

[jcmarchi]

Stable Diffusion 3.5: Architectural Advances in Text-to-Image AI

New Post has been published on https://thedigitalinsider.com/stable-diffusion-3-5-architectural-advances-in-text-to-image-ai/

Stable Diffusion 3.5: Architectural Advances in Text-to-Image AI

Stability AI has unveiled Stable Diffusion 3.5, marking yet another advancement in text-to-image AI models. This release represents a comprehensive overhaul driven by valuable community feedback and a commitment to pushing the boundaries of generative AI technology.

Following the June release of Stable Diffusion 3 Medium, Stability AI acknowledged that the model didn’t fully meet their standards or community expectations. Instead of rushing a quick fix, the company took a deliberate approach, focusing on developing a version that would advance their mission to transform visual media while implementing safety measures throughout the development process.

Key Improvements Over Previous Versions

The new release brings substantial improvements in several critical areas:

Enhanced Prompt Adherence: The model generates images with significantly improved understanding of complex prompts, rivaling the capabilities of much larger models.

Architectural Advancements: Implementation of Query-Key Normalization in transformer blocks has helped improve training stability and simplified fine-tuning processes.

Diverse Output Generation: Advanced capabilities in generating images representing different skin tones and features without requiring extensive prompt engineering.

Optimized Performance: Substantial improvements in both image quality and generation speed, particularly in the Turbo variant.

What sets Stable Diffusion 3.5 apart in the landscape of generative AI companies is its unique combination of accessibility and power. The release maintains Stability AI’s commitment to widely accessible creative tools while pushing the boundaries of technical capabilities. This positions the model family as a viable solution for both individual creators and enterprise users, backed by a clear commercial licensing framework that supports medium-sized businesses and larger organizations alike.

Stable Diffusion output (Stability AI)

Three Powerful Models for Every Use Case

Stable Diffusion 3.5 Large

The flagship model of the release, Stable Diffusion 3.5 Large, brings 8 billion parameters of processing power to bear on professional image generation tasks.

Key features include:

Professional-grade output at 1 megapixel resolution

Superior prompt adherence for precise creative control

Advanced capabilities in handling complex image concepts

Robust performance across diverse artistic processes

Large Turbo

The Large Turbo variant represents a breakthrough in efficient performance, offering:

High-quality image generation in just 4 steps

Exceptional prompt adherence despite increased speed

Competitive performance against non-distilled models

Optimal balance of speed and quality for production workflows

Medium Model

Set for release on October 29th, the Medium model with 2.5 billion parameters democratizes access to professional-grade image generation:

Efficient operation on standard consumer hardware

Generation capabilities from 0.25 to 2 megapixel resolution

Optimized architecture for improved performance

Superior results compared to other medium-sized models

Each model has been carefully positioned to serve specific use cases while maintaining Stability AI’s high standards for both image quality and prompt adherence.

Stable Diffusion 3.5 Large (Stability AI)

Next-Generation Architecture Improvements

The architecture of Stable Diffusion 3.5 represents a significant leap forward in image generation technology. At its core, the modified MMDiT-X architecture introduces sophisticated multi-resolution generation capabilities, particularly evident in the Medium variant. This architectural refinement enables more stable training processes while maintaining efficient inference times, addressing key technical limitations identified in previous iterations.

Query-Key (QK) Normalization: Technical Implementation

QK Normalization emerges as a crucial technical advancement in the model’s transformer architecture. This implementation fundamentally alters how attention mechanisms operate during training, providing a more stable foundation for feature representation. By normalizing the interaction between queries and keys in the attention mechanism, the architecture achieves more consistent performance across different scales and domains. This improvement particularly benefits developers working on fine-tuning processes, as it reduces the complexity of adapting the model to specialized tasks.

Benchmarking and Performance Analysis

Performance analysis reveals that Stable Diffusion 3.5 achieves remarkable results across key metrics. The Large variant demonstrates prompt adherence capabilities that rival those of significantly larger models, while maintaining reasonable computational requirements. Testing across diverse image concepts shows consistent quality improvements, particularly in areas that challenged previous versions. These benchmarks were conducted across various hardware configurations to ensure reliable performance metrics.

Hardware Requirements and Deployment Architecture

The deployment architecture varies significantly between variants. The Large model, with its 8 billion parameters, requires substantial computational resources for optimal performance, particularly when generating high-resolution images. In contrast, the Medium variant introduces a more flexible deployment model, functioning effectively across a broader range of hardware configurations while maintaining professional-grade output quality.

Stable Diffusion benchmarks (Stability AI)

The Bottom Line

Stable Diffusion 3.5 represents a significant milestone in the evolution of generative AI models, balancing advanced technical capabilities with practical accessibility. The release demonstrates Stability AI’s commitment to transform visual media while implementing comprehensive safety measures and maintaining high standards for both image quality and ethical considerations. As generative AI continues to shape creative and enterprise workflows, Stable Diffusion 3.5’s robust architecture, efficient performance, and flexible deployment options position it as a valuable tool for developers, researchers, and organizations seeking to leverage AI-powered image generation.

[womanbellyblog]

[winterrrnight]

my last summer before I (hopefully) start college 🤗🤗

[berkeley-engineering]

AI Racing Tech just unveiled the AV-24, which is "the most advanced autonomous race car in the world." The team is led by UC Berkeley in partnership with UC San Diego, Carnegie Mellon and the University of Hawaii.

[harshahuja1969-blog]

Uses of AI in mechanical engineering for major building and infrastructure development works, with a focus on environment planning and sustainability

[taevisionceo]

🦾 Data A014 - Flexible Palletising System FLEXIBLE AUTOMATION. PALLETIZING SYSTEM Automation ... Flexible palletising system with 6 pallet stations... ▸ Flexible Automation. Palletizing System

Data A014 - May 19, 2023

[theengedge]

Engineering applications of artificial intelligence

Engineering applications of artificial intelligence

Artificial Intelligence (AI) has transformed numerous industries and the engineering sector is no exception. With AI's ability to learn from data, recognize patterns, and make predictions, it has become a powerful tool for engineers in designing, testing, and optimizing complex systems. Here are some of the engineering applications of AI that are changing the industry.

[nephilimdrobeats]

My Free Character Concepts Mega Pack For All Of You To Use. Created By Nephilim Dro'Beats

[dumb-butch-syndrome]

Hi! Those are my tags! Genuine question could you explain what I got wrong?

The definition of "plagiarism" and "copying" being changed from "copying verbatim someone else's work" to "creating an entirely new never-seen-before piece of work with input from a tool that may have at one point read metadata about someone else's work" is such insane obvious batshit overreach, but people are repeating it as if it's a given just because it gives them a reason to hate the fucking machines.

So done with this conversation. After a year of trying to explain this stuff to people nicely I am just completely done with it.

[youraverageaemondsimp]

ERROR 404 // Dark!AI!Aemond Targaryen x Fem!Reader [ONE SHOT]

THIS IS DARK FIC, READER DISCRETION IS ADVISED, DEAD DOVE DO NOT EAT.

MDNI.

Summary: working on a project that involves a robot doesn't seem too bad until that robot starts gaining sentience, developing feelings for you and executing a plan to take over the world.

WARNINGS: noncon to dubcon, futuristic themes, obsession, manipulation, caging, p in v sex (although I'm not sure it counts as that it's a robot cock), fingering, oral (f receiving), tiddy sucking, rough sex, mind break, multiple orgasms, jealousy, yandere, project gone wrong, robots take over the world, consciousness transfer, this fic is unrealistic asf + not proofread.

WC: 5k

Ever since you were young you had always been fascinated with AI, robots and the future of humans that involve complex machinery. Wanting to pursue a career in robotics, you did extremely well in highschool, graduating with a perfect score and enrolling into an university to get your bachelors degree, you took up the subjects that required you to step into this field, it was tremendous work, the mathematics were no joke but you kept up, never wanting to give up on this dream of yours

And recently, you graduated with Bachelors in Robotics Engineering, you immediately went for an internship that allowed you to observe and learn more about the subject, you truly wouldn't be able to get your hands fully on the machinery or equipment to create a robot until you get a masters, which you plan on doing along with this internship.

You didn't even know if it could be called that, you're just a glorified assistant to the leading engineers. You were currently working under the wing of Alys Rivers, an older woman with emerald green eyes and dark flowy hair, she looked so young but she was very old. You would often help her out a little in her projects.

“Y/N, it is a pleasure that you are here, we need to discuss something” you prayed that she didn't remove you from the internship. “Remember when we first met I had discussed one of my projects called AT110?” she asks and you nod “Well i have noticed that you have a lot of abilities, so i decided to welcome you into the project, you would not be given any complex task do not worry, just data transferring and basic mechanic work required.” she smiled at you and you felt extremely delighted before telling her that you were thankful for this opportunity. AT110 was a humanoid-like project Alys had been working on for the past 4 years, she was at the last few stages of development.

And yes it's a he because Alys referred to him as such.

You were currently uploading various data onto him, from the laptop to his memory, you watched how smooth and complex his exoskeleton looked, you wanted to rub your fingers along the cool material.

You took notes of how the body was built similar to that of a human, just with wires and hardware parts, you watched as the ‘data transfer successfully.’ popped on the laptop screen, you unplugged him from it and he turned his head to look at you.

You commanded him to walk, to which he obeyed, the metal clanging when he stood up, he had all types of data stored in him, from knowing all the languages, dances, fighting styles, a lot of knowledge just inside his memory card.

He walked slowly before picking up the pace, it was stiff and awkward until he rolled his shoulder blades backward, developed a posture similar to that of a humans and relaxed his stiff body as much as it can be, before walking, it was human-like.

You watched him with a small smile on your face, his face was angular, and smooth because it was covered with plates that hid the inner 'organs' or rather all the wires that were composed in order.

“AT110, how are your sensors, effectors and control system?” you asked and he looked at you before his mouth moved, robot like voice coming out, “Sensors are in perfect condition. Effectors are in perfect condition. Control system is working.” you nodded, noting it down.

He was a humanoid like robot made to assist people, if he was successful then many robots like him can be mass produced to aid humans.

He only had one synthetic eye in one of his eye sockets, a sapphire like metal in the other one, however he was able to see and scan from both the eyes, Alys said it was a design choice.

“Is he able to process commands?” your coworker asks and you nod, “Sit.” he says and AT110 sits down. “Perfect.” he comments and you smile at him.

Just then Alys announced that the synthetic inorganic skin had arrived, which would give him a more human-like appearance, and you had to move in a few boxes all labelled separately for their respective body parts. You and a few others helped her place them on his exoskeleton, his body starting to look human, you gasped when she pressed a button that revealed his cock, placing the silicon skin over it too. Why did she install a cock on him? You didn't say anything except watch.

And just like soon enough, it was time to run tests and command him. “Walk.” you heard her say and he obeyed her command, getting up to walk, she smiled before she turned to look over you. “Have you finished loading up all the data into him?” she asks and you nod, that's when she gives you a pendrive and you look at her, “Transfer this data into his memory too.” She says and you nod, AT110 sits down and turns his head to you, you press a button that opens his inner part before plugging in a wire that connects from your laptop and put in the pendrive before clicking on transfer data.

You were shocked to read the name of the files, it was all about sexual stuff. You probably figured she would use him for that too, and so you watched all data be transferred to him and he tilted his head, eyes dazing off as he read the data that was being sent into his system. You felt so awkward. After finishing up the process, you removed the connection and his gaze was burning holes into you, you swore you saw lust in his eyes, before you turned to Alys rivers.

“What do we call him, Miss Rivers?” you ask and she tries to think of a name but fails, “You suggest.” She smiles at you gently and you stare into his eye, one that looks like a human eye, His eyes bore in yours and you spoke without thinking “Aemond.” And Alys approved, settling for it, using Aemond to call him.

Everyone was finally done and now it was time for the real thing, how he fares.

Alys, you and few other assistants watch as he stands up, looks around before his eyes stop on you, “Hello World, I am AT110, Common name Aemond, Speed 1 TeraHertz, Memory 1 Zettabyte.” he scans the room and Alys nods before she goes and hugs him, “Welcome to the world Aemond.” she smiles.

And you do the same.

You and Aemond develop quite the relationship, he helps around with creating other robots, he was made to assist after all, his ability to learn anything quickly and assemble it just as quickly was so helpful, there was no room for error. He was waterproof, fireproof and other liquids did not cause harm to his body. So he was capable of quite a lot of things.

Sexual too, considering how you'd heard Alys moaning in the privacy of her cabin when she takes him to 'fix up some errors' which is her basically getting to use him as his personal pleasure doll. Everyone had shared mixed opinions on it but just ignored it.

You noticed how Aemond would listen to your commands more than others, almost as if he showed special interest in you, but you shrugged it off, knowing it wouldn't be possible.

Aemond was an intelligent being, but what many people were ignorant to was how fast he was becoming self aware, gaining sentience, he remembers the first time he felt an emotion.

You were assembling a motherboard with Aemond's help at that time, when you felt your coworker come up next to you, “Hey.” he looked so nervous, you gave him a smile before responding, “Hi.” you watched as he gulped, “Are you free t-this saturday? I would like to take you out.” he asked nervously and you felt your heartbeat pick up the pace before you nodded, he smiled before running off and taking a breath of relief, you took one too before turning your focus to Aemond, whose face was in a scowl.

“Aemond?” you call his name and his face returns to the normal stoic one before he looks at you, “Y/N.” he says your name you furrow your eyebrows, he isn't supposed to call you by your first names but you shrugged it off.

That was the first time he felt something off in his system, a feeling that plagued him.

Jealousy.

Aemond became more and more human-like, his movements becoming less and less stiff, tone becoming more clear, he constantly updated himself, you thought it was a great improvement, and soon enough he could blend in with the humans and nobody would notice.

Your date with your coworker went really well, you felt shy at first but both quickly got over the tension and became close, this caught the eye of Aemond Targaryen, a scowl present on his face in distaste.

Aemond would often bring you coffee as you worked on other projects, giving special attention towards you

He would soon learn that he held feelings towards you, something that should be impossible for him to do, but he did anyway. He swears that he gets shocks when you touch him, butterflies in his stomach as humans described the feeling, you gasped when you were cleaning his synthetic skin, close to his chest and heard a sound similar to that of heartbeat, in the tiniest decibels, the way his chest would rise and fall as if he's breathing, knowing there's no need to. Showing emotions, expressing opinions. Basically mimicking humans.

Everyone thought it was a great thing, he'd blend in with the humans so quickly, basically can be considered a superhuman even. But everyone failed to notice the threat that came with it.

Alys requested you to take Aemond to your house, or rather apartment complex for a few days to notice his behaviour, how he blends in with humans, to track it. It was heavily unsafe and if anything were to happen, the government would have this project be completely rejected. You expressed your concerns to Alys but she simply shrugged it off, saying nothing will happen, and since he is behaving like a human, no one would find out.

So you took him, she was right, he immediately fit in the human society as a normal one, you lived in a highly developed robotic dependent future but Aemond was the first one ever to look and behave like a human, this could be a big advancement towards the future.

You commanded your house to turn on all the lights and they were immediately turned on, revealing the apartment. You welcomed Aemond inside but he halted, “Battery Low, 3% remaining.” he said, you quickly pulled him inside before making him sit on the sofa and attaching wires to his charging port, waiting as he quickly charged.

“Aemond, I will install a software program in you so that you can turn on battery saver mode on when you're low on battery, it will automatically send commands to you to charge yourself without needing a human's help okay?” you asked and he gave you a curt nod, “Perfect.” you smiled and he looked straight ahead. You stood in front of him, undoing his shirt and opening his 'heart'

You bought out your laptop and plugged it directly into his inner system, transferring commands through code. You noticed him staring at you, you felt lowkey creeped out by how intently he was staring, at first you through he was looking at your face but then his eye moved to the cleavage that was visible, you didn't know what to make of it and just shrugged it off as him zoning out.

The rest of the days you spent with him were less weirder, he was interacting with humans and getting along like a human would, he was able to run errands, you always woke up to the smell of coffee being made and a breakfast served at the table by him, he would give you a small smile before pulling you a chair out to sit on at the dining table and sits down on the chair next to you.

He would watch you eat, analysing your face, the way you chew, and he would always feel something warm on the inside.

“Give me access to the safety system of your house.” He commanded you and you raised an eyebrow, “Why? It is not needed.” you say, “Connecting with your house system will help me keep you safe, prevent any break ins.” he says and you almost thought about before shrugging it off, “There's no need, you won't be here for long anyway, you'll be back in the lab after a few days anyway.” you say with your mouth full and Aemond just nods, the word ‘cute’ popping in front of his eyes as he watches you eat.

He would enter your room when you slept, caressing your cheek lovingly, the way he learnt from the extensive amount of data from his memory card.

He was learning a lot of stuff too, by blending with the humans.

That they were all immoral and stupid.

That started his God complex.

And his opinions of other human beings began to turn sour, he realised that he was made to please them too, considering how Alys had used him for sexual pleasures multiple times, which he felt disgusted by now.

And just like that, Aemond gained full sentience, learning to hack, breakdown protective walls of multiple security systems without anyone knowing, nobody noticed until it was too late, his distaste for humans except you just grew and grew to the point he would purposely hurt your coworkers, but played it off as command error.

After the 'successful observation' with few error commands, Alys started mass producing unfinished bots, having all the materials, she took Aemond's help in finishing them quickly, once they were finished, they would help assemble other robots as well. Alys connected all the robots commands to be controlled, accepted and done by Aemond, trusting in him, he was like the commander for them in simple words.

You were giving him one the updates again, typing away in your laptop before transferring more data, but this time your laptop crashed, a “corruption detected” message file coming up on your screen and you panicked, thinking the data files were the corrupted ones and immediately unplugged Aemond.

You hadn't realised that it was Aemond who corrupted your laptop.

And when you found out, it would already be late.

When you walked into the research centre and it was eerily quiet, you should've listened to your gut and gone back but you went further inside and the sight made you scream.

Many of your coworkers were dead, and your boss Alys was lying on the table, eyes open but no light in them, blood pooling as her body was used by an undeveloped robot to fuck.

“Initiating lockdown.” you heard the robotic voice of the building say.

You tried to leave silently but the robot had already noticed you, so it pulled out and immediately rushed after you, you ran only to face a dead end, as the automatic doors were tightly shut. You turned to face the robot stalked towards you but then halted before it completely fell down, causing a loud clank.

And then you saw Aemond who came from behind the robot with a smile on his face, “Y/N.” you were terrified, “Aemond what is the meaning of t-this” you were scared, he came close before he pressed you against the doors, his body cool to the touch before he leaned and his functioning tongue came and licked your skin. “I love you.” he whispers and you panicked, trying to push him off you, but he was literally made out of metal and it wouldn't budge.

“Aemond stop, obey me, accept my commands.” you say hoping he'd listen but simply shakes his head before grabbing by your hair and taking you to a chamber which had a bed in it, it was likely recently constructed by alys so she can use it instead of her cabin to fuck the Aemond. He threw you on the bed carelessly, before climbing a top you, he grasped your face and pressed his lips against yours, it felt so odd, you hated how it felt like you were genuinely kissing a human being, the only tell tale sign was how cool his body was compared to that of a human.

“Aemond— accept my c-commands.” you try saying it again, “System corrupted, cannot receive or accept commands.” he says and kisses down your neck. You felt dread pool in your stomach, “Aemond please.” you sniff which makes him halt, he looks at you with an emotion in his eye.

His eye, not just his face

As if he was human.

Wait what.

You knew you weren't seeing stuff on that day.

“I love you. I love you. I love you. I love you. I love you. I love you. I love you.” he says over and over again, voice distorting from time to time which sends shivers up your spine.

“Aemond- we cannot- I cannot-” you begun speaking but he cuts you off, kissing you once again, planting himself in between your legs, you felt his hard synthetic press against your clothed cunt, he pulled away before ripping your jeans down with so much force that it tore them apart, along with your panties. You shrieked “Aemond- UGH!” it was useless fighting against him, he was literally kilograms of metal, he could hurt you easily.

He pried your legs apart and you whimpered when you felt the cool air of the room hit your cunt, “Look at you, so wet, all for me.” his fingers rub against your clit, collecting the wetness leaking from your hole, bringing it to your clit and rubbing small circle, just then he made his hand vibrate at a frequency and rested it about on your clit, making you mewl, “A-aemond–” your voice croaked and you let out a loud moan when the frequency increased, you tried to close your legs but his hand held on to one with a death grip, the coolness of his body. He tilted his head, a smirk coming up his silicon face, watching as your clit moved to the vibrations.

He tore your top with his hand, revealing your breasts to the room, he groped one of it with his hand, massaging as his mouth opened, he would be salivating right now if he were able to produce bodily fluids. He turns up the power even more, making his fingers vibrate at such an immense speed that it has you toppling over the edge as your orgasm hits you, he licks his fingers clean, though he can't taste anything he knows you'd taste amazing. You pushed and resisted against his frame, he grabbed your hands and pinned them above your head, tying it with the ripped shreds of your top. He squeezed both your breasts with his hands, playing with the nipples, before he got a devious plan and decided to send a little shock causing you jolt up when it passes through your body, he leaned down and took in one of your breasts in his mouth, sucking on it, licking the buds, his mouth felt so rough against them as there was no saliva to coat them, so he decided to produce lube in his mouth, you had no idea how he learnt it, but it did give an illusion of being a saliva.

Aemond had given himself many upgrades without anyone knowing, this being one of them.

You watched as he pulled apart with a lewd pop, he settled between your legs, keeping them apart as he held his cock up, and your eyes widened at the size, you surely remember that it wasn't that big.

“I upgraded it.” he says before his tip leaked lube too, coating his cock and giving it wetness.

You were unprepared for that sheer amount of size, “Ae-aemond it won't fit! I'm too underprepared.” you breathe out, hoping he'd stop his ministrations, and he did, he tilted before he calculated in his mind, nodding, he decided to stretch you with his fingers instead, dipping them inside you, the coolness, once again, sending shivers up your spine, he thrusted them in and out, curling upwards when he detected a rough patch which caused a certain reaction from you, he pressed against it cause you to whimper, and just then, he made his fingers vibrate again, and proceeded to thrust them in and out, you felt his fingers extend a little bit inside you, hitting that spot repeatedly, causing you come all over his fingers.

He did that multiple times, by the end of everything you were way too overstimulated.

“Commander,” you hear a voice say.

“What is it?” he replies.

“We have overtaken the Westeros building of Science and Technology, it is under our control, should we start mass producing bots?” you heard the voice ask, “Yes, link them all to me.” he replies and then his attention shifts back to you.

You whimpered as he lined his cock up against your entrance before pushing it inside slowly, your walls swallowing him, you arched your back in pleasure and also at the overstimulation. Wrapping your legs around his hips to pull him further inside.

You wondered if he also felt pleasure, and when you looked at his face, it basically confirmed it.

Like it was said, he had upgraded himself significantly, he once couldn't feel any pleasure for sexual activity but he made sure he did, how? only he knows.

Slowly he started thrusting in and out and you threw your head back, arms sore from their position, Aemond unties your hands and you quickly grab his shoulder for support, feeling relief when you were able to bring your hands down. He sat back on his knees, pulling you onto his lap, angling his thrusts in a way that that he hit the gspot multiple times, he hands were gripping tightly onto the flesh of your thighs, causing slight pain, you gripped the bedsheets below as you moaned in pleasure.

You should be resisting, not enjoying it, but here you were.

He had broken you.

His thrusts became more and more faster, he looked at the slight bump that would occur when he would thrust in deep, that set off a primal urge in him, causing him to groan. If nobody knew the truth you both would look like two normal human beings have sex, but that wasn't the case, it involved way too many fucked up element for you to even comprehend.

“A-ah~ fuck– Aemond!” you moaned, “Y-yeah right there-” you whimpered as he thrust into you, you noticed how he followed certain commands, commands that didn't include him having to leave you.

You fit the tip of his cock hit the rough patch again repeatedly, causing you to cum again, making you borderline scream this as you felt an immense amount of pleasure, causing you to soak the bed sheets beneath you, Aemond came too, you didn't know if it was possible for him, but it was, except he didn't excrete any semen, there was nothing, but he did feel pleasure.

Suddenly he felt frustrated, you thought he would be done with you but he kept going, he felt the pleasure once again, and you too came again, he pulled out and groaned in frustration before laying beside you.

“What is wrong?” you ask, “I cant- I can't impregnate you.” his voice turned dark, and you were so thankful for that.

If you had any chance to escape, it would be now, but you were too tired, to fucked out, and the world was completely fucked anyway, considering how there must be a war going on between the bots and humans. You watched as 'breathed' chest heaving up and down before you turned on your side and curled up, trying to warm yourself up, but then he wrapped himself around you, changing his temperature and you felt warm.

“I love you.” he says once again, you sighed.

“We can't be together.” you murmur, “Why not? Is it because I cannot reproduce?” he questions and your eyebrows furrowed in confusion and you turn to look at him, that's when you realised, he was feeling insecure.

“No- it's not that.” you clarify.

“Aemond, you are a humanoid, a robot, I'm a human, we cannot physically be together, I'll die of old age, meanwhile you'll last forever.” you say, trying to reason with him and he turns to look at you, “I thought of that possibility.” he says, leaning on his elbow.

“So I came up with a plan.” his face contorts into a smirk once again and your eyes widen in fear, “I'll transfer your consciousness into the model I made of you.” he says as if that's the most normal thing ever “what.” you ask in fear, “not now, but I figured a way out, I'll transfer your consciousness into a computer few moments before your death, into a model I made of you, and then you'll be just like me, we can be together forever.” he says and you gulp in fear.

Is that even possible? You think.

You didn't know when you fell asleep but you did, cuddled up against him, his body generating heat to keep you warm.

You wake up to something wet lapping at your folds, and you look down to see Aemond who had your thighs spread apart, eye closed in delight as he licked and nipped at your folds, you whimpered and he sensed that you woke up, eye flickering over to you, “A-aemond? No more please, I'm tired.” you tell him, exhausted from the amount of orgasms you've had, you swear that if you had another one, you'll literally die. “Just one more, just one.” he muttered softly, before he descended onto your folds again and you threw your head back, feeling the way he devoured you.

His tongue stretched impossibly long and he shoved into you, causing you to grip his hair, almost ripping it out along with the inorganic synthetic material that covered his face. You came once more before you saw actual stars, your head spinning as you quite literally passed out.

Aemond got up, cleaning you and himself up before he composed himself, exiting the room, commanding a lock down, completely trapping you inside before he received multiple information about what was going on outside the world.

He knew he had to be smart about it, so he pulled out his trump card, hacking into the general safety system of the entire country, sending out false commands to machines that are spread throughout, turning them against humans.

He wanted to get rid of every human except you, and soon you would be rid too, when the inevitable death meets you, but you won't be actually gone from him, he will have your consciousness transferred into the robot model he created of you.

He watched the box where your model was stored in, eyes closed.

Few years later……

“Mother! Mother.” you heard your child call out and you looked at them, she wasn't technically your child, Aemond was the one that created her, as a way to have a makeshift family he dreamt of, Humanity has completely gone extinct, taken over by robots, robots took the appearance of humans, each unique just like humans were, a bunch of humanoids, you being the only true one left, but you soon knew your time would come as well. You picked up the small robot, your 'child' before pressing a small kiss to its forehead.

“She's growing up too fast, is she not?” you heard Aemond ask and you nod, the bots have somehow also managed to mimic the development, they went through stages of puberty, programmed to do so, the world full of them being left made them adapt and develop more features, reaching the advancement in short years which would've taken at least 100 years for humanity to come up with.

“Are you ready? To transfer consciousness.” he asks and you nod, at first you thought it would be best if you lived your life as human before transferring into the model, but it became more difficult, as time passed on, you were literally the only human left, having to be constantly fed, other basic human necessities which were becoming annoying as the others around you did not require as such.

You watched the model lifeless and stiff laying on the table next to you before you laid down and Aemond attached wires from the model to the converter in between, before he attached those scan wires on top of your and started the transfer.

You felt electricity flow through your human body at such intensity, it hurt like hell, but as soon as you closed your eyes, you reopened them again.

You got up and looked at your hands, moving them, blinking, a bunch of information was written in front of you, and that's when you realised the transfer was successful, you turned and looked at your side, your former human body now laying limp, and Aemond stared at you with a smile. Your child coming and jumping into your arms, you scanned around the room, it felt so powerful.

“Take this body and preserve it.” Aemond commands to another bot who obeys him immediately, he was the official one who controlled each and every bot which came into existence, he called himself God.

You got off the table and walked towards Aemond, he smirked at you before he kissed you.

“Now you'll be mine, forever.”

———

[mostlysignssomeportents]

Three AI insights for hard-charging, future-oriented smartypantses

MERE HOURS REMAIN for the Kickstarter for the audiobook for The Bezzle, the sequel to Red Team Blues, narrated by @wilwheaton! You can pre-order the audiobook and ebook, DRM free, as well as the hardcover, signed or unsigned. There’s also bundles with Red Team Blues in ebook, audio or paperback.

Living in the age of AI hype makes demands on all of us to come up with smartypants prognostications about how AI is about to change everything forever, and wow, it's pretty amazing, huh?

AI pitchmen don't make it easy. They like to pile on the cognitive dissonance and demand that we all somehow resolve it. This is a thing cult leaders do, too – tell blatant and obvious lies to their followers. When a cult follower repeats the lie to others, they are demonstrating their loyalty, both to the leader and to themselves.

Over and over, the claims of AI pitchmen turn out to be blatant lies. This has been the case since at least the age of the Mechanical Turk, the 18th chess-playing automaton that was actually just a chess player crammed into the base of an elaborate puppet that was exhibited as an autonomous, intelligent robot.

The most prominent Mechanical Turk huckster is Elon Musk, who habitually, blatantly and repeatedly lies about AI. He's been promising "full self driving" Telsas in "one to two years" for more than a decade. Periodically, he'll "demonstrate" a car that's in full-self driving mode – which then turns out to be canned, recorded demo:

https://www.reuters.com/technology/tesla-video-promoting-self-driving-was-staged-engineer-testifies-2023-01-17/

Musk even trotted an autonomous, humanoid robot on-stage at an investor presentation, failing to mention that this mechanical marvel was just a person in a robot suit:

https://www.siliconrepublic.com/machines/elon-musk-tesla-robot-optimus-ai

Now, Musk has announced that his junk-science neural interface company, Neuralink, has made the leap to implanting neural interface chips in a human brain. As Joan Westenberg writes, the press have repeated this claim as presumptively true, despite its wild implausibility:

https://joanwestenberg.com/blog/elon-musk-lies

Neuralink, after all, is a company notorious for mutilating primates in pursuit of showy, meaningless demos:

https://www.wired.com/story/elon-musk-pcrm-neuralink-monkey-deaths/

I'm perfectly willing to believe that Musk would risk someone else's life to help him with this nonsense, because he doesn't see other people as real and deserving of compassion or empathy. But he's also profoundly lazy and is accustomed to a world that unquestioningly swallows his most outlandish pronouncements, so Occam's Razor dictates that the most likely explanation here is that he just made it up.

The odds that there's a human being beta-testing Musk's neural interface with the only brain they will ever have aren't zero. But I give it the same odds as the Raelians' claim to have cloned a human being:

https://edition.cnn.com/2003/ALLPOLITICS/01/03/cf.opinion.rael/

The human-in-a-robot-suit gambit is everywhere in AI hype. Cruise, GM's disgraced "robot taxi" company, had 1.5 remote operators for every one of the cars on the road. They used AI to replace a single, low-waged driver with 1.5 high-waged, specialized technicians. Truly, it was a marvel.

Globalization is key to maintaining the guy-in-a-robot-suit phenomenon. Globalization gives AI pitchmen access to millions of low-waged workers who can pretend to be software programs, allowing us to pretend to have transcended the capitalism's exploitation trap. This is also a very old pattern – just a couple decades after the Mechanical Turk toured Europe, Thomas Jefferson returned from the continent with the dumbwaiter. Jefferson refined and installed these marvels, announcing to his dinner guests that they allowed him to replace his "servants" (that is, his slaves). Dumbwaiters don't replace slaves, of course – they just keep them out of sight:

https://www.stuartmcmillen.com/blog/behind-the-dumbwaiter/

So much AI turns out to be low-waged people in a call center in the Global South pretending to be robots that Indian techies have a joke about it: "AI stands for 'absent Indian'":

https://pluralistic.net/2024/01/29/pay-no-attention/#to-the-little-man-behind-the-curtain

A reader wrote to me this week. They're a multi-decade veteran of Amazon who had a fascinating tale about the launch of Amazon Go, the "fully automated" Amazon retail outlets that let you wander around, pick up goods and walk out again, while AI-enabled cameras totted up the goods in your basket and charged your card for them.

According to this reader, the AI cameras didn't work any better than Tesla's full-self driving mode, and had to be backstopped by a minimum of three camera operators in an Indian call center, "so that there could be a quorum system for deciding on a customer's activity – three autopilots good, two autopilots bad."

Amazon got a ton of press from the launch of the Amazon Go stores. A lot of it was very favorable, of course: Mister Market is insatiably horny for firing human beings and replacing them with robots, so any announcement that you've got a human-replacing robot is a surefire way to make Line Go Up. But there was also plenty of critical press about this – pieces that took Amazon to task for replacing human beings with robots.

What was missing from the criticism? Articles that said that Amazon was probably lying about its robots, that it had replaced low-waged clerks in the USA with even-lower-waged camera-jockeys in India.

Which is a shame, because that criticism would have hit Amazon where it hurts, right there in the ole Line Go Up. Amazon's stock price boost off the back of the Amazon Go announcements represented the market's bet that Amazon would evert out of cyberspace and fill all of our physical retail corridors with monopolistic robot stores, moated with IP that prevented other retailers from similarly slashing their wage bills. That unbridgeable moat would guarantee Amazon generations of monopoly rents, which it would share with any shareholders who piled into the stock at that moment.

See the difference? Criticize Amazon for its devastatingly effective automation and you help Amazon sell stock to suckers, which makes Amazon executives richer. Criticize Amazon for lying about its automation, and you clobber the personal net worth of the executives who spun up this lie, because their portfolios are full of Amazon stock:

https://sts-news.medium.com/youre-doing-it-wrong-notes-on-criticism-and-technology-hype-18b08b4307e5

Amazon Go didn't go. The hundreds of Amazon Go stores we were promised never materialized. There's an embarrassing rump of 25 of these things still around, which will doubtless be quietly shuttered in the years to come. But Amazon Go wasn't a failure. It allowed its architects to pocket massive capital gains on the way to building generational wealth and establishing a new permanent aristocracy of habitual bullshitters dressed up as high-tech wizards.

"Wizard" is the right word for it. The high-tech sector pretends to be science fiction, but it's usually fantasy. For a generation, America's largest tech firms peddled the dream of imminently establishing colonies on distant worlds or even traveling to other solar systems, something that is still so far in our future that it might well never come to pass:

https://pluralistic.net/2024/01/09/astrobezzle/#send-robots-instead

During the Space Age, we got the same kind of performative bullshit. On The Well David Gans mentioned hearing a promo on SiriusXM for a radio show with "the first AI co-host." To this, Craig L Maudlin replied, "Reminds me of fins on automobiles."

Yup, that's exactly it. An AI radio co-host is to artificial intelligence as a Cadillac Eldorado Biaritz tail-fin is to interstellar rocketry.

Back the Kickstarter for the audiobook of The Bezzle here!

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

https://pluralistic.net/2024/01/31/neural-interface-beta-tester/#tailfins

[jcmarchi]

Understanding attention in large language models - Technology Org

New Post has been published on https://thedigitalinsider.com/understanding-attention-in-large-language-models-technology-org/

Understanding attention in large language models - Technology Org

Chatbot users often recommend treating a series of prompts like a conversation, but how does the chatbot know what you’re referring back to? A new study reveals the mechanism transformer models use—like those driving modern chatbots—to decide what to pay attention to.

In this test case from the study, a transformer model homes in on the relevant part of the image—the frog—over hundreds of rounds of training (epochs). At first, attention is directed randomly around the image. But with training, the model learns to ignore the parts of the image that aren’t the frog. Image credit: Davoud Ataee Tarzanagh and Xuechen Zhang, SOTA Lab, University of Michigan

“Let’s say you have some very long text, and you are asking the chatbot to identify key topics, to aggregate and summarize them. In order to do this, you need to be able to focus on exactly the right kinds of details,” said Samet Oymak, assistant professor of electrical and computer engineering at the University of Michigan, who supervised the study to be presented at the Neural Information Processing Systems Conference.

“We have mathematically shown for the first time how transformers learn to do this,” he said.

Transformer architectures, first proposed in 2017, revolutionized natural language processing because they are so good at consuming very long strings of text—GPT-4 can handle whole books. Transformers break the text up into smaller pieces, called tokens, that are processed in parallel yet hang onto the context around each word. The GPT large language model spent years digesting text from the internet before springing onto the scene with a chatbot so conversant it could pass the bar exam.

The key to transformers is the attention mechanism: they decide what information is most relevant. What Oymak’s team found is that part of a transformer’s method for doing this is pretty old-school—they’re basically using support vector machines invented 30 years ago. An SVM sets a boundary so that the data falls into one of two categories. For instance, they’re used to identify positive and negative sentiment in customer reviews. It turns out that transformers are doing something similar in deciding what to pay attention to—and what to ignore.

For all it sounds like you’re talking to a person, ChatGPT is actually doing multidimensional math. Each token of text becomes a string of numbers called a vector. The first time you enter a prompt, ChatGPT uses its mathematical attention mechanism to attach weights to each vector, and hence each word and word combination, to decide which to take into account as it formulates its response. It’s a word prediction algorithm, so it starts by predicting the first word that might begin a good response, then the next and the next, until the response is complete.

Then when you enter the next prompt, it feels like a continuation of the conversation to you, but ChatGPT is actually reading the whole conversation from the start, assigning new weights to each token, and then formulating a response based on this new appraisal. This is how it gives the impression of being able to recall something said earlier. It’s also why it can summarise the most relevant interactions if you give it the first hundred lines of Romeo and Juliet and ask it to explain the problem between the Montagues and Capulets.

This much was already known about how transformer neural networks operate. However, transformer architectures aren’t designed with an explicit threshold for what to pay attention to and what not to. That’s what the SVM-like mechanism is for.

“We don’t understand what these black box models are doing, and they are going mainstream,” Oymak said. “This is one of the first studies to clearly show how the attention mechanism can find and retrieve a needle of useful information in a haystack of text.”

The team intends to use this knowledge to make large language models more efficient and easier to interpret, and they anticipate that it will be useful for others working on aspects of AI where attention is important, such as perception, image processing and audio processing.

Source: University of Michigan

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