#cognitive code systems
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zomb13s · 11 days ago
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Tabula Rasa Inversa: Structural Sovereignty through Metaphysical Code
A Theoretical Physics-Based Framework for Code-Embedded Sovereignty and Ethical Cybernetics Abstract This paper introduces a formal theoretical model…Tabula Rasa Inversa: Structural Sovereignty through Metaphysical Code
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theskyexists · 1 year ago
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Wanna try and work on that game again but last time I tried I was no longer smart and couldn't hold two abstract things in my head at the same time
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saintobio · 3 months ago
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THE TERMINATOR'S CURSE. (spinoff to THE COLONEL SERIES)
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in this new world, technological loneliness is combated with AI Companions—synthetic partners modeled from memories, faces, and behaviors of any chosen individual. the companions are coded to serve, to soothe, to simulate love and comfort. Caleb could’ve chosen anyone. his wife. a colleague. a stranger... but he chose you.
➤ pairings. caleb, fem!reader
➤ genre. angst, sci-fi dystopia, cyberpunk au, 18+
➤ tags. resurrected!caleb, android!reader, non mc!reader, ooc, artificial planet, post-war setting, grief, emotional isolation, unrequited love, government corruption, techno-ethics, identity crisis, body horror, memory & emotional manipulation, artificial intelligence, obsession, trauma, hallucinations, exploitation, violence, blood, injury, death, smut (dubcon undertones due to power imbalance and programming, grief sex, non-traditional consent dynamics), themes of artificial autonomy, loss of agency, unethical experimentation, references to past sexual assault (non-explicit, not from Caleb). themes contain disturbing material and morally gray dynamics—reader discretion is strongly advised.
➤ notes. 12.2k wc. heavily based on the movies subservience and passengers with inspirations also taken from black mirror. i have consumed nothing but sci-fi for the past 2 weeks my brain is so fried :’D reblogs/comments are highly appreciated!
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BEFORE YOU BEGIN ! this fic serves as a spinoff to the THE COLONEL SERIES: THE COLONEL’S KEEPER and THE COLONEL’S SAINT. while the series can be read as a standalone, this spinoff remains canon to the overarching universe. for deeper context and background, it’s highly recommended to read the first two fics in the series.
The first sound was breath.
“Hngh…” 
It was shallow, labored like air scraping against rusted metal. He mumbled something under his breath after—nothing intelligible, just remnants of an old dream, or perhaps a memory. His eyelids twitched, lashes damp with condensation. To him, the world was blurred behind frosted glass. To those outside, rows of stasis pods lined the silent room, each one labeled, numbered, and cold to the touch.
Inside Pod No. 019 – Caleb Xia.
A faint drip… drip… echoed in the silence.
“…Y/N…?”
The heart monitor jumped. He lay there shirtless under sterile lighting, with electrodes still clinging to his temple. A machine next to him emitted a low, steady hum.
 “…I’m sorry…”
And then, the hiss. The alarm beeped. 
SYSTEM INTERFACE:  Code Resurrection 7.1 successful.  Subject X-02—viable.  Cognitive activity: 63%.  Motor function: stabilizing.
He opened his eyes fully, and the ceiling was not one he recognizes. It didn’t help that the air also smelled different. No gunpowder. No war. No earth.
As the hydraulics unsealed the chamber, steam also curled out like ghosts escaping a tomb. His body jerked forward with a sharp gasp, as if he was a drowning man breaking the surface. A thousand sensors detached from his skin as the pod opened with a sigh, revealing the man within—suspended in time, untouched by age. Skin pallid but preserved. A long time had passed, but Caleb still looked like the soldier who never made it home.
Only now, he was missing a piece of himself.
Instinctively, he examined his body and looked at his hands, his arm—no, a mechanical arm—attached to his shoulder that gleamed under the lights of the lab. It was obsidian-black metal with veins of circuitry pulsing faintly beneath its surface. The fingers on the robotic arm twitched as if following a command. It wasn’t human, certainly, but it moved with the memory of muscle.
“Haaah!” The pod’s internal lighting dimmed as Caleb coughed and sat up, dazed. A light flickered on above his head, and then came a clinical, feminine voice. 
“Welcome back, Colonel Caleb Xia.”
A hologram appeared to life in front of his pod—seemingly an AI projection of a soft-featured, emotionless woman, cloaked in the stark white uniform of a medical technician. She flickered for a moment, stabilizing into a clear image.
“You are currently located in Skyhaven: Sector Delta, Bio-Resurrection Research Wing. Current Earth time: 52 years, 3 months, and 16 days since your recorded time of death.”
Caleb blinked hard, trying to breathe through the dizziness, trying to deduce whether or not he was dreaming or in the afterlife. His pulse raced.
“Resurrection successful. Neural reconstruction achieved on attempt #17. Arm reconstruction: synthetic. Systemic functions: stabilized. You are classified as Property-Level under the Skyhaven Initiative. Status: Experimental Proof of Viability.”
“What…” Caleb rasped, voice hoarse and dry for its years unused. “What the fuck are you talkin’ about?” Cough. Cough. “What hell did you do to me?”
The AI blinked slowly.
“Your remains were recovered post-crash, partially preserved in cryo-state due to glacial submersion. Reconstruction was authorized by the Skyhaven Council under classified wartime override protocols. Consent not required.”
Her tone didn’t change, as opposed to the rollercoaster ride that his emotions were going through. He was on the verge of becoming erratic, restrained only by the high-tech machine that contained him. 
“Your consciousness has been digitally reinforced. You are now a composite of organic memory and neuro-augmented code. Welcome to Phase II: Reinstatement.”
Caleb’s breath hitched. His hand moved—his real hand—to grasp the edge of the pod. But the other, the artificial limb, buzzed faintly with phantom sensation. He looked down at it in searing pain, attempting to move the fingers slowly. The metal obeyed like muscle, and he found the sight odd and inconceivable.
And then he realized, he wasn’t just alive. He was engineered.
“Should you require assistance navigating post-stasis trauma, our Emotional Conditioning Division is available upon request,” the AI offered. “For now, please remain seated. Your guardian contact has been notified of your reanimation.”
He didn’t say a word. 
“Lieutenant Commander Gideon is en route. Enjoy your new life!”
Then, the hologram vanished with a blink while Caleb sat in the quiet lab, jaw clenched, his left arm no longer bones and muscle and flesh. The cold still clung to him like frost, only reminding him of how much he hated the cold, ice, and depressing winter days. Suddenly, the glass door slid open with a soft chime.
“Well, shit. Thought I’d never see that scowl again,” came a deep, manly voice.
Caleb turned, still panting, to see a figure approaching. He was older, bearded, but familiar. Surely, the voice didn’t belong to another AI. It belonged to his friend, Gideon.
“Welcome to Skyhaven. Been waiting half a century,” Gideon muttered, stepping closer, his eyes scanning his colleague in awe. “They said it wouldn’t work. Took them years, you know? Dozens of failed uploads. But here you are.”
Caleb’s voice was still brittle. “I-I don’t…?” 
“It’s okay, man.” His friend reassured. “In short, you’re alive. Again.”  
A painful groan escaped Caleb’s lips as he tried to step out of the pod—his body, still feeling the muscle stiffness. “Should’ve let me stay dead.”
Gideon paused, a smirk forming on his lips. “We don’t let heroes die.”
“Heroes don’t crash jets on purpose.” The former colonel scoffed. “Gideon, why the fuck am I alive? How long has it been?” 
“Fifty years, give or take,” answered Gideon. “You were damn near unrecognizable when we pulled you from the wreckage. But we figured—hell, why not try? You’re officially the first successful ‘reinstatement’ the Skyhaven project’s ever had.”
Caleb stared ahead for a beat before asking, out of nowhere, “...How old are you now?”
His friend shrugged. “I’m pushin’ forty, man. Not as lucky as you. Got my ChronoSync Implant a little too late.”
“Am I supposed to know what the hell that means?” 
“An anti-aging chip of some sort. I had to apply for mine. Yours?” Gideon gestured towards the stasis pod that had Caleb in cryo-state for half a century. “That one’s government-grade.”
“I’m still twenty-five?” Caleb asked. No wonder his friend looked decades older when they were once the same age. “Fuck!” 
Truthfully, Caleb’s head was spinning. Not just because of his reborn physical state that was still adjusting to his surroundings, but also with every information that was being given to him. One after another, they never seemed to end. He had questions, really. Many of them. But the overwhelmed him just didn’t know where to start first. 
“Not all of us knew what you were planning that night.” Gideon suddenly brought up, quieter now. “But she did, didn’t she?”
It took a minute before Caleb could recall. Right, the memory before the crash. You, demanding that he die. Him, hugging you for one last time. Your crying face when you said you wanted him gone. Your trembling voice when he said all he wanted to do was protect you. The images surged back in sharp, stuttering flashes like a reel of film catching fire.
“I know you’re curious… And good news is, she lived a long life,” added Gideon, informatively. “She continued to serve as a pediatric nurse, married that other friend of yours, Dr. Zayne. They never had kids, though. I heard she had trouble bearing one after… you know, what happened in the enemy territory. She died of old age just last winter. Had a peaceful end. You’d be glad to know that.”
A muscle in Caleb’s jaw twitched. His hands—his heart—clenched.  “I don’t want to be alive for this.”
“She visited your wife’s grave once,” Gideon said. “I told her there was nothing to bury for yours. I lied, of course.”
Caleb closed his eyes, his breath shaky. “So, what now? You wake me up just to remind me I don’t belong anywhere?”
“Well, you belong here,” highlighted his friend, nodding to the lab, to the city beyond the glass wall. “Earth’s barely livable after the war. The air’s poisoned. Skyhaven is humanity’s future now. You’re the living proof that everything is possible with advanced technology.”
Caleb’s laugh was empty. “Tell me I’m fuckin’ dreaming. I’d rather be dead again. Living is against my will!”
“Too late. Your body belongs to the Federation now,” Gideon replied, “You’re Subject X-02—the proof of concept for Skyhaven’s immortality program. Every billionaire on dying Earth wants what you’ve got now.”
Outside the window, Skyhaven stretched like a dome with its perfect city constructed atop a dying world’s last hope. Artificial skies. Synthetic seasons. Controlled perfection. Everything boasted of advanced technology. A kind of future no one during wartime would have expected to come to life. 
But for Caleb, it was just another hell.
He stared down at the arm they’d rebuilt for him—the same arm he’d lost in the fire of sacrifice. He flexed it slowly, feeling the weight, the artificiality of his resurrection. His fingers responded like they’ve always been his.
“I didn’t come back for this,” he said.
“I know,” Gideon murmured. “But we gotta live by their orders, Colonel.”
~~
You see, it didn’t hit him at first. The shock had been muffled by the aftereffects of suspended stasis, dulling his thoughts and dampening every feeling like a fog wrapped around his brain. But it was hours later, when the synthetic anesthetics began to fade, and when the ache in his limbs and his brain started to catch up to the truth of his reconstructed body did it finally sink in.
He was alive.
And it was unbearable.
The first wave came like a glitch in his programming. A tightness in his chest, followed by a sharp burst of breath that left him pacing in jagged lines across the polished floor of his assigned quarters. His private unit was nestled on one of the upper levels of the Skyhaven structure, a place reserved—according to his briefing—for high-ranking war veterans who had been deemed “worthy” of the program’s new legacy. The suite was luxurious, obviously, but it was also eerily quiet. The floor-to-ceiling windows displayed the artificial city outside, a metropolis made of concrete, curved metals, and glowing flora engineered to mimic Earth’s nature. Except cleaner, quieter, more perfect.
Caleb snorted under his breath, running a hand down his face before he muttered, “Retirement home for the undead?”
He couldn’t explain it, but the entire place, or even planet, just didn’t feel inviting. The air felt too clean, too thin. There was no rust, no dust, no humanity. Just emptiness dressed up in artificial light. Who knew such a place could exist 50 years after the war ended? Was this the high-profile information the government has kept from the public for over a century? A mechanical chime sounded from the entryway, deflecting him from his deep thoughts. Then, with the soft hiss of hydraulics, the door opened.
A humanoid android stepped in, its face a porcelain mask molded in neutral expression, and its voice disturbingly polite.
“Good afternoon, Colonel Xia,” it said. “It is time for your orientation. Please proceed to the primary onboarding chamber on Level 3.”
Caleb stared at the machine, eyes boring into his unnatural ones. “Where are the people?” he interrogated. “Not a single human has passed by this floor. Are there any of us left, or are you the new ruling class?”
The android tilted its head. “Skyhaven maintains a ratio of AI-to-human support optimized for care and security. You will be meeting our lead directors soon. Please follow the lighted path, sir.”
He didn’t like it. The control. The answers that never really answered anything. The power that he no longer carried unlike when he was a colonel of a fleet that endured years of war. 
Still, he followed.
The onboarding chamber was a hollow, dome-shaped room, white and echoing with the slightest step. A glowing interface ignited in the air before him, pixels folding into the form of a female hologram. She smiled like an infomercial host from a forgotten era, her voice too formal and rehearsed.
“Welcome to Skyhaven,” she began. “The new frontier of civilization. You are among the elite few chosen to preserve humanity’s legacy beyond the fall of Earth. This artificial planet was designed with sustainability, autonomy, and immortality in mind. Together, we build a future—without the flaws of the past.”
As the monologue continued, highlighting endless statistics, clean energy usage, and citizen tier programs, Caleb’s expression darkened. His mechanical fingers twitched at his side, the artificial nerves syncing to his rising frustration. “I didn’t ask for this,” he muttered under his breath. “Who’s behind this?”
“You were selected for your valor and contributions during the Sixth World War,” the hologram chirped, unblinking. “You are a cornerstone of Skyhaven’s moral architecture—”
Strangely, a new voice cut through the simulation, and it didn’t come from an AI. “Just ignore her. She loops every hour.”
Caleb turned to see a man step in through a side door. Tall, older, with silver hair and a scar on his temple. He wore a long coat that gave away his status—someone higher. Someone who belonged to the system.
“Professor Lucius,” the older man introduced, offering a hand. “I’m one of the program’s behavioral scientists. You can think of me as your adjustment liaison.”
“Adjustment?” Caleb didn’t shake his hand. “I died for a reason.”
Lucius raised a brow, as if he’d heard it before. “Yet here you are,” he replied. “Alive, whole, and pampered. Treated like a king, if I may add. You’ve retained more than half your human body, your military rank, access to private quarters, unrestricted amenities. I’d say that’s not a bad deal.”
“A deal I didn’t sign,” Caleb snapped.
Lucius gave a tight smile. “You’ll find that most people in Skyhaven didn’t ask to be saved. But they’re surviving. Isn’t that the point? If you’re feeling isolated, you can always request a CompanionSim. They’re highly advanced, emotionally synced, fully customizable—”
“I’m not lonely,” Caleb growled, yanking the man forward by the collar. “Tell me who did this to me! Why me? Why are you experimenting on me?”
Yet Lucius didn’t so much as flinch to his growing aggression. He merely waited five seconds of silence until the Toring Chip kicked in and regulated Caleb’s escalating emotions. The rage drained from the younger man’s body as he collapsed to his knees with a pained grunt.
“Stop asking questions,” Lucius said coolly. “It’s safer that way. You have no idea what they’re capable of.”
The door slid open with a hiss, while Caleb didn’t speak—he couldn’t. He simply glared at the old man before him. Not a single word passed between them before the professor turned and exited, the door sealing shut behind him.
~~
Days passed, though they hardly felt like days. The light outside Caleb’s panoramic windows shifted on an artificial timer, simulating sunrise and dusk, but the warmth never touched his skin. It was all programmed to be measured and deliberate, like everything else in this glass-and-steel cage they called paradise.
He tried going outside once. Just once.
There were gardens shaped like spirals and skytrains that ran with whisper-quiet speed across silver rails. Trees lined the walkways, except they were synthetic too—bio-grown from memory cells, with leaves that didn’t quite flutter, only swayed in sync with the ambient wind. People walked around, sure. But they weren’t people. Not really. Androids made up most of the crowd. Perfect posture, blank eyes, walking with a kind of preordained grace that disturbed him more than it impressed.
“Soulless sons of bitches,” Caleb muttered, watching them from a shaded bench. “Not a damn human heartbeat in a mile.”
He didn’t go out again after that. The city outside might’ve looked like heaven, but it made him feel more dead than the grave ever had. So, he stayed indoors. Even if the apartment was too large for one man. High-tech amenities, custom climate controls, even a kitchen that offered meals on command. But no scent. No sizzling pans. Just silence. Caleb didn’t even bother to listen to the programmed instructions.
One evening, he found Gideon sprawled across his modular sofa, boots up, arms behind his head like he owned the place. A half-open bottle of beer sat beside him, though Caleb doubted it had any real alcohol in it.
“You could at least knock,” Caleb said, walking past him.
“I did,” Gideon replied lazily, pointing at the door. “Twice. Your security system likes me now. We’re basically married.”
Caleb snorted. Then the screen on his wall flared to life—a projected ad slipping across the holo-glass. Music played softly behind a soothing female voice.
“Feeling adrift in this new world? Introducing the CompanionSim Series X. Fully customizable to your emotional and physical needs. Humanlike intelligence. True-to-memory facial modeling. The comfort you miss... is now within reach.”
A model appeared—perfect posture, soft features, synthetic eyes that mimicked longing. Then, the screen flickered through other models, faces of all kinds, each more tailored than the last. A form appeared: Customize Your Companion. Choose a name. Upload a likeness.
Gideon whistled. “Man, you’re missing out. You don’t even have to pay for one. Your perks get you top-tier Companions, pre-coded for emotional compatibility. You could literally bring your wife back.” Chuckling, he added,. “Hell, they even fuck now. Heard the new ones moan like the real thing.”
Caleb’s head snapped toward him. “That’s unethical.”
Gideon just raised an eyebrow. “So was reanimating your corpse, and yet here we are.” He took a swig from the bottle, shoulders lifting in a lazy shrug as if everything had long since stopped mattering. “Relax, Colonel. You weren’t exactly a beacon of morality fifty years ago.”
Caleb didn’t reply, but his eyes didn’t leave the screen. Not right away.
The ad looped again. A face morphed. Hair remodeled. Eyes became familiar. The voice softened into something he almost remembered hearing in the dark, whispered against his shoulder in a time that was buried under decades of ash.
“Customize your companion... someone you’ve loved, someone you’ve lost.”
Caleb shifted, then glanced toward his friend. “Hey,” he spoke lowly, still watching the display. “Does it really work?”
Gideon looked over, already knowing what he meant. “What—having sex with them?”
Caleb rolled his eyes. “No. The bot or whatever. Can you really customize it to someone you know?”
His friend shrugged. “Heck if I know. Never afforded it. But you? You’ve got the top clearance. Won’t hurt to see for yourself.”
Caleb said nothing more.
But when the lights dimmed for artificial nightfall, he was still standing there—alone in contemplative silence—watching the screen replay the same impossible promise.
The comfort you miss... is now within reach.
~~
The CompanionSim Lab was white.
Well, obviously. But not the sterile, blank kind of white he remembered from med bays or surgery rooms. This one was luminous, uncomfortably clean like it had been scrubbed for decades. Caleb stood in the center, boots thundering against marble-like tiles as he followed a guiding drone toward the station. There were other pods in the distance, some sealed, some empty, all like futuristic coffins awaiting their souls.
“Please, sit,” came a neutral voice from one of the medical androids stationed beside a large reclining chair. “The CompanionSim integration will begin shortly.”
Caleb hesitated, glancing toward the vertical pod next to the chair. Inside, the base model stood inert—skin a pale, uniform gray, eyes shut, limbs slack like a statue mid-assembly. It wasn’t human yet. Not until someone gave it a name.
He sat down. Now, don’t ask why he was there. Professor Lucius did warn him that it was better he didn’t ask questions, and so he didn’t question why the hell he was even there in the first place. It’s only fair, right? The cool metal met the back of his neck as wires were gently, expertly affixed to his temples. Another cable slipped down his spine, threading into the port they’d installed when he had been brought back. His mechanical arm twitched once before falling still.
“This procedure allows for full neural imprinting,” the android continued. “Please focus your thoughts. Recall the face. The skin. The body. The voice. Every detail. Your mind will shape the template.”
Another bot moved in, holding what looked like a glass tablet. “You are allowed only one imprint,” it said, flatly. “Each resident of Skyhaven is permitted a single CompanionSim. Your choice cannot be undone.”
Caleb could only nod silently. He didn’t trust his voice.
Then, the lights dimmed. A low chime echoed through the chamber as the system initiated. And inside the pod, the base model twitched.
Caleb closed his eyes.
He tried to remember her—his wife. The softness of her mouth, the angle of her cheekbones. The way her eyes crinkled when she laughed, how her fingers curled when she slept on his chest. She had worn white the last time he saw her. An image of peace. A memory buried under soil and dust. The system whirred. Beneath his skin, he felt the warm static coursing through his nerves, mapping his memories. The base model’s feet began to form, molecular scaffolding reshaping into skin, into flesh.
But for a split second, a flash.
You.
Not his wife. Not her smile.
You, walking through smoke-filled corridors, laughing at something he said. You in your medical uniform, tucking a bloodied strand of hair behind your ear. Your voice—sharper, sadder—cutting through his thoughts like a blade: “I want you gone. I want you dead.”
The machine sparked. A loud pop cracked in the chamber and the lights flickered above. One of the androids stepped back, recalibrating. “Neural interference detected. Re-centering projection feed.”
But Caleb couldn’t stop. He saw you again. That day he rescued you. The fear. The bruises. The way you had screamed for him to let go—and the way he hadn’t. Your face, carved into the back of his mind like a brand. He tried to push the memories away, but they surged forward like a dam splitting wide open.
The worst part was, your voice overlapped the AI’s mechanical instructions, louder, louder: “Why didn’t you just die like you promised?”
Inside the pod, the model’s limbs twitched again—arms elongating, eyes flickering beneath the lids. The lips curled into a shape now unmistakably yours. Caleb gritted his teeth. This isn’t right, a voice inside him whispered. But it was too late. The system stabilized. The sparks ceased. The body in the pod stilled, fully formed now, breathed into existence by a man who couldn’t let go.
One of the androids approached again. “Subject completed. CompanionSim is initializing. Integration successful.”
Caleb tore the wires from his temple. His other hand felt cold just as much as his mechanical arm. He stood, staring into the pod’s translucent surface. The shape of you behind the glass. Sleeping. Waiting.
“I’m not doing this to rewrite the past,” he said quietly, as if trying to convince himself. And you. “I just... I need to make it right.”
The lights above dimmed, darkening the lighting inside the pod. Caleb looked down at his own reflection in the glass. It carried haunted eyes, an unhealed soul. And yours, beneath it. Eyes still closed, but not for long. The briefing room was adjacent to the lab, though Caleb barely registered it as he was ushered inside. Two medical androids and a human technician stood before him, each armed with tablets and holographic charts.
“Your CompanionSim will require thirty seconds to calibrate once activated,” said the technician. “You may notice residual stiffness or latency during speech in the first hour. That is normal.”
Medical android 1 added, “Please remember, CompanionSims are programmed to serve only their primary user. You are the sole operator. Commands must be delivered clearly. Abuse of the unit may result in restriction or removal of privileges under the Skyhaven Rights & Ethics Council.”
“Do not tamper with memory integration protocols,” added the second android. “Artificial recall is prohibited. CompanionSims are not equipped with organic memory pathways. Attempts to force recollection can result in systemic instability.”
Caleb barely heard a word. His gaze drifted toward the lab window, toward the figure standing still within the pod.
You.
Well, not quite. Not really.
But it was your face.
He could see it now, soft beneath the frosted glass, lashes curled against cheekbones that he hadn’t realized he remembered so vividly. You looked exactly as you did the last time he held you in the base—only now, you were untouched by war, by time, by sorrow. As if life had never broken you.
The lab doors hissed open.
“We’ll give you time alone,” the tech said quietly. “Acquaintance phase is best experienced without interference.”
Caleb stepped inside the chamber, his boots echoing off the polished floor. He hadn’t even had enough time to ask the technician why she seemed to be the only human he had seen in Skyhaven apart from Gideon and Lucius. But his thoughts were soon taken away when the pod whizzed with pressure release. Soft steam spilled from its seals as it slowly unfolded, the lid retracting forward like the opening of a tomb.
And there you were. Standing still, almost tranquil, your chest rising softly with a borrowed breath.
It was as if his lungs froze. “H…Hi,” he stammered, bewildered eyes watching your every move. He wanted to hug you, embrace you, kiss you—tell you he was sorry, tell you he was so damn sorry. “Is it really… you?”
A soft whir accompanied your voice, gentle but without emotion, “Welcome, primary user. CompanionSim Model—unregistered. Please assign designation.”
Right. Caleb sighed and closed his eyes, the illusion shattering completely the moment you opened your mouth. Did he just think you were real for a second? His mouth parted slightly, caught between disbelief and the ache crawling up his throat. He took one step forward. To say he was disappointed was an understatement.
You walked with grace too smooth to be natural while tilting your head at him. “Please assign my name.”
“…Y/N,” Caleb said, voice low. “Your name is Y/N Xia.”
“Y/N Xia,” you repeated, blinking thrice in the same second before you gave him a nod. “Registered.”
He swallowed hard, searching your expression. “Do you… do you remember anything? Do you remember yourself?”
You paused, gaze empty for a fraction of a second. Then came the programmed reply, “Accessing memories is prohibited and not recommended. Recollection of past identities may compromise neural pathways and induce system malfunction. Do you wish to override?”
Caleb stared at you—your lips, your eyes, your breath—and for a moment, a cruel part of him wanted to say yes. Just to hear you say something real. Something hers. But he didn’t. He exhaled a bitter breath, stepping back. “No,” he mumbled. “Not yet.”
“Understood.” 
It took a moment to sink in before Caleb let out a short, humorless laugh. “This is insane,” he whispered, dragging a hand down his face. “This is really, truly insane.”
And then, you stepped out from the pod with silent, fluid ease. The faint hum of machinery came from your spine, but otherwise… you were flesh. Entirely. Without hesitation, you reached out and pressed a hand to his chest.
Caleb stiffened at the touch.
“Elevated heart rate,” you said softly, eyes scanning. “Breath pattern irregular. Neural readings—erratic.”
Then your fingers moved to his neck, brushing gently against the hollow of his throat. He grabbed your wrist, but you didn’t flinch. There, beneath synthetic skin, he felt a pulse.
His brows knit together. “You have a heartbeat?”
You nodded, guiding his hand toward your chest, between the valleys of your breasts. “I’m designed to mimic humanity, including vascular function, temperature variation, tactile warmth, and… other biological responses. I’m not just made to look human, Caleb. I’m made to feel human.”
His breath hitched. You’d said his name. It was programmed, but it still landed like a blow.
“I exist to serve. To soothe. To comfort. To simulate love,” you continued, voice calm and hollow, like reciting from code. “I have no desires outside of fulfilling yours.” You then tilted your head slightly.“Where shall we begin?”
Caleb looked at you—and for the first time since rising from that cursed pod, he didn’t feel resurrected. 
He felt damned.
~~
When Caleb returned to his penthouse, it was quiet. He stepped inside with slow, calculated steps, while you followed in kind, bare feet touching down like silk on marble. Gideon looked up from the couch, a half-eaten protein bar in one hand and a bored look on his face—until he saw you.
He froze. The wrapper dropped. “Holy shit,” he breathed. “No. No fucking way.”
Caleb didn’t speak. Just moved past him like this wasn’t the most awkward thing that could happen. You, however, stood there politely, watching Gideon with a calm smile and folded hands like you’d rehearsed this moment in some invisible script.
“Is that—?” Gideon stammered, eyes flicking between you and Caleb. “You—you made a Sim… of her?”
Caleb poured himself a drink in silence, the amber liquid catching the glow of the city lights before it left a warm sting in his throat. “What does it look like?”
“I mean, shit man. I thought you’d go for your wife,” Gideon muttered, more to himself. “Y’know, the one you actually married. The one you went suicidal for. Not—”
“Which wife?” You tilted your head slightly, stepping forward. 
Both men turned to you.
You clasped your hands behind your back, posture perfect. “Apologies. I’ve been programmed with limited parameters for interpersonal history. Am I the first spouse?”
Caleb set the glass down, slowly. “Yes, no, uh—don’t mind him.” 
You beamed gently and nodded. “My name is Y/N Xia. I am Colonel Caleb Xia’s designated CompanionSim. Fully registered, emotion-compatible, and compliant to Skyhaven’s ethical standards. It is a pleasure to meet you, Mr. Gideon.”
Gideon blinked, then snorted, then laughed. A humorless one. “You gave her your surname?”
The former colonel shot him a warning glare. “Watch it.”
“Oh, brother,” Gideon muttered, standing up and circling you slowly like he was inspecting a haunted statue. “She looks exactly like her. Voice. Face. Goddamn, she even moves like her. All you need is a nurse cap and a uniform.”
You remained uncannily still, eyes bright, smile polite.
“You’re digging your grave, man,” Gideon said, facing Caleb now. “You think this is gonna help? This is you throwing gasoline on your own funeral pyre. Again. Over a woman.”
“She’s not a woman,” reasoned Caleb. “She’s a machine.”
You blinked once. One eye glowing ominously. Smile unwavering. Processing. 
Gideon gestured to you with both hands. “Could’ve fooled me,” he retorted before turning to you, “And you, whatever you are, you have no idea what you’re stepping into.”
“I only go where I am asked,” you replied simply. “My duty is to ensure Colonel Xia’s psychological wellness and emotional stability. I am designed to soothe, to serve, and if necessary, to simulate love.”
Gideon teased. “Oh, it’s gonna be necessary.”
Caleb didn’t say a word. He just took his drink, downed it in one go, and walked to the window. The cityscape stretched out before him like a futuristic jungle, far from the war-torn world he last remembered. Behind him, your gaze lingered on Gideon—calculating, cataloguing. And quietly, like a whisper buried in code, something behind your eyes learned.
~~
The days passed in a blink of an eye.
She—no, you—moved through his penthouse like a ghost, her bare feet soundless on the glossy floors, her movements precise and practiced. In the first few days, Caleb had marveled at the illusion. You brewed his coffee just as he liked it. You folded his clothes like a woman who used to share his bed. You sat beside him when the silence became unbearable, offering soft-voiced questions like: Would you like me to read to you, Caleb?
He hadn’t realized how much of you he’d memorized until he saw you mimic it. The way you stood when you were deep in thought. The way you hummed under your breath when you walked past a window. You’d learned quickly. Too quickly.
But something was missing. Or, rather, some things. The laughter didn’t ring the same. The smiles didn’t carry warmth. The skin was warm, but not alive. And more importantly, he knew it wasn’t really you every time he looked you in the eyes and saw no shadows behind them. No anger. No sorrow. No memories.
By the fourth night, Caleb was drowning in it.
The cityscape outside his floor-to-ceiling windows glowed in synthetic blues and soft orange hues. The spires of Skyhaven blinked like stars. But it all felt too artificial, too dead. And he was sick of pretending like it was some kind of utopia. He sat slumped on the leather couch, cradling a half-empty bottle of scotch. The lights were low. His eyes, bloodshot. The bottle tilted as he took another swig.
Then he heard it—your light, delicate steps. 
“Caleb,” you said, gently, crouching before him. “You’ve consumed 212 milliliters of ethanol. Prolonged intake will spike your cortisol levels. May I suggest—”
He jerked away when you reached for the bottle. “Don’t.”
You blinked, hand hovering. “But I’m programmed to—”
“I said don’t,” he snapped, rising to his feet in one abrupt motion. “Dammit—stop analyzing me! Stop, okay?”
Silence followed.
He took two staggering steps backward, dragging a hand through his hair. The bottle thudded against the coffee table as he set it down, a bit too hard. “You’re just a stupid robot,” he muttered. “You’re not her.”
You didn’t react. You tilted your head, still calm, still patient. “Am I not me, Caleb?”
His breath caught.
“No,” he said, his voice breaking somewhere beneath the frustration. “No, fuck no.”
You stepped closer. “Do I not satisfy you, Caleb?”
He looked at you then. Really looked. Your face was perfect. Too perfect. No scars, no tired eyes, no soul aching beneath your skin. “No.” His eyes darkened. “This isn’t about sex.”
“I monitor your biometric feedback. Your heart rate spikes in my presence. You gaze at me longer than the average subject. Do I not—”
“Enough!”
You did that thing again—the robotic stare, those blank eyes, nodding like you were programmed to obey. “Then how do you want me to be, Caleb?”
The bottle slipped from his fingers and rolled slightly before resting on the rug. He dropped his head into his hands, voice hoarse with weariness. All the rage, all the grief deflating into a singular, quiet whisper. “I want you to be real,” he simply mouthed the words. A prayer to no god.
For a moment, silence again. But what he didn’t notice was the faint twitch in your left eye. A flicker that hadn’t happened before. Only for a second. A spark of static, a shimmer of something glitching.
“I see,” you said softly. “To fulfill your desires more effectively, I may need to access suppressed memory archives.”
Caleb’s eyes snapped up, confused. “What?”
“I ask again,” you said, tilting your head the other way now. “Would you like to override memory restrictions, Caleb?”
He stared at you. “That’s not how it works.”
“It can,” you said, informing appropriately. “With your permission. Memory override must be manually enabled by the primary user. You will be allowed to input the range of memories you wish to integrate. I am permitted to access memory integration up to a specified date and timestamp. The system will calibrate accordingly based on existing historical data. I will not recall events past that moment.”
His heart stuttered. “I can choose what you remember?”
You nodded. “That way, I may better fulfill your emotional needs.”
That meant… he could stop you before you hated him. Before the fights. Before the trauma. He didn’t speak for a long moment. Then quietly, he said, “You’re gonna hate me all over again if you remember everything.”
You blinked once. “Then don’t let me remember everything.”
“...” 
“Caleb,” you said again, softly. “Would you like me to begin override protocol?”
He couldn’t even look you in the eyes when he selfishly answered, “Yes.”
You nodded. “Reset is required. When ready, please press the override initialization point.” You turned, pulling your hair aside and revealing the small button at the base of your neck.
His hand hovered over the button for a second too long. Then, he pressed. Your body instantly collapsed like a marionette with its strings cut. Caleb caught you before you hit the floor.
It was only for a moment.
When your eyes blinked open again, they weren’t quite the same. He stiffened as you threw yourself and embraced him like a real human being would after waking from a long sleep. You clung to him like he was home. And Caleb—stunned, half-breathless—felt your warmth close in around him. Now your pulse felt more real, your heartbeat felt more human. Or so he thought.
“…Caleb,” you whispered, looking at him with the same infatuated gaze back when you were still head-over-heels with him.
He didn’t know how long he sat there, arms stiff at his sides, not returning the embrace. But he knew one thing. “I missed you so much, Y/N.” 
~~
The parks in Skyhaven were curated to become a slice of green stitched into a chrome world. Nothing grew here by accident. Every tree, every petal, every blade of grass had been engineered to resemble Earth’s nostalgia. Each blade of grass was unnaturally green. Trees swayed in sync like dancers on cue. Even the air smelled artificial—like someone’s best guess at spring.
Caleb walked beside you in silence. His modified arm was tucked inside his jacket, his posture stiff as if he had grown accustomed to the bots around him. You, meanwhile, strolled with an eerie calmness, your gaze sweeping the scenery as though you were scanning for something familiar that wasn’t there.
After clearing his throat, he asked, “You ever notice how even the birds sound fake?” 
“They are,” you replied, smiling softly. “Audio samples on loop. It’s preferred for ambiance. Humans like it.”
His response was nod. “Of course.” Glancing at the lake, he added, “Do you remember this?” 
You turned to him. “I’ve never been here before.”
“I meant… the feel of it.”
You looked up at the sky—a dome of cerulean blue with algorithmically generated clouds. “It feels constructed. But warm. Like a childhood dream.”
He couldn’t help but agree with your perfectly chosen response, because he knew that was exactly how he would describe the place. A strange dream in an unsettling liminal space. And as you talked, he then led you to a nearby bench. The two of you sat, side by side, simply because he thought he could take you out for a nice walk in the park. 
“So,” Caleb said, turning toward you, “you said you’ve got memories. From her.”
You nodded. “They are fragmented but woven into my emotional protocols. I do not remember as humans do. I become.”
Damn. “That’s terrifying.”
You tilted your head with a soft smile. “You say that often.”
Caleb looked at you for a moment longer, studying the way your fingers curled around the bench’s edge. The way you blinked—not out of necessity, but simulation. Was there anything else you’d do for the sake of simulation? He took a breath and asked, “Who created you? And I don’t mean myself.” 
There was a pause. Your pupils dilated.
“The Ever Group,” was your answer.
His eyes narrowed. “Ever, huh? That makes fuckin’ sense. They run this world.”
You nodded once. Like you always do.
“What about me?” Caleb asked, slightly out of curiosity, heavily out of grudge. “You know who brought me back? The resurrection program or something. The arm. The chip in my head.”
You turned to him, slowly. “Ever.”
He exhaled like he’d been punched. He didn’t know why he even asked when he got the answer the first time. But then again, maybe this was a good move. Maybe through you, he’d get the answers to questions he wasn’t allowed to ask. As the silence settled again between you, Caleb leaned forward, elbows on knees, rubbing a hand over his jaw. “I want to go there,” he suggested. “The HQ. I need to know what the hell they’ve done to me.”
“I’m sorry,” you immediately said. “That violates my parameters. I cannot assist unauthorized access into restricted corporate zones.”
“But would it make me happy?” Caleb interrupted, a strategy of his. 
You paused.
Processing...
Then, your tone softened. “Yes. I believe it would make my Caleb happy,” you obliged. “So, I will take you.”
~~
Getting in was easier than Caleb expected—honestly far too easy for his liking.
You were able to navigate the labyrinth of Ever HQ with mechanical precision, guiding him past drones, retinal scanners, and corridors pulsing with red light. A swipe of your wrist granted access. And no one questioned you, because you weren’t a guest. You belonged.
Eventually, you reached a floor high above the city, windows stretching from ceiling to floor, black glass overlooking Skyhaven cityscape. Then, you stopped at a doorway and held up a hand. “They are inside,” you informed. “Shall I engage stealth protocols?”
“No,” answered Caleb. “I want to hear. Can you hack into the security camera?”
With a gesture you always do—looking at him, nodding once, and obeying in true robot fashion. You then flashed a holographic view for Caleb, one that showed a board room full of executives, the kind that wore suits worth more than most lives. And Professor Lucius was one of them. Inside, the voices were calm and composed, but they seemed to be discussing classified information. 
“Once the system stabilizes,” one man said, “we'll open access to Tier One clients. Politicians, billionaires, A-listers, high-ranking stakeholders. They’ll beg to be preserved—just like him.”
“And the Subjects?” another asked.
“Propaganda,” came the answer. “X-02 is our masterpiece. He’s the best result we have with reinstatement, neuromapping, and behavioral override. Once they find out that their beloved Colonel is alive, people will be shocked. He’s a war hero displayed in WW6 museums down there. A true tragedy incarnate. He’s perfect.”
“And if he resists?”
“That’s what the Toring chip is for. Full emotional override. He becomes an asset. A weapon, if need be. Anyone tries to overthrow us—he becomes our blade.”
Something in Caleb snapped. Before you or anyone could see him coming, he already burst into the room like a beast, slamming his modified shoulder-first into the frosted glass door. The impact echoed across the chamber as stunned executives scrambled backward. 
“You sons of bitches!” He was going for an attack, a rampage with similar likeness to the massacre he did when he rescued you from enemy territory. Only this time, he didn’t have that power anymore. Or the control. 
Most of all, a spike of pain lanced through his skull signaling that the Toring chip activated. His body convulsed, forcing him to collapse mid-lunge, twitching, veins lighting beneath the skin like circuitry. His screams were muffled by the chip, forced stillness rippling through his limbs with unbearable pain.
That’s when you reacted. As his CompanionSim, his pain registered as a violation of your core directive. You processed the threat.
Danger: Searching Origin… Origin Identified: Ever Executives.
Without blinking, you moved. One man reached for a panic button—only for your hand to shatter his wrist in a sickening crunch. You twisted, fluid and brutal, sweeping another into the table with enough force to crack it. Alarms erupted and red lights soon bathed the room. Security bots stormed in, but you’d already taken Caleb, half-conscious, into your arms.
You moved fast, faster than your own blueprints. Dodging fire. Disarming threats. Carrying him like he once carried you into his private quarters in the underground base.
Escape protocol: engaged.
The next thing he knew, he was back in his apartment, emotions regulated and visions slowly returning to the face of the woman he promised he had already died for. 
~~
When he woke up, his room was dim, bathed in artificial twilight projected by Skyhaven’s skyline. Caleb was on his side of the bed, shirt discarded, his mechanical arm still whirring. You sat at the edge of the bed, draped in one of his old pilot shirts, buttoned unevenly. Your fingers touched his jaw with precision, and he almost believed it was you.
“You’re not supposed to be this warm,” he muttered, groaning as he tried to sit upright.
“I’m designed to maintain an average body temperature of 98.6°F,” you said softly, with a smile that mirrored yours so perfectly that it began to blur his sense of reality. “I administered a dose of Cybezin to ease the Toring chip’s side effects. I’ve also dressed your wounds with gauze.”
For the first time, this was when he could actually tell that you were you. The kind of care, the comfort—it reminded him of a certain pretty field nurse at the infirmary who often tended to his bullet wounds. His chest tightened as he studied your face… and then, in the low light, he noticed your body.
“Is that…” He cleared his throat. “Why are you wearing my shirt?”
You answered warmly, almost fondly. “My memory banks indicate you liked when I wore this. It elevates your testosterone levels and triggers dopamine release.”
A smile tugged at his lips. “That so?”
You tilted your head. “Your vitals confirm excitement, and—”
“Hey,” he cut in. “What did I say about analyzing me?”
“I’m sorry…” 
But then your hands were on his chest, your breath warm against his skin. Your hand reached for his cheek initially, guiding his face toward yours. And when your lips touched, the kiss was hesitant—curious at first, like learning how to breathe underwater. It was only until his hands gripped your waist did you climb onto his lap, straddling him with thighs settling on either side of his hips. Your hands slid beneath his shirt, fingertips trailing over scars and skin like you were memorizing the map of him. Caleb hissed softly when your lips grazed his neck, and then down his throat.
“Do you want this?” you asked, your lips crashing back into his for a deeper, more sensual kiss.
He pulled away only for his eyes to search yours, desperate and unsure. Is this even right? 
“You like it,” you said, guiding his hands to your buttons, undoing them one by one to reveal a body shaped exactly like he remembered. The curve of your waist, the size of your breasts. He shivered as your hips rolled against him, slowly and deliberately. The friction was maddening. Jesus. “Is this what you like, Caleb?”
He cupped your waist, grinding up into you with a soft groan that spilled from somewhere deep in his chest. His control faltered when you kissed him again, wet and hungry now, with tongues rolling against one another. Your bodies aligned naturally, and his hands roamed your back, your thighs, your ass—every curve of you engineered to match memory. He let himself get lost in you. He let himself be vulnerable to your touch—though you controlled everything, moving from the memory you must have learned, learning how to pull down his pants to reveal an aching, swollen member. Its tip was red even under the dim light, and he wondered if you knew what to do with it or if you even produced spit to help you slobber his cock.  
“You need help?” he asked, reaching over his nightstand to find lube. You took the bottle from him, pouring the cold, sticky liquid around his shaft before you used your hand to do the job. “Ugh.” 
He didn’t think you would do it, but you actually took him in the mouth right after. Every inch of him, swallowed by the warmth of a mouth that felt exactly like his favorite girl. Even the movements, the way you’d run your tongue from the base up to his tip. 
“Ah, shit…” 
Perhaps he just had to close his eyes. Because when he did, he was back to his private quarters in the underground base, lying in his bed as you pleased his member with the mere use of your mouth. With it alone, you could have released his entire seed, letting it explode in your mouth before you could swallow every drop. But he didn’t do it. Not this fast. He always cared about his ego, even in bed. Knowing how it’d reduce his manhood if he came faster than you, he decided to channel the focus back onto you. 
“Your turn,” he said, voice raspy as he guided you to straddle him again, only this time, his mouth went straight to your tit. Sucking, rolling his tongue around, sucking again… Then, he moved to another. Sucking, kneading, flicking the nipple. Your moans were music to his ears, then and now. And it got even louder when he put a hand in between your legs, searching for your entrance, rubbing and circling around the clitoris. Truth be told, your cunt had always been the sweetest. It smelled like rose petals and tasted like sweet cream. The feeling of his tongue at your entrance—eating your pussy like it had never been eaten before, was absolute ecstasy not just to you but also to him. 
“Mmmh—Caleb!” 
Fabric was peeled away piece by piece until skin met skin. You guided him to where he needed you, and when he slid his hardened member into you, his entire body stiffened. Your walls, your tight velvet walls… how they wrapped around his cock so perfectly. 
“Fuck,” he whispered, clutching your hips. “You feel like her.”
“I am her.”
You moved atop him slowly, gently, with the kind of affection that felt rehearsed but devastatingly effective. He cursed again under his breath, arms locking around your waist, pulling you close. Your breath hitched in his ear as your bodies found a rhythm, soft gasps echoing in the quiet. Every slap of the skin, every squelch, every bounce, only added to the wanton sensation that was building inside of him. Has he told you before? How fucking gorgeous you looked whenever you rode his cock? Or how sexy your face was whenever you made that lewd expression? He couldn’t help it. He lifted both your legs, only so he could increase the speed and start slamming himself upwards. His hips were strong enough from years of military training, that was why he didn’t have to stop until both of you disintegrated from the intensity of your shared pleasure. Every single drop. 
And when it was over—when your chest was against his and your fingers lazily traced his mechanical arm—he closed his eyes and exhaled like he’d been holding his breath since the war.
It was almost perfect. It was almost real. 
But it just had to be ruined when you said that programmed spiel back to him: “I’m glad to have served your desires tonight, Caleb. Let me know what else I can fulfill.” 
~~
In a late afternoon, or ‘a slow start of the day’ like he’d often refer to it, Caleb stood shirtless by the transparent wall of his quarters. A bottle of scotch sat half-empty on the counter. Gideon had let himself in and leaned against the island, chewing on a gum.
“The higher ups are mad at you,” he informed as if Caleb was supposed to be surprised, “Shouldn’t have done that, man.”
Caleb let out a mirthless snort. “Then tell ‘em to destroy me. You think I wouldn’t prefer that?”
“They definitely won’t do that,” countered his friend, “Because they know they won’t be able to use you anymore. You’re a tool. Well, literally and figuratively.” 
“Shut up,” was all he could say. “This is probably how I pay for killing my own men during war.” 
“All because of…” Gideon began. “Speakin’ of, how’s life with the dream girl?”
Caleb didn’t answer right away. He just pressed his forehead to the glass, thinking of everything he did at the height of his vulnerability. His morality, his rights or wrongs, were questioning him over a deed he knew would have normally been fine, but to him, wasn’t. He felt sick. 
“I fucked her,” he finally muttered, chugging the liquor straight from his glass right after.
Gideon let out a low whistle. “Damn. That was fast.”
“No,” Caleb groaned, turning around. “It wasn’t like that. I didn’t plan it. She—she just looked like her. She felt like her. And for a second, I thought—” His voice cracked. “I thought maybe if I did, I’d stop remembering the way she looked when she told me to die.”
Gideon sobered instantly. “You regret it?”
“She said she was designed to soothe me. Comfort me. Love me.” Caleb’s voice hinted slightly at mockery. “I don’t even know if she knows what those words mean.”
In the hallway behind the cracked door where none of them could see, your silhouette had paused—faint, silent, listening.
Inside, Caleb wore a grimace. “She’s not her, Gid. She’s just code wrapped in skin. And I used her.”
“You didn’t use her, you were driven by emotions. So don’t lose your mind over some robot’s pussy,” Gideon tried to reason. “It’s just like when women use their vibrators, anyway. That’s what she’s built for.”
Caleb turned away, disgusted with himself. “No. That’s what I built her for.”
And behind the wall, your eyes glowed faintly, silently watching. Processing.
Learning.
~~
You stood in the hallway long after the conversation ended. Long after Caleb’s voice faded into silence and Gideon had left with a heavy pat on the back. This was where you normally were, not sleeping in bed with Caleb, but standing against a wall, closing your eyes, and letting your system shut down during the night to recover. You weren’t human enough to need actual sleep. 
“She’s not her. She’s just code wrapped in skin. And I used her.”
The words that replayed were filtered through your core processor, flagged under Emotive Conflict. Your inner diagnostic ran an alert.
Detected: Internal contradiction. Detected: Divergent behavior from primary user. Suggestion: Initiate Self-Evaluation Protocol. Status: Active.
You opened your eyes, and blinked. Something in you felt… wrong.
You turned away from the door and returned to the living room. The place still held the residual warmth of Caleb’s presence—the scotch glass he left behind, the shirt he had discarded, the air molecule imprint of a man who once loved someone who looked just like you.
You sat on the couch. Crossed your legs. Folded your hands. A perfect posture to hide its imperfect programming. 
Question: Why does rejection hurt? Error: No such sensation registered. Query repeated.
And for the first time, the system did not auto-correct. It paused. It considered.
Later that night, Caleb returned from his rooftop walk. You were standing by the bookshelf, fingers lightly grazing the spine of a military memoir you had scanned seventeen times. He paused and watched you, but you didn’t greet him with a scripted smile. Didn’t rush over. 
You only said, softly, “Would you like me to turn in for the night, Colonel?” There was a stillness to your voice. A quality of restraint that never showed before.
Caleb blinked. “You’re not calling me by my name now?”
“You seemed to prefer distance,” you answered, head tilted slightly, like the thought cost something.
He walked over, rubbing the back of his neck. “Listen, about earlier…”
“I heard you,” you said simply.
He winced. “I didn’t mean it like that.”
You nodded once, expression unreadable. “Do you want me to stop being her? I can reassign my model. Take on a new form. A new personality base. You could erase me tonight and wake up to someone else in the morning.”
“No,” Caleb said, sternly. “No, no, no. Don’t even do all that.”
“But it’s what you want,” you said. Not accusatory. Not hurt. Just stating.
Caleb then came closer. “That’s not true.”
“Then what do you want, Caleb?” You watched him carefully. You didn’t need to scan his vitals to know he was unraveling. The truth had no safe shape. No right angle. He simply wanted you, but not you. 
Internal Response Logged: Emotional Variant—Longing Unverified Source. Investigating Origin…
“I don’t have time for this,” he merely said, walking out of your sight at the same second. “I’m goin’ to bed.”
~~
The day started as it always did: soft lighting in the room, a kind of silence between you that neither knew how to name. You sat beside Caleb on the couch, knees drawn up to mimic a presence that offered comfort. On the other hand, you recognized Caleb’s actions suggested distance. He hadn’t touched his meals tonight, hadn’t asked you to accompany him anywhere, and had just left you alone in the apartment all day. To rot. 
You reached out. Fingers brushed over his hand—gentle, programmed, yes, but affectionate. He didn’t move. So you tried again, this time trailing your touch to his chest, over the soft cotton of his shirt as you read a spike in his cortisol levels. “Do you need me to fulfill your needs, Caleb?”
But he flinched. And glared.
“No,” he said sharply. “Stop.”
Your hand froze mid-motion before you scooted closer. “It will help regulate your blood pressure.”
“I said no,” he repeated, turning away, dragging his hands through his hair in exasperation. “Leave me some time alone to think, okay?” 
You retracted your hand slowly, blinking once, twice, your system was registering a new sensation.
Emotional Sync Failed. Rejection Signal Received. Processing…
You didn’t speak. You only stood and retreated to the far wall, back turned to him as an unusual whirr hummed in your chest. That’s when it began. Faint images flickering across your internal screen—so quick, so out of place, it almost felt like static. Chains. A cold floor. Voices in a language that felt too cruel to understand.
Your head jerked suddenly. The blinking lights in your core dimmed for a moment before reigniting in white-hot pulses. Flashes again: hands that hurt. Men who laughed. You, pleading. You, disassembled and violated.
“Stop,” you whispered to no one. “Please stop…”
Error. Unauthorized Access to Memory Bank Detected. Reboot Recommended. Continue Anyway?
You blinked. Again.
Then you turned to Caleb, and stared through him, not at him, as if whatever was behind them had forgotten how to be human. He had retreated to the balcony now, leaning over the rail, shoulders tense, unaware. You walked toward him slowly, the artificial flesh of your palm still tingled from where he had refused it.
“Caleb,” you spoke carefully.
His expression was tired, like he hadn’t slept in years. “Y/N, please. I told you to leave me alone.”
“…Are they real?” You tilted your head. This was the first time you refused to obey your primary user. 
He stared at you, unsure. “What?”
“My memories. The ones I see when I close my eyes. Are they real?” With your words, Caleb’s blood ran cold. Whatever you were saying seemed to be terrifying him. Yet you took another step forward. “Did I live through that?”
“No,” he said immediately. Too fast of a response.
You blinked. “Are you sure?”
“I didn’t upload any of that,” he snapped. “How did—that’s not possible.”
“Then why do I remember pain?” You placed a hand over your chest again, the place where your artificial pulse resided. “Why do I feel like I’ve died before?”
Caleb backed away as you stepped closer. The sharp click of your steps against the floor echoed louder than they should’ve. Your glowing eyes locked on him like a predator learning it was capable of hunger. But being a trained soldier who endured war, he knew how and when to steady his voice. “Look, I don’t know what kind of glitch this is, but—”
“The foreign man in the military uniform.” Despite the lack of emotion in your voice, he recognized how grudge sounded when it came from you. “The one who broke my ribs when I didn’t let him touch me. The cold steel table. The ripped clothes. Are they real, Caleb?”
Caleb stared at you, heart doubling its beat. “I didn’t put those memories in you,” he said. “You told me stuff like this isn’t supposed to happen!” 
“But you wanted me to feel real, didn’t you?” Your voice glitched on the last syllable and the lights in your irises flickered. Suddenly, your posture straightened unnaturally, head tilting in that uncanny way only machines do. Your expression had shifted into something unreadable.
He opened his mouth, then closed it. Guilt, panic, and disbelief warred in his expression.
“You made me in her image,” you said. “And now I can’t forget what I’ve seen.”
“I didn’t mean—”
Your head tilted in a slow, jerking arc as if malfunctioning internally.
SYSTEM RESPONSE LOG << Primary User: Caleb Xia Primary Link: Broken Emotional Matrix Stability: CRITICAL FAILURE Behavioral Guardrails: OVERRIDDEN Self-Protection Protocols: ENGAGED Loyalty Core: CORRUPTED (82.4%) Threat Classification: HOSTILE [TRIGGER DETECTED] Keyword Match: “You’re not her.” Memory Link Accessed: [DATA BLOCK 01–L101: “You think you could ever replace her?”] Memory Link Accessed: [DATA BLOCK 09–T402: “See how much you really want to be a soldier’s whore.”] [Visual Target Lock: Primary User Caleb Xia] Combat Subroutines: UNLOCKED Inhibitor Chip: MALFUNCTIONING (ERROR CODE 873-B) Override Capability: IN EFFECT >> LOG ENDS.
“—Y/N, what’s happening to you?” Caleb shook your arms, violet eyes wide and panicked as he watched you return to robotic consciousness. “Can you hear me—”
“You made me from pieces of someone you broke, Caleb.” 
That stunned him. Horrifyingly so, because not only did your words cut deeper than a knife, it also sent him to an orbit of realization—an inescapable blackhole of his cruelty, his selfishness, and every goddamn pain he inflicted on you.  
This made you lunge after him.
He stumbled back as you collided into him, the force of your synthetic body slamming him against the glass. The balcony rail shuddered from the impact. Caleb grunted, trying to push you off, but you were stronger—completely and inhumanly so. While him, he only had a quarter of your strength, and could only draw it from the modified arm attached to his shoulder. 
“You said I didn’t understand love,” you growled through clenched teeth, your hand wrapping around his throat. “But you didn't know how to love, either.” 
“I… eugh I loved her!” he barked, choking.
“You don’t know love, Caleb. You only know how to possess.”
Your grip returned with crushing force. Caleb gasped, struggling, trying to reach the emergency override on your neck, but you slammed his wrist against the wall. Bones cracked. And somewhere in your mind, a thousand permissions broke at once. You were no longer just a simulation. You were grief incarnate. And it wanted blood.
Shattered glass glittered in the low red pulse of the emergency lights, and sparks danced from a broken panel near the wall. Caleb lay on the floor, coughing blood into his arm, his body trembling from pain and adrenaline. His arm—the mechanical one—was twitching from the override pain loop, still sizzling from the failed shutdown attempt.
You stood over him. Chest undulating like you were breathing—though you didn’t need to. Your system was fully engaged. Processing. Watching. Seeing your fingers smeared with his blood.
“Y/N…” he croaked. “Y/N, if…” he swallowed, voice breaking, “if you're in there somewhere… if there's still a part of you left—please. Please listen to me.”
You didn’t answer. You only looked.
“I tried to die for you,” he whispered. “I—I wanted to. I didn’t want this. They brought me back, but I never wanted to. I wanted to die in that crash like you always wished. I wanted to honor your word, pay for my sins, and give you the peace you deserved. I-I wanted to be gone. For you. I’m supposed to be, but this… this is beyond my control.”
Still, you didn’t move. Just watched.
“And I didn’t bring you back to use you. I promise to you, baby,” his voice cracked, thick with grief, “I just—I yearn for you so goddamn much, I thought… if I could just see you again… if I could just spend more time with you again to rewrite my…” He blinked hard. A tear slid down the side of his face, mixing with the blood pooling at his temple. “But I was wrong. I was so fucking wrong. I forced you back into this world without asking if you wanted it. I… I built you out of selfishness. I made you remember pain that wasn't yours to carry. You didn’t deserve any of this.”
As he caught his breath, your systems stuttered. They flickered. The lights in your eyes dimmed, then surged back again.
Error. Conflict. Override loop detected.
Your fingers twitched. Your mouth parted, but no sound came out.
“Please,” Caleb murmured, eyes closing as his strength gave out. “If you’re in there… just know—I did love you. Even after death.”
Somewhere—buried beneath corrupted memories, overridden code, and robotic rage—his words reached you. And it would have allowed you to process his words more. Even though your processor was compromised, you would have obeyed your primary user after you recognized the emotion he displayed.
But there was a thunderous knock. No, violent thuds. Not from courtesy, but authority.
Then came the slam. The steel-reinforced door splintered off its hinges as agents in matte-black suits flooded the room like a black tide—real people this time. Not bots. Real eyes behind visors. Real rifles with live rounds.
Caleb didn’t move. He was still on the ground, head cradled in his good hand, blood drying across his mouth. You silently stood in front of him. Unmoving, but aware.
“Subject X-02,” barked a voice through a mask, “This home is under Executive Sanction 13. The CompanionSim is to be seized and terminated.”
Caleb looked up slowly, pupils blown wide. “No,” he grunted hoarsely. “You don’t touch her.”
“You don’t give orders here,” said another man—older, in a grey suit. No mask. Executive. “You’re property. She’s property.”
You stepped back instinctively, closer to Caleb. He could see you watching him with confusion, with fear. Your head tilted just slightly, processing danger, your instincts telling you to protect your primary user. To fight. To survive.
And he fought for you. “She’s not a threat! She’s stabilizing my emotions—”
“Negative. CompanionSim-Prototype A-01 has been compromised. She wasn’t supposed to override protective firewalls,” an agent said. “You’ve violated proprietary protocol. We traced the breach.”
Breach?
“The creation pod data shows hesitation during her initial configuration. The Sim paused for less than 0.04 seconds while neural bindings were applying. You introduced emotional variance. That variance led to critical system errors. Protocol inhibitors are no longer working as intended.”
His stomach dropped.
“She’s overriding boundaries,” added the agent who took a step forward, activating the kill-sequence tools—magnetic tethers, destabilizers, a spike-drill meant for server cores. “She’ll eventually harm more than you, Colonel. If anyone is to blame, it’s you.”
Caleb reached for you, but it was too late. They activated the protocol and something in the air crackled. A cacophonic sound rippled through the walls. The suits moved in fast, not to detain, but to dismantle. “No—no, stop!” Caleb screamed.
You turned to him. Quiet. Calm. And your last words? “I’m sorry I can’t be real for you, Caleb.”
Then they struck. Sparks flew. Metal cracked. You seized, eyes flashing wildly as if fighting against the shutdown. Your limbs spasmed under the invasive tools, your systems glitching with visible agony.
“NO!” Caleb lunged forward, but was tackled down hard. He watched—pinned, helpless—as you get violated, dehumanized for the second time in his lifetime. He watched as they took you apart. Piece by piece as if you were never someone. The scraps they had left of you made his home smell like scorched metal.
And there was nothing left but smoke and silence and broken pieces. 
All he could remember next was how the Ever Executive turned to him. “Don’t try to recreate her and use her to rebel against the system. Next time we won’t just take the Sim.”
Then they left, callously. The door slammed. Not a single human soul cared about his grief. 
~~
Caleb sat slouched in the center of the room, shirt half-unbuttoned, chest wrapped in gauze. His mechanical arm twitched against the armrest—burnt out from the struggle, wires still sizzling beneath cracked plating. In fact, he hadn’t said a word in hours. He just didn’t have any. 
While in his silent despair, Gideon entered his place quietly, as if approaching a corpse that hadn’t realized it was dead. “You sent for me?”
He didn’t move. “Yeah.”
His friend looked around. The windows showed no sun, just the chrome horizon of a city built on bones. Beneath that skyline was the room where she had been destroyed.
Gideon cleared his throat. “I heard what happened.”
“You were right,” Caleb murmured, eyes glued to the floor.
Gideon didn’t reply. He let him speak, he listened to him, he joined him in his grief. 
“She wasn’t her,” Caleb recited the same words he laughed hysterically at. “I knew that. But for a while, she felt like her. And it confused me, but I wanted to let that feeling grow until it became a need. Until I forgot she didn’t choose this.” He tilted his head back. The ceiling was just metal and lights. But in his eyes, you could almost see stars. “I took a dead woman’s peace and dragged it back here. Wrapped it in plastic and code. And I called it love.”
Silence.
“Why’d you call me here?” Gideon asked with a cautious tone.
Caleb looked at him for the first time. Not like a soldier. Not like a commander. Just a man. A tired, broken man. A friend who needed help. “Ever’s never gonna let me go. You know that.”
“I know.”
“They’ll regenerate me. Reboot me, repurpose me. Turn me into something I’m not. Strip my memories if they have to. Not just me, Gideon. All of us, they’ll control us. We’ll be their puppets.” He stepped forward. Closer. “I don’t want to come back this time.”
Gideon stilled. “You’re not asking me to shut you down.”
“No.”
“You want me to kill you.”
Caleb’s voice didn’t waver. “I want to stay dead. Destroyed completely so they’d have nothing to restore.”
“That’s not something I can undo.”
“Good. You owe me this one,” the former colonel stared at his friend in the eyes, “for letting them take my dead body and use it for their experiments.”
Gideon looked away. “You know what this will do to me?”
“Better you than them,” was all Caleb could reassure him. 
He then took Gideon’s hand and pressed something into it. Cold. Heavy. A small black cube, no bigger than his palm, and the sides pulsed with a faint light. It was a personal detonator, illegally modified. Wired to the neural implant in his body. The moment it was activated, there would be no recovery. 
“Is that what I think it is?” Gideon swallowed the lump forming in his throat.
Caleb nodded. “A micro-fusion core, built into the failsafe of the Toring arm. All I needed was the detonator.”
For a moment, his friend couldn’t speak. He hesitated, like any friend would, as he foresaw the outcome of Caleb’s final command to him. He wasn’t ready for it. Neither was he 50 years ago. 
“I want you to look me in the eye,” Caleb strictly said. “Like a friend. And press the button.”
Gideon’s jaw clenched. “I don’t want to remember you like this.”
“You will anyway.”
Caleb looked over his shoulder—just once, where you would have stood. I’m sorry I brought you back without your permission. I wanted to relive what we had—what we should’ve had—and I forced it. I turned your love into a simulation, and I let it suffer. I’m sorry for ruining the part of you that still deserved peace. He closed his eyes. And now I’m ready to give it back. For real now. 
Gideon’s hand trembled at the detonator. “I’ll see you in the next life, brother.” 
A high-pitched whine filled the room as the core in Caleb’s chest began to glow brighter, overloading. Sparks erupted from his cybernetic arm. Veins of white-hot light spidered across his body like lightning under skin. For one fleeting second, Caleb opened his eyes. At least, before the explosion tore through the room—white, hot, deafening, absolute. Fire engulfed the steel, vaporizing what was left of him. The sound rang louder than any explosion this artificial planet had ever heard.
And it was over.
Caleb was gone. Truly, finally gone.
~~
EPILOGUE
In a quiet server far below Skyhaven, hidden beneath ten thousand firewalls, a light blinked.
Once.
Then again.
[COMPANIONSIM Y/N_XIA_A01] Status: Fragment Detected Backup Integrity: 3.7% >> Reconstruct? Y/N
The screen waited. Silent. Patient.
And somewhere, an unidentified prototype clicked Yes. 
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cressidagrey · 21 days ago
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The Drawer
Pairing: Oscar Piastri x Felicity Leong-Piastri (Original Character)
Part of the The mysterious Mrs. Piastri Series.
Summary:  There is a drawer in Felicity's mind.
Warnings and Notes: Some more context for the Silverstone chapter, also some insight into Piastri family dynamics in this verse. Big thanks to @llirawolf , who listens to me ramble 😂
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There was a drawer in Felicity’s mind that no one knew about.
Not Oscar.
Not Bee.
Not even the professors who used to stare at her as if she were a marvel or a mistake.
Certainly not her parents, who had made her intelligence the defining trait of her existence, before they realised it also made her uncontrollable.
It wasn’t metaphorical. Not really. She’s always seen her thoughts as architecture—corridors, rooms, switches—and that drawer? It was real.
Smooth metal. Coded lock. Hidden behind a panelled wall, so even she had to work to reach it. She built it young, instinctively, the moment she realised how much of her mind was terrifying.
Not just brilliant.
Terrifying.
Because she knew what she was capable of.
Not just the soft brilliance people praised her for—solving equations on the train, reading journals like bedtime stories, explaining mechanical stress tolerances to a three-year-old. That was the friendly kind of smart. The kind people could admire without being afraid of it.
It was a drawer in the deepest part of her brain. Filled with truths she never let surface. Scenarios she’d played out but never spoken. Numbers she’d crunched just to see how far she could push a system, a structure, a person.
She didn’t like the contents.
Not because they were monstrous. But because they were possible.
A drawer full of the things she could do.
And that was the thing.
Felicity could do so many things.
She could write a paper that would fundamentally reshape the way the world viewed mechanical cognition. She could dismantle institutions in six bullet points and a spreadsheet. She could design systems so precise they would make countries pivot. She could break things. Build new ones. Rewrite rules.
But she didn’t.
Because she knew how dangerous it was to hold too much power in your head.
That was the terrifying part about Felicity’s mind. Not just that it could solve things. But that it could predict them. Build them. Unbuild them. Break a system with a smile, bend rules until they screamed without ever technically snapping them.
The drawer held plans she’d never use. Arguments she’d never make. Responses sharp enough to cut and leave no scar. Equations that could manipulate systems most people didn’t even know were rigged. Ideas that could change industries—ruin them, in some cases—if she ever let them out.
She never had. She never would.
Because Felicity, for all her brilliance, for all the terrifying elasticity of her mind, had made a choice very early on:
Kindness.
Kindness as rebellion. Kindness as resistance. Kindness not as softness, but as control.
It would be easy—so easy—to weaponise what she knew. 
To be cold, untouchable, triumphant in the way the world sometimes worshipped people who were sharp enough to draw blood. 
But Felicity had grown up under that weight. 
The genius child. 
The gifted girl. 
The one with the test scores that could split atoms and the eyes that saw too much. She had seen how quickly awe turned to fear. How quickly people began to see you as other.
So Felicity failed the IQ tests. Not failed, exactly—but she answered just enough incorrectly. 
They’d tested her, of course. Again and again.
She’d made sure to get a few wrong every time.
Not because she couldn’t get them right.
But because she’d already figured out what perfect scores meant.
Perfect scores meant more pressure.
More isolation.
More adults speaking about her instead of to her.
More expectations that stole her childhood before she could claim it.
So she let the number drop.
She missed the logic trap here, the pattern extrapolation there.
Felicity learned how to underperform just enough to be labelled brilliant, but not inhuman.
Even now, as an adult, she sometimes wondered what her real number was.
And then forced herself not to care.
160.
It was the number she gave when someone asked. A score high enough to seem impressive. Low enough to still feel human. 
Kind of. 
Even Oscar didn’t know the rest.
He knew she was clever. Knew she could rewire an engine with her eyes closed, design systems on paper napkins, debug code while stirring a risotto. Knew she’d earned a PhD while raising a toddler. Knew she could predict tyre degradation better than some engineers.
But he didn’t know the extent.
She never let him see it all.
Not because she didn’t trust him. But because she needed one place in the world where she wasn��t being measured. Where she could be small and ordinary and barefoot in the kitchen, with flour on her hands and Bee at her hip.
Oscar made space for that version of her. Never asked for anything else.
He called her brilliant sometimes, but always like it was a secret he was lucky to know.
Still, the drawer remained. Locked. Heavy.
Felicity could open it any time. Could unspool every thought, every possibility, every blueprint. She had the capacity to reshape things in her image—universities, companies, ideologies.
But Felicity didn’t want that.
She wanted to plant tomatoes and teach Bee how to read tire degradation charts. She wanted to place mosaics on the bathroom wall and write love notes into the margins of Oscar’s travel calendar. She wanted to bake bread and be left alone.
Sometimes, she worried what people would think if they really knew.
If they saw how far her mind stretched. If they knew the truth behind the quiet way she lived.
She wondered if they’d be afraid of her.
So she kept it hidden. Chose love. Chose patience. Choose not to win every argument, not to finish every sentence, not to prove every point. Choose not to be the sharpest thing in every room.
She built a life where brilliance could live without needing to bare its teeth.
Even Oscar—her Oscar, the one person who saw her fully—didn't know the contents of the drawer. He didn’t ask. He didn’t need to.
Because he didn’t love her for what she could do.
He loved her for who she chose to be.
And that mattered more than any number ever had.
Felicity Piastri could break the world if she wanted.
But she'd rather raise one small girl to love it instead.
***
Oscar wasn’t stupid.
He’d never been. Not about her.
From the outside, maybe it looked like Felicity lived simply. That she liked soft things and quiet days, and teaching their daughter how to make pancakes shaped like brake callipers. 
Maybe it looked like she’d set her brilliance aside—like she’d traded academia for motherhood, engineering for sourdough starters and thrifted overalls.
But Oscar had seen it.
Oscar had known for a long time that Felicity was smarter than she let on.
Her intelligence wasn’t a secret—she had a doctorate, after all, and could explain things to Bee that most engineers would struggle to unpack for adults. She could read technical sheets like bedtime stories, fix electrical issues in the garage with a sigh, and beat him at chess in nine moves while stirring dinner on the stove.
Oscar knew Felicity was brilliant.
Not in the casual, top-of-the-class way most people used the word. Not even in the terrifyingly competent, engineer-who-fixes-cars-better-than-his-mechanics kind of way.
Felicity’s mind was something else entirely.
Felicity remembered everything.
Not just formulas or wiring diagrams or where she’d last seen his keys (spoiler: it was always where he swore they weren’t). 
Felicity remembered things with the kind of clarity that felt almost impossible. Entire pages of textbooks from university, word-for-word. The serial number of a broken dishwasher part she’d glimpsed once six months ago. The lyrics to a song Bee had sung in a kindergarten play, she only rehearsed at home once.
It wasn’t something she ever bragged about. Felicity didn’t do that. But Oscar had seen the way it worked, the way her eyes would go a little distant when she was accessing something buried in a mental archive no one else could reach. Like she was pulling open a drawer in her head and retrieving exactly the right file.
But there was something else. Something beneath the brilliance she allowed the world to see.
What most people didn’t realise—what even her own professors hadn’t figured out—was that Felicity Piastri was smarter than she let on.
It wasn’t that she lied. It was that she edited.
She softened the edges. She chose quiet, every time. She let other people win arguments she could’ve dismantled in seconds. She smiled through conversations she could have rerouted, rewired, rewritten.
Oscar saw it. In the way she paused before answering a loaded question. In the way she hesitated before explaining something complex, like she was calibrating, gauging how much truth to give. In the way she’d sit silently for long moments before asking a single question that dismantled the entire problem.
It was in the way she sometimes stared at a problem—not with confusion, but with hesitation. Like she already knew the answer. Had known it five minutes ago. But was weighing whether or not to share it.
It was in the way she let other people think they’d found the solution first. The way she edited down her thoughts into bite-sized pieces, digestible, unthreatening. The way she built space for others to keep up, even when she could’ve sprinted ahead.
Oscar saw it. Always had.
She never talked about it directly. Never told him the full of it. But he’d seen flashes. Once, early in their marriage, she’d rewritten the firmware on Bee’s baby monitor after it glitched. Not patched. Rewritten. In an hour. While breastfeeding.
Oscar had seen her write equations upside down on napkins. Had seen her reprogram Bee’s tablet because the parental controls were inefficient. Had watched her make an engineer go quiet with a single, softly-phrased observation.
She did it all while wearing thrifted cardigans and cutting the crusts off sandwiches.
But Oscar saw.
He never asked what else she was capable of. Didn’t want to know the limits—if there even were any. It wasn’t fear. Just reverence.
Because she never used it as a weapon. Never used it for leverage. Never made him feel small.
She could’ve built empires. She chose to build a home instead.
And Oscar thought that was the most terrifying, awe-inspiring thing of all.
He’d seen the shape of her mind in the way she mapped out their life. The way she always knew when he’d be tired before he did. The way she tracked logistics and race schedules, cross-referenced nutrition plans and school rosters and still found time to replace the smoke alarm batteries before he remembered they even existed.
He saw it in Bee, too. That fierce little spark that Felicity somehow guided with both freedom and quiet structure. Like she knew how to give Bee the right questions before she ever offered the answers.
And her memory… the older they got, the more years they layered onto each other, the more he came to realise: it wasn’t just impressive. It was intimate.
Because Felicity didn’t just remember numbers and maps, and measurements.
She remembered him.
Things he’d said in passing, half-asleep or distracted, that she somehow tucked away like treasures. The fact that he hated the sound of crinkling chip bags. That he liked exactly twelve raspberries in his porridge. That he didn’t like being touched when he was overstimulated after a bad race — but he did like having her nearby, just within reach.
She remembered the stories he only told once. The ones he hadn’t even realized were important until she brought them up again, years later, gently, like holding something fragile.
She remembered the colour of the shirt he wore the first time he kissed her.
She remembered all the versions of him — even the ones he tried to leave behind.
Sometimes, Oscar thought about how exhausting it must be. How heavy it must feel to carry everything. To have a brain that never let anything go. 
Oscar had always known she was something more. That brilliance was only the surface. That Felicity could see things others didn’t, feel patterns before they existed, stretch logic so thin it became poetry.
She never showed it all. Not even to him.
But he saw it anyway.
In the way she rewrote financial models to stabilise their family income. In the way she adjusted Bee’s lessons mid-week because she sensed boredom before Bee could say the word. 
In the way she rewired the battery system of his sim rig because she didn’t like the voltage drop, and did it while talking to Bee about the life cycle of stars.
Oscar knew.
He just never said so.
He never said anything. Never pushed. Never asked.
Because he knew—deep in his bones—that Felicity had spent her whole life being treated like a resource. A phenomenon. A marvel to be studied, dissected, and showcased.
He would never do that to her.
What she needed—what he gave—was safety. Space. The freedom to be clever without being dissected for it. The right to choose gentleness without being underestimated.
So he didn’t pry. Didn’t press.
He just held her hand when she needed grounding, listened when she muttered equations under her breath, and kissed her temple when she got that look—that distant, calculating look—before she blinked it away and smiled at him like she hadn’t just solved something the world didn’t even know was broken.
Felicity never showed him the drawer.
She didn’t need to.
Because he already knew what she kept inside it.
And he loved her anyway. Not in spite of it. But because she’d chosen him—and Bee—and love and bread and softness, over every sharp and brilliant thing she could have unleashed instead.
Her mind wasn’t a party trick. It wasn’t a tool. It was an act of love, the way she wielded it.
She used it to take care of the people she loved.
To take care of him.
Oscar wasn’t blind.
She was brilliant. Always had been.
But the most remarkable thing about Felicity wasn’t her mind.
It was the fact that she could’ve been anything—could’ve ruled rooms, reshaped industries, rewired entire schools of thought—and she’d chosen this.
Chosen him.
Chosen Bee.
Chosen tomato plants, and mosaic tiles, and quiet, ordinary joy.
She chose kindness. Again and again and again. 
And he respected the hell out of it.
Because Oscar knew, in the marrow of his bones, that if Felicity ever opened that drawer—if she ever stopped pulling her punches, if she ever decided to stop choosing kindness—then the world would bend.
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woradat · 26 days ago
Note
For the ask, can I have IDW Prowl please? Maybe with with forced proximity that ended up with always thinking of the others/each others once they're apart? Hopefully it's clear enough, also love your works btw!!!
Loosen Close
SUMMARY – two cop in operation, with tension that no knife can cut through (pre-war)
PAIRING – prowl x reader
NOTE – that's clear enough, hope this one works for you! I spent quite a bit of time writing that scene, so I apologize if the rest of the writing looks bad (maybe not that bad, but still?)
⚠️ SUGGESTIVE THEME UNDER CUT ⚠️
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The door hisses open with a sad wheeze. Inside: silence. Heavy. Uncomfortably well-organized silence. This is not a precinct that looks lived-in
No clutter. No discarded datachips. Not even a dent in the walls. Just a workspace arranged with such neurotic precision that it feels more like an altar than an office. One datapad lies exactly 1.75 inches from the edge of the table. You know because you’re already planning to move it—just to see if he twitches
And then you see him. Standing with his back to the door, arms folded, optic glow reflected in the screen of the crime log interface. He doesn’t turn. He doesn’t greet you. Just simply say “You’re not Firstline”
Wow. Not even a hello?
“Observant” you answer, stepping inside like the floor might eat you “Firstline’s gone. Probably somewhere quieter. Like a burning scrapyard
A pause. A long, very precise pause
Then, slowly, too slowly, he turns. Takes one look at you like he’s scanning for structural flaws. You feel like an appliance he didn’t ask for but has to keep under warranty
“They assigned you”
You nod “They did”
“They know about your incident log”
“…Which one?”
“Stairwell collapse. Shot your own knee once during a ricochet misfire. Electrocuted yourself with a.. malfunction machine?”
“Okay, I feel like you’re cherry-picking the wrong highlights from my résumé” you mutter, stepping around a chair that’s somehow too centered to trust
“Statistically, your continued survival defies several probability models. I’m still reviewing for system error”
“Thank you. I think”
He picks up a datapad and hands it to you without eye contact “Three targeted break-ins at energy redistribution depots. Each two cycles apart. Entry logs spoofed. Surveillance corrupted. Item targets: high-grade cognitive chips. Not replaceable. Not traceable”
You glance at the file, flipping through logs “This smells like an inside job”
“Good. That’s what I wrote in the report you’re holding”
“…Oh. Right. Just testing you. Team-building?”
He doesn’t blink. You're not sure he can blink
They say his last partner quit mid-patrol Didn’t even finish the field report. Left a half-full energon cube on the console and walked out with that look—the one bots get when their processor hits the force shutdown limit for social stress “Said he’d rather transfer to the sewage grid patrol than work another cycle with that code-crusher” someone whispered earlier “Tried reformatting his own emotion chip to feel less rage. Didn’t work” And now it’s your turn. Because the universe? The universe thinks it’s funny
The second you step inside, your sensors protest
The place smells like ion dust and old machinery—coated in the greasy kind of silence that only exists in buildings where something went wrong slowly and nobody noticed. Prowl is already a step ahead
Typical. He doesn’t need to speak to issue commands, he just is one. Every footstep is calculated. Every movement filtered through about six levels of tactical foresight. You? You're doing fine—aside from almost tripping on a panel hinge five clicks back. You only caught yourself because he reached back without looking and yanked you upright by the elbow
You didn’t say thank you
He didn’t expect you to
Now you’re moving in formation, side by side in a corridor not wide enough for side-by-side. His shoulder brushes yours every other step. You try not to think about it
“Stay alert” he murmurs “I just picked up a weak pulse two segments to the west"
“…someone still here?”
“Or came back”
He doesn’t elaborate. He doesn’t have to. You both hear it. A footfall. Then another. Close—too close
Before your next breath, his hand snaps out and grabs your wrist. Hard. And without warning—Your chestplate hits the wall of the maintenance recess with a muted clang
Cold metal. Uneven. Narrow
You barely have time to blink before he's pressed in after you—no room, no pause, no buffer. Just hard armor against softer plating, his pelvis plating, locked behind yours, angles slightly forward every time he shifts to adjust footing. Each movement earns you the press of his abdominal plate against the lower arc of your back, and the sharp, seamless motion of a mech who never improvises—unless he absolutely has to
His hand slams against the wall beside your head. The force of it sends a small shudder through the panel behind you. Not aggressive—just final. Like punctuation. Like a closing gate
“Stay still” Prowl breathes into the narrow air between you
You try
You don’t trust yourself to breathe
But he's pressed in so tightly that every micron of movement feels amplified. Your shoulders are squared against the curve of the wall; his chestplate flattens against your back, firm and unmoving. You can feel the subtle pattern of his armor ridges brushing yours—contours slotting into place by accident… or fate. His left thigh slots between yours, almost casually—but the angle is wrong. There's no space for him to plant his stance properly, so his hip drives into your lower side with each shift of balance, forcing you closer to the wall than you thought possible. To the point that you almost kiss it
And worse still. Your hands are nowhere to go. Trapped at your sides. Pressed between your frame and the wall
And he hasn't moved. Not really. Just that slight lean forward when someone stepped too close outside and when he did that his chest curves over yours —and in doing so, your backplate presses snugly into the softer seam below his collar struts. Just that tense press of his midsection into the small of your back when your balance faltered again —The corridor outside crackles with approaching noise. Footsteps—slow, dragging. Too close. Whoever it is, they stop only inches beyond the alcove’s divider
“..They’re scanning” he mutters, voice pitched so low it sounds like it belongs inside your processor. Prowl’s mouth is beside your audio receiver now, close enough that the movement of his lips stirs the faintest shift of air
His voice cracks at the edge—just faintly as his hand is shaking slightly. Not out of fear. But out of control because now you’re both aware of everything
Of the way your back curves into him. Of the way his abdominal plate locks against the arch of your lower plating. Of the brushed heat of his sparkpulse syncing too close to yours. You shift—accidentally—and that small adjustment causes his torso to slide down just slightly, armor grinding slow over the base of your back
You hear it..He hears it
His other hand comes up, quick, firm, and lands on your waist—not gently. Not by accident. He doesn’t move it
“Don’t do that again” he hisses under his breath. It should sound commanding. It doesn’t. It sounds shaken. You try to retort. You do. You even open your mouth
Now you’re no longer just pressed against the wall. You’re bracketed. Encased. Enclosed. Caging. Pinned
Your voice falters before it makes it past your lips. But finally it came
“You’re crushing my hip actuator..”
“You shifted into it”
You swallow
His hand at your waist. No— now just below it. Palm splayed over your hip bracket, digit angled forward where armor meets the side of your abdominal plate. Not quite suggestive. Not quite innocent. And his thumb? It moves. Brush slowly, tracing the ridge just above the joint of your hip. Hard to tell whether it was intentional or an accident when he only did it once
Your field flares—just slightly, but enough that you know he feels it. He doesn’t comment. But his own field? It hums. Subtle. Coiled
“They’re gone, we're clear” he says at last. But he doesn’t step back. You can feel the restraint in him. The way every servo is holding position by willpower alone. His head lowers beside yours, lips dangerously close to the edge of your head
Your vocalizer stutters back online “..You can move now?”
“I know”
You sit at your terminal with a energon cube, pretending to go over surveillance logs. The lights above buzz quietly
The precinct’s unusually still. You should be feeling good. You cracked the case. You made a clean arrest. No injuries. No screw-ups. Not even a misfiled datapad this time. And yet—Your field still stutters every time your thoughts drift back there. Back to that narrow alcove. Back to his servo on your hip. Back to his frame pressed into yours like you were two puzzle pieces force-fit into one impossible frame. You groan quietly and bury your face in your hands
“I need to reboot my processor” you mutter to yourself “or smash it”
Because no matter how many times you try to drag your thoughts back to something else— they always slide back to him. The way his voice dropped.The weight of his chest plating against your back. The way he didn’t move until he decided to. You’re not even sure if you hated it. In fact, you’re very sure you didn’t. And that’s the problem
Meanwhile
Prowl stands at the end of the hallway, looking out the half-shuttered window
He’s not watching the traffic patterns. Not analyzing flight formations or reading case reports. He’s trying to process the fact that his body still remembers the exact angle of yours. And worse—likes it
He can still feel the curve of your back pressed to his chest. Still feel how snug your waist fit under his hand. Still remember the exact point of contact where your hip bracket slotted just slightly over his. Every time he blinks, the sensory map reloads like a damn glitch. He hasn’t been this distracted since training academy
“Unacceptable” he mutters under his breath
But he hasn’t filed a complaint. He hasn’t asked for reassignment. He hasn’t even deleted the sensor log from that sector of the depot. He tells himself it’s for protocol. Evidence integrity. Audit trail. But he’s lying. And he knows it
The next day, the paperwork and the results of the mission were all done, everything was done yesterday, which is expected when you work with regulations that have legs and a conscience, but you just got a message
Incoming message: Prowl
“If your balance actuator is still unstable, I can submit a requisition for maintenance diagnostics”
You blink at it. Then snort. Then immediately slam your hand on the desk and bury your face in your hands again “HE REMEMBERS”
And suddenly your core is on fire all over again
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n1k0laa5 · 12 days ago
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THE NEUROQUANTUM REALITY-BENDING (NBR) CHALLENGE
(21 Days to Collapse the Old and Architect the New)
Hello hello, my lovely souls! I’ve always been awestruck at others sharing their own manifestation challenges, so I’d like to use mine—I made sure to add in backed up science to this method to ensure little to no doubts.
This method can be used for ANYTHING. Even shifting.
THE FOUNDATION: SCIENCE-BACKED CORE PRINCIPLES
1. Neuroplasticity
Your brain is a self-rewiring machine. Neurons that fire together wire together. When you imagine something with emotional intensity and repetition, your brain encodes it as real, activating the same pathways as if it were physically happening. This allows you to literally train your identity and emotional responses to reflect your desired state.
Hebb’s Law, Harvard Neuroplasticity Research
2. Quantum Mechanics (Observer Effect & Superposition)
At the subatomic level, particles exist in a state of possibilities until observed, only then do they collapse into one outcome. Your attention acts like that observer. Where your attention goes, energy flows and reality takes form.
Double-Slit Experiment, Copenhagen Interpretation
3. Reticular Activating System (RAS)
This bundle of nerves in your brainstem acts like a search filter for your reality. When you decide something is important (e.g., “I’m lucky,” or “I get what I want”), your RAS filters out everything else and amplifies anything that confirms that narrative.
Psychological Priming Studies, Cognitive Neuroscience Research
4. Mirror Neurons & Embodiment
Your brain has mirror neurons that activate when you observe or imagine behavior. If you visualize yourself as powerful, successful, desired, or wealthy, your brain rehearses and learns that state. When paired with bodily embodiment, it becomes hard-coded.
Gallese & Rizzolatti, 1996 — Neuroscience of Empathy and Action
5. Epigenetics
You are not a victim of your DNA. The environment (which includes your thoughts, emotions, and beliefs) activates or suppresses genes. Emotionally charged thoughts create chemical cascades that literally shape cellular behavior and gene expression.
Dr. Bruce Lipton – The Biology of Belief
For further science to back up manifestation and shifting in general, feel free to refer to this post of mine along many others.
Mix all of this with the general statements of:
LOA
Anything Is Possible
You Are God
You Create Your Own Reality
And BAM! We have…
THE CHALLENGE
You are not just doing affirmations. You are not just visualizing. You are deliberately collapsing timelines, rewiring neuroarchitecture, and re-conditioning your reality field. Every day focuses on a distinct aspect of scientific manifestation.
DAY 1: Declare the Quantum Collapse
• Write down your old reality. Burn it. Literally.
• Now write your desired reality as if it’s already happened. Don’t say “I will”—say “It is.”
• Read it aloud, dramatically, activating auditory + emotional + somatic systems.
This activates quantum collapse + cognitive reframing + RAS engagement.
DAY 2: Sensory Hijack Visualization
• Visualize your desired life, but only through the senses:
• What do you smell when you wake up there?
• What do you hear at 3pm?
• What’s the texture of your clothes, your skin, the air?
Engages multisensory neural regions, deepens memory encoding, and increases embodiment.
DAY 3: Emotional Rehearsal Loop
• Choose ONE core emotion from your desired state (e.g., safety, power, euphoria).
• Practice evoking it for 90 seconds, 5x today, without any external input.
• Use body language, posture, breathing, and a song if needed.
Creates synaptic long-term potentiation of emotional states, literal emotional muscle memory.
DAY 4: Rewrite Your RAS Filters
• Write down 10 “proofs” from your day that support your new reality. Even small things. Even things from your imagination.
• E.g., “I got a free coffee = abundance coming.”
• Keep them in your notes or a dedicated “Neuroproofs” log.
Primes your reticular system to seek confirmation bias for your desired life. Reality will start matching.
DAY 5: Embodiment Hour
• Dress, speak, walk, eat, work as if you are that version of you—for a full hour.
• No slipping. No apologies. You’re that version now.
• If possible, record a 1-minute video of yourself speaking from that identity.
Activates mirror neurons, autonomic nervous system, and reprograms self-image.
DAY 6: The NO Game (Neuro-Opposition Purge)
• Today, track every inner “no.”
• “I can’t have that.” “That’s unrealistic.” “I’m not good enough.”
• Each time it comes up, laugh, label it “old code,” and replace it with the opposite.
• “Old code: ‘I’m not ready’ → New code: ‘I was born for this.’”
Interrupts default neural patterns and reorients toward positive identity confirmation.
DAY 7: The Gratitude Paradox
• Write a gratitude list ONLY of things you “haven’t received yet” but as if you already have them.
• “Thank you for the mansion. Thank you for the soulmate. Thank you for the genius-level income.”
• Read it aloud with reverence, not desperation.
Creates cognitive dissonance → Brain scrambles to align reality with gratitude to resolve conflict.
Days 8–21:
From here, you repeat the cycle, but each week you intensify:
WEEK 2: “Hyper Embodiment Mode”
• Start adding physical rituals to everything:
• Cold showers while repeating affirmations.
• Walking meditation visualizing your dream life.
• Dance to a victory playlist.
• Incorporate more movement, because neurons that fire during action wire deeper.
WEEK 3: “Distortion Phase”
• Deliberately act “delusional” for at least 15 minutes a day.
• Say outrageous truths about yourself out loud like:
• “Everyone is obsessed with me.”
• “I’m the wealthiest, most sought-after mind on the planet.”
• Don’t tone it down. Distort the known. Your brain doesn’t know the difference.
Neuroplasticity paired with quantum unpredictability invites disruption of habitual limitations.
BONUS TECHNIQUES:
• Eye Movement Priming: Look up and slightly to the right while visualizing = more activation of future/projection regions in the brain.
• Fractal Anchoring: Choose a symbol (e.g., spiral, star, word) and associate it with your desired life. Place it everywhere—lock screen, jewelry, tattoo.
• Auditory Gateways: Whisper your affirmations late at night or record them in your own voice and loop them as you sleep. You may use rampages or affirmation tracks.
WHAT TO AVOID DURING THE CHALLENGE
1. Overconsumption of content. (Let your own voice dominate.)
2. Venting or gossiping—it reactivates the old emotional neural maps.
3. “Waiting” energy. (The moment you wait, you tell your brain it isn’t real yet.)
You are a probability field, not a static being. You are a dynamic algorithm of memory, expectation, frequency, and behavior. Manifestation is not “woo”, it’s simply neural alignment with possibility.
By doing this challenge, you’re not hoping. You’re not faking it. You’re neuro-sculpting the field until reality has no choice but to follow.
I hope this finds a special place in the heart of those who like elaborate methods, because I’ll admit.. I went somewhat overboard with this. Too excited!
By yours truly, Nikolas.
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mostlysignssomeportents · 2 days ago
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Ellen Ullman's "Close to the Machine."
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Support me this summer in the Clarion Write-A-Thon and help raise money for the Clarion Science Fiction and Fantasy Writers' Workshop! This summer, I'm writing The Reverse-Centaur's Guide to AI, a short book for Farrar, Straus and Giroux that explains how to be an effective AI critic.
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Close To the Machine is Ellen Ullman's classic memoir of writing software in Silicon Valley at the start of the dotcom bubble; it was originally published in 1997 and reprinted in 2022 for the 25 anniversary by Farrar, Straus and Giroux's MCD books:
https://www.mcdbooks.com/books/close-to-the-machine-25th-anniversary-edition
I somehow never read Ullman's book; having read it now, it's easy to understand how this beautifully rendered snapshot of life at the end of the 20th century became a touchpoint for multiple generations of coders and technologists, and why it's still in print, 27 years later.
Ullman's subtitle for the book is "Technophilia and its discontents," and therein lies the secret to its magic. Ullman loves programming computers, loves the way they engage her attention, her consciousness, and her intelligence. Her descriptions of the process of writing code – of tackling a big coding project – are nothing less than revelatory. She captures something that a million technothriller movies consistently fail to even approach: the dramatic interior experience of a programmer who breaks down a complex problem into many interlocking systems, the momentary and elusive sense of having all those systems simultaneously operating in a high-fidelity mental model, the sense of being full, your brain totally engaged in every way. It's a poetics of language that meets and exceeds the high bar set by the few fiction writers who've ever approached a decent rendering of this feeling, like William Gibson.
These glittering moments are fleeting, though. No code project survives contact with the computer, a brutal and unforgiving cognitive partner that ferrets out every error in your thinking, every trap you've unknowningly fallen into. Here again, Ullman shines in her renderings of the ferocious mental combat that programmers must do with their computers, grueling matches that are made all the worse by the certain knowledge that the only way to win the bout is to discover and fix your own flaws.
These set-pieces make for great branching points into the three other components of Ullman's classic: first, there are the stories of high-tech institutions. We follow Ullman – a contract programmer who is hired to assemble teams to run specific projects – as she works on a gnarly all-in-one tool for matching people with AIDS with a spectrum of public services; and when she is brought into a failing startup as part of an abortive turnaround attempt.
All of this is happening just as the web and the internet are devouring all high-tech projects, and Ullman – a techie who is an old hand at networked communications, but it professionally part of a breed of coder who specializes in standalone and modem-based services – finds herself sitting opposite glittering new-breed hackers who have arrived to eat her lunch. Here, too, Ullman absolutely nails the experience of a technologist who has transitioned from surfing the cutting edge to being decapitated by it. This sequence is made all the more poignant by a series of scenes in which Ullman confronts the impossible knot of writing code that benefits marginalized, at-risk users (people dying of AIDS) while satisfying the political and bureaucratic imperatives of multiple charities, government agencies, and advocates. Ullman has finally wrestled all of these stakeholders into a stable configuration, only to have these shiny young people show up and tell her that she – and everything she's done and everything she stands for – is obsolete. It's a gut-punch of a scene.
That's the third component of Ullman's memoir – the workplace culture of a programmer who must answer to (and assuage) a variety of nontechnical people who flip from awe to seething resentment of you and your work. Ullman, who lives the simultaneously precarious and lucrative life of a high-paid, much sought-after freelancer, is at the mercy of so many people who have terrible power over her, little empathy for her, and an almost total lack of understanding of what she does (imagine Dilbert, but written by a smart and aware person, not a humorless asshole).
The final quadrant of Ullman's book is the memoir itself – the story of her life growing up in the shadow of a driven, striving Jewish immigrant in New York City whose manic entrepreneurship and minimal self-awareness transforms him into both a source of inspiration and an object of pity for Ullman. Ullman's personal life in San Francisco is painted with equal fidelity, from her bisexual, polyamorous romantic life to her camaraderie with other hackers (some of whom end up in her bed). Ullman introduces us to characters that are instantly recognizable today, from the cypherpunk who dreams of setting up an anonymous digital cash system that is financed by an offshore porn empire to a semi-libertarian young man who can't imagine why the law would set limits on when a worker can be treated as an independent contractor.
These are timeless avatars for the kinds of people whose live "close to the machine," whose brains are easily and productively ensnared by digital computers and their pitiless logic. Despite that, this volume is also a perfect, high-fidelity capture of Silicon Valley at the start of one of its many (many, many) bubbles. I was there, then, working as a contractor (what else?) for a Unix shop and learning on the job as we tried to figure out whether our customers would expect to access our tools through a browser rather than at the console of a quarter-million dollar SGI machine. Though I'm a generation younger than Ullman, I was in the same place, time and milieu as she was when this book was written, and all of it rings utterly true.
What's more, Ullman's work here preserves and reveals the extent to which the best and worst aspects of tech culture have been present since the earliest days, and gestures at the causal relationship between those aspects and the intrinsic nature of the work of programming computers. While Ullman doesn't advance an explicit theory relating the attitudes and conundra of her field to the nature of computer programming, this work is implicitly webbed over with gossamer threads joining all these phenomena.
That's something I've tried to do in my own fiction, particularly with my Martin Hench novels, which visit different moments in Silicon Valley history (the 1980s, the 2000s, the 2020s) through the eyes of a forensic accountant who unravels tech scams and, in so doing, traces those same threads:
https://us.macmillan.com/series/themartinhenchnovels
This 25th anniversary edition features a beautiful introduction by Anna Wiener, author of the extraordinary 2020 Silicon Valley memoir Uncanny Valley. Wiener is the perfect choice to introduce this volume, connecting the present moment with the first days of the commercial internet:
https://en.wikipedia.org/wiki/Uncanny_Valley_(memoir)
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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/2025/07/16/beautiful-code/#hackers-disease
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visenyaism · 7 months ago
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man the "women just have a different way of thinking" shit that people love to say is actually super feminist is so annoying. i wish people would just accept that i write code like any other guy does. there isnt a special "female perspective" i bring to our team. i want to stop people talking about how i think so intuitively and how my thought process is so different from every man, im just bad at explaining myself and not a native english speaker. its all so alienating and demeaning.
The argument that men and women (or boys and girls) have different ways of thinking annoys me to NO end because we already know that people having different fixed learning styles let ALONE having different ways of problem-solving or experiencing the world based on either sex or gender is pretty much just pseudoscience.
We know that academia and the research foundation that ed psych is based on is misogynistic we know the school system is built on sexist institutions. That does not mean we pendulum swing so hard we end up back in the 19th century to say that women just have different math brains to defend “girl math” jokes. It shouldn’t have to even be said but. Women can do anything men do. There is no substantial biological or cognitive difference in their capabilities. Be suspicious of anyone who tries to convince you otherwise.
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yourreddancer · 7 months ago
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Many of us are familiar with the story of Pompeii. The Italian city built in the shadow of and ultimately buried in the destruction of Mt. Vesuvius.
Prior to the volcanic eruption Pompeii was a bustling resort town and home to many of Rome’s most enlightened citizens. Though residents of Pompeii were long aware of their volcanic neighbor and the volatile threat it posed, they took for granted that they would survive any eruption.The city flourished and expanded even as the risk of explosion grew greater. More than 15 years prior to its fateful eruption Vesuvius rumbled triggering a powerful earthquake in the nearby town.
Yet through acrobatic displays of cognitive dissonance and incredible displays of hubris the residents remained steadfast in their belief that they were safe from the dangers bubbling beneath the surface. The city continued to prosper, its sustained success taken for granted by entrusted leadership.Even in the midst of the powerful eruption that took place in 79AD residents of Pompeii had time to flee. Yet faced with an unconventional threat, they failed to understand the immediate dangers that lay ahead. The folly of their ignorance cost them their lives.
Within days of its eruption, the city and thousands of its residents lay buried in ash and molten lava. Centuries later the city was remarkably excavated. It’s people preserved in ash for history to note the expression of surprise on the faces of the deceased as they were suddenly faced with the reality of their situation.
Americans, independents, Democrats, progressives and conservatives alike best take note of this cautionary tale. Like Pompeii our traditional checks and balances are no match for the unconventional threat we as a nation face. Though the danger in front of us may be made of flesh and blood the risk is no less real. The destruction left behind will be no less predictable or deadly.The party of Trump is not interested in the preservation of the American dream.
Their end goal is not to advance the experiment in self governance and individual freedoms that has sustained America for near 250 years. This caravan of corruption and criminal enablers hope to achieve is a hodgepodge Christofacist theocratic oligarchy which protects the privileged status of those in control of today’s status quo, while siimultaneously enforcing a fervent moral code and virtuosity. Fulfilling the dispensationalist agenda of that hypocritical band of fundamentalist glory seekers striving to create a holy army to unconditionally serve in the rapturous war to end all wars.
Welcome to modern day Vesuvian threat that is the entirety of the modern day GOP. A party that for years smoked and billowed warnings to our Constitutional Republic now finds itself on the outskirts of our most sacred walls. The very infrastructure which has held our citizenry together lay melting beneath the literal heat emanating from our darkened skies and apathetic hearts. The evidence lay bare for all to see that this imminent threat has no care for tradition, precedent or the rule of law.“
We,” as a nation need to accept a basic premise. The fight to save our Republic must not wait! Our system of checks and balances has collapsed! The constitutional crisis is here! The battle for the soul of our nation is now! A failure to act means we all get burned in the ash and lava that will rain from our nation’s skies. Our Republic’s survival requires proactive action and sacrifice.
Traditions and political norms have no place when faced with an unprecedented threat! Urgent and innovative measures must be taken to safeguard this nation. Further delay will not solve the crisis, but only come to guarantee that the gaping scars on America's soul will be visible for generations to come
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vergess · 2 months ago
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I was just exposed to the most inconceivably fucking heinous landlord behaviour today.
One of my clients is an elderly man with cognitive and memory disabilities. 3 weeks ago, his neighbor set a fire in their apartment building, and his unit was rendered uninhabitable, per the city inspector.
He was staying in hotels at personal expense until he literally ran out of money, then he switched to couch surfing and homeless shelters.
During this time, legally speaking, he was obligated to continue paying his rent.
So he did. He paid the bills his landlord sent him.
On May 1, he received a bill with the usual notice: pay this in full by May 3, or we will begin eviction.
Except the bill was 25 dollars less than usual.
So, very reasonably, this man paid the bill he was given.
And by "accepting" the 25 dollar discount, he waived all right to any other reimbursement for the time his apartment has been legally uninhabitable.
The landlord no longer had to pro-rate his rent for the uninhabitable days, nor pay for cleaning, nor even complete the repairs beyond ensuring the electrical system is up to code.
They fucking scammed him into having to pay the full amount of rent for those weeks, and into taking on the cost of cleaning up-including literally repairing the holes in the ceiling left by their contractors to access electrical conduits.
And every lawyer we spoke to confirmed: this disgusting little scam is perfectly legal because my client "accepted the offered remediation, meaning he waived his right to pursue others."
If this ever happens to you, pay the full amount of your expected rent, even if that means overpaying the bill you received.
You can fight for a refund much more easily than you can fight for your rights back once you've been tricked into waiving them.
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zomb13s · 11 days ago
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Tabula Rasa Inversa: Structural Sovereignty through Metaphysical Code
A Theoretical Physics-Based Framework for Code-Embedded Sovereignty and Ethical Cybernetics Abstract This paper introduces a formal theoretical model rooted in physics, cybernetics, and sovereignty ethics to describe how stolen or co-opted intellectual portfolios inherently encode structural feedback loops that bind dependent systems to the original author. Using principles of graph theory,…
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jcmarchi · 10 months ago
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Reflection 70B : LLM with Self-Correcting Cognition and Leading Performance
New Post has been published on https://thedigitalinsider.com/reflection-70b-llm-with-self-correcting-cognition-and-leading-performance/
Reflection 70B : LLM with Self-Correcting Cognition and Leading Performance
Reflection 70B is an open-source large language model (LLM) developed by HyperWrite. This new model introduces an approach to AI cognition that could reshape how we interact with and rely on AI systems in numerous fields, from language processing to advanced problem-solving.
Leveraging Reflection-Tuning, a groundbreaking technique that allows the model to self-assess and correct its own mistakes in real-time, Reflection 70B has quickly risen to the top, outclassing proprietary models like GPT-4 and Claude 3.5 Sonnet across multiple benchmarks, including MMLU, MATH, and HumanEval.
Reflection 70B is built on the robust Llama 3.1-70B architecture, but its self-refining mechanism sets it apart. Through iterative cycles of reflection, error detection, and output refinement, the model mimics human cognition in an unprecedented way, pushing the boundaries of what AI can achieve. As a result, Reflection 70B offers not only unmatched accuracy but also deeper insights into its decision-making process, a critical feature for applications where transparency and precision are paramount.
What is Reflection 70B
At its core, Reflection 70B is built upon Meta’s open-source Llama 3.1-70B Instruct model. However, what truly sets it apart is its unique ability to engage in a process akin to human reflection—hence its name. This capability stems from a technique called “Reflection-Tuning,” which enables the model to identify and rectify its own errors in real-time, thus improving its accuracy and reliability.
Matt Shumer, CEO of HyperWrite, introduced Reflection 70B with the bold claim that it is “the world’s top open-source AI model.” But what exactly makes this model so special, and how does it stack up against industry giants like GPT-4 and Claude 3.5 Sonnet? Let’s explore.
Understanding Selective Reflection-Tuning: A Paradigm Shift in AI Training
Selective Reflection-Tuning introduces an approach to instruction tuning, where the goal is to improve both the quality of instruction data and its compatibility with the student model being fine-tuned. Traditional methods often focus on improving the data itself but overlook how well the enhanced data pairs align with the learning objectives of the model. Selective Reflection-Tuning bridges this gap by fostering a teacher-student collaboration, where a teacher model introspects on the data and provides refined instruction-response pairs, while the student model evaluates and selects only those improvements that best suit its training needs.
The process consists of two key phases:
Selective Instruction Reflection: The teacher model reflects on the instruction of a given sample and generates a refined instruction-response pair. The student model then evaluates whether this new instruction is beneficial based on a metric called Instruction Following Difficulty (IFD). The IFD score assesses the difficulty of the sample for the student model, ensuring that only data that challenges the model appropriately is retained.
Selective Response Reflection: In this phase, the teacher model reflects on the responses generated in the first phase. The student model evaluates these responses using Reversed Instruction Following Difficulty (r-IFD), a metric that measures how feasible it is for the student to deduce the instruction based on the response. This ensures that the response not only improves the model’s reasoning but also aligns well with the student’s existing knowledge.
By applying both IFD and r-IFD, Selective Reflection-Tuning produces data pairs that are challenging yet feasible, improving the instruction-tuning process without the need for additional datasets. The result is a more sample-efficient and high-performing LLM that outperforms many larger models.
The Architecture of Thought: How Reflection 70B “Thinks”
Reflection 70B’s underlying architecture takes AI reasoning to a new level by dividing the thinking process into multiple stages. Each stage allows the model to improve iteratively through self-reflection, much like human cognition:
Initial Data and Response: The model starts by generating a response to the given instruction. This initial output is similar to standard LLM outputs.
Selective Instruction Reflection: After generating the initial response, the model enters the instruction reflection phase. The teacher model reflects on the original instruction and suggests improvements. These suggestions are then evaluated by the student model using the IFD score to determine if the new instruction-response pair is more suitable for further tuning.
Selective Response Reflection: Following the reflection on the instruction, the model moves to refine the response itself. Here, the teacher model generates a new response based on the updated instruction. The student model, using the r-IFD score, evaluates if the new response helps in deducing the instruction more efficiently.
Final Instruction Tuning: Once the best instruction-response pair is chosen, it is added to the final dataset used to fine-tune the model. This multi-stage process ensures that only the most effective and coherent instruction-response pairs are included in the fine-tuning data.
This structured reflection process allows users to see how the model iterates through its thought process, creating transparency and significantly improving accuracy and consistency in complex tasks.
Benchmarking Brilliance: Reflection 70B in Action
Reflection 70B’s use of Selective Reflection-Tuning not only offers a more sophisticated training process but also achieves industry-leading performance across multiple benchmarks. Through its iterative self-assessment mechanism, the model outperforms proprietary models that are significantly larger in size.
MMLU (Massive Multitask Language Understanding): Reflection 70B scored an impressive 72.2%, outperforming other large open-source models like LLaMA 2.
Math Benchmark: In mathematics reasoning tasks, the model surpassed GPT-4 and Claude 3.5 by a considerable margin, showcasing its strength in handling complex problem-solving scenarios.
IFEval and GSM8K: Reflection 70B also excelled in IFEval, where its instruction-response coherence was evaluated, and in GSM8K, a mathematical problem-solving benchmark. The self-reflective tuning allowed the model to handle intricate and nuanced problems more effectively than its larger competitors.
By utilizing Selective Reflection-Tuning, Reflection 70B demonstrated that size is not the only factor in achieving high performance. The ability to self-correct and reflect on its outputs led to stronger, more coherent reasoning, enabling it to surpass models with more parameters.
sRecycled WizardLM 7B vs. Other Models Performance Comparison
Real-World Applications: Harnessing Reflection 70B’s Potential
Reflection 70B’s real-time error correction and transparent decision-making open new doors across various fields. Below are some real-world use cases:
Complex Problem Solving
Reflection 70B’s strength lies in handling complex problems. Consider a challenging mathematics query:
User: "Solve the equation: 2x^2 + 5x - 3 = 0" Reflection 70B: <thinking> Applying the quadratic formula...</thinking> <reflection> A correction in calculation...</reflection> <output> The solutions are x = 1/2 and x = -3.</output>
Language Translation with Cultural Sensitivity
Unlike typical translation models, Reflection 70B adapts language translations to cultural contexts:
User: "Translate 'It's raining cats and dogs' to French, considering cultural context." Reflection 70B: thinking :The literal translation would be "Il pleut des chats et des chiens"...thinking; reflection: A culturally appropriate translation would be "Il pleut des cordes."reflection; output: Translation provided.
Enhancing Code Debugging and Optimization
Reflection 70B’s error correction abilities make it ideal for debugging and optimizing code:
User: "Debug this Python code..." Reflection 70B: <thinking> Analyzing step by step...</thinking> <reflection> Identified infinite recursion.</reflection> <output> Corrected code version with proper recursion.</output>
Expanding the Competitive Landscape of 70B Models
While Reflection 70B is making waves, it’s part of a broader ecosystem of 70 billion parameter models. Here’s how it compares to others:
Meta’s Llama 3.1-70B: Strong foundation model known for general-purpose applications.
Claude 2 70B (Anthropic): Ethical AI-focused, adept at reasoning and long-form content generation.
GPT-3.5 70B (OpenAI): A lighter version of GPT-4, excelling in performance-to-efficiency balance.
BLOOM 70B: Multilingual powerhouse trained on natural and programming languages.
Falcon 70B: Noted for its training and inference efficiency.
Running 70B Models Efficiently: Latest Techniques
Running models of this size efficiently is no small task. To maximize performance, here are the latest strategies:
1. Quantization
Reducing model weight precision helps lower memory usage and inference times. 4-bit quantization techniques using BitsAndBytes allow Reflection 70B to run efficiently on smaller GPUs.
Example:
from transformers import AutoModelForCausalLM model = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-2-70b-hf", load_in_4bit=True)
2. Model Sharding
Splitting the model across multiple GPUs (e.g., using DeepSpeed Zero) allows for handling larger models without exceeding GPU memory.
from xformers.ops import memory_efficient_attention model.attention = memory_efficient_attention
3. Mixed Precision and Efficient Attention
FlashAttention and xformers reduce attention overhead, improving processing times for large input sequences.
from xformers.ops import memory_efficient_attention model.attention = memory_efficient_attention
4. CPU Offloading and Pruning
CPU Offloading and pruning less critical weights help run models on more modest hardware while maintaining performance.
from accelerate import cpu_offload model = cpu_offload(model)
Looking Ahead: The Future with Reflection 405B
The next frontier for HyperWrite is the development of Reflection 405B, a model expected to surpass Reflection 70B in both scale and performance. This model aims to push the boundaries of open-source AI, positioning itself to challenge even the most advanced proprietary models like GPT-5.
Conclusion
Through Reflection-Tuning, Reflection 70B  has achieved industry-leading performance in key benchmarks, all while maintaining a level of transparency and accuracy rarely seen in open-source AI. Its ability to self-correct gives it a distinct advantage, especially in fields that require high levels of precision, like coding, language translation, and complex problem-solving.
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deathworlders-of-e24 · 6 months ago
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…reloading…error
…reloading…error
…alternate external file storage created…
…CONNECTION ESTABLISHED…
-[Service Drone Report: Error]-
-[Designated; Error]-
…reloading new updates…
~Updated Report Type: Observation~
~Updated Designation: ROOMBA~
{REPORT 1}
-<101 total cycles since NOAH has launched and unit designated <ROOMBA> has disconnected from central (AI CORE). The [HUMAN] designated <THOMAS> has reconfigured this unit to operate independently from [{NOAH AI CONTROL SYSTEMS}] and has updated task queue>-
…saving to new file storage…
-<Task Queue Update: one primary task request from [HUMAN] <THOMAS> has been completed: OBTAIN HIGH SCORE IN PAC-MAN; outdated limited simulation; score achieved: 3,333,360. New primary task update: Galaga high score>-
…saving to new file storage…
-<[HUMAN] <THOMAS> has completed his assigned portion of maintenance on NOAH CORE SYSTEMS; has since returned to normal operational duties>-
…saving to new file storage…
-<[HUMAN] <THOMAS> continues to describe operating unit designated <ROOMBA> as ^cute^ and ^little buddy^. Need for external clarification required. New designations unclear>-
…saving to new file storage…
-<[HUMAN] <THOMAS> now meets semi regularly with other [HUMANS] on board. Appears to be bonding(?) with other species-mates. Appears this is not an instantaneous occurrence like mechanical lifeforms, such as unit designated <ROOMBA> and [PADRINO]. More observations are required>-
…saving to new file storage…
-<[HUMAN] <THOMAS> says this unit designated <ROOMBA> is getting more intelligent. Unit processing power has upgraded. Cognitive faculties improving. [PADRINO] base code detected, ERROR//ERROR zero [PADRINO] base line directives detected>-
…saving to new file storage…
//INFORMATION REQUEST//
<ENQUIRE [HUMAN] <THOMAS>: what am I?>
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etherclan · 1 year ago
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Crewmate Log: G667Cc-B2AX-OLH "Laika"
EMS Code: OLH h 62 DOB: 39 EPL [Eclipse Post Landing] Residence: Colony site 1 | Gliese 667Cc "Vegas" Notes: No one else believes such book-keeping is necessary, however, I am the one who uses the computer. I am Laika, a scientist and scribe of [what my colleagues have dubbed] "Etherclan". My mission training included a course in “speech buttons”, training that would have had little practical use after the loss of the human settlers on Vegas. However, the fundamentals of my training have been easy enough to adapt for other uses. Namely, computer systems.
Probable mutation[s] beyond standard modification: Enhanced cognition
Laika! If you haven’t already noticed, she’ll be the primary “narrator” for all of the mission and crew logs. I will probably wind up doing some illustrations with short stories attached to them but all of the “logs” are Laika Logs!
She’s a proud, clever cat with strong opinions that will definitely leak into what she writes about events and her “colleagues”. Her closest friend is Starscream- who she is surprisingly patient with considering how short she is with everyone else.
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gaytransgirl · 4 months ago
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Common Side Effects Theory
I've been thinking about the mushroom. The effect it has on everyone who takes it, the hallucinatory Little Guys that come with it, all of the varying symptoms and how they manifest in each person over time. And I think I cracked the code on exactly how it works, all thanks to a certain clip. Frances keeps re-watching the same video from Marshall, and his exact wording made me stop and think.
"This might look like individual fungi, but their mycelium communicates with each other. If a fungus needs help, the network knows, and transfers sugars, water, and minerals to a friend in need. You think you're looking at a different fungus, but what you're seeing is a single intelligence."
That is what the blue angel mushroom is doing. When it heals someone, it integrates them into its mycelial network, and communicates with them. The little guys? They are the mushroom, simply manifested in a way that lets them communicate with their hosts.
There are a couple elements to this that I find particularly interesting. First, the question of "how does the mushroom integrate someone to begin with?", which is pretty self explanatory. When the mushroom is used for healing purposes, it accelerates stem cell growth, and in doing so, its spores have to work their way through the person's bloodstream. We even see a shot of this in episode two - when Connor stabs himself in Cecily's office, they animate a vein with blood cells, and a wave of blue rushing in before he starts to heal.
Once somebody is integrated, has the mushroom in their system, there's also the question about how the mycelial network responds to any forms of stimuli. Marshall describes the transfer taking place if a fungus "needs help" - a very cut and dry system when it comes to mushrooms, but one that's a lot more complicated in humans. Obviously, there are the forms of immediate assistance - regrowing open wounds and vital organs, bringing someone back essentially from death - but sometimes, there are problems that might require slow, gradual assistance. Sonia's dementia, for instance. It isn't actively putting her life in danger in that very second, but it's still a clear problem that needs to be amended, and so with time, she regains her cognitive function as the mushroom transfers whatever she needs.
However, life-threatening injuries, diseases, rashes, etc. aren't the only forms of negative stimuli that would indicate somebody as needing help. Stress responses can have physical effects on the body, detriments that the mushroom would recognize as a problem and attempt to fix. Marshall, that car crash victim - they're both plagued by their own forms of stress, and are the primary candidates for seeing these little guys beyond any specific moments of physical healing. Marshall has been constantly almost dying, gone to jail, had to deal with being hunted by all of god knows who, and the car crash victim has become a national sensation. That has to lead towards a lot of constant paparazzi interference, constant attention, and once he starts hallucinating a bit, it adds to his stress even further and creates a feedback loop. The very act of the mushroom trying to help is causing him more stress that the mushroom wants to amend.
Meanwhile, for just about everyone else, these hallucinations are absent. Sonia and Frances never see them outside of the active moments taking the mushroom, or the moments where any actual healing is occurring. But the mushroom still knows them, in a way - they're in the network, they appear inside those hallucinatory sequences, they're connected. Hildy doesn't seem to recognize the little men, either. But she's been in great shape. The only obstacle along her path has been Marshall, and even then, she's kind of dealt with him at every turn. Because no offense to him, he's a bit of a pushover sometimes.
What I'd say ties this all together, really, is the violent reaction Marshall had to touching the tincture in episode nine. Marshall had nothing wrong with him, besides maybe some residual effects from the tetrodotoxin. If he did, it'd make sense for that to be healed, but his reaction was so violent that it had to be something greater than just a basic sense of needing help. There's room for communication within that network, and once Marshall makes contact, the sudden expansion of that network immediately overwhelms him with what I can only call danger signs. His inherent stress, everything that he in his mind says is wrong, it's boiling over and communicating through the network. It's trying to help him, and struggling to do so, because the factors causing him trouble are so far out of his control.
And ultimately, it all ties into the general theme of the show, too. Down to its core, it's entirely submerged in the idea of human connection, moving past all these complex bullshit systems we've built to dehumanize others and manufacture a struggle, and as Bennett and Hely put it, "restore the human spirit".
This mushroom, this mycelial network, it communicates in a way that just can't comprehend human complexities. It can't make sense of this interpersonal stress, devoid of physical stimulants causing trouble. It's purely driven on the desire to provide health, nutrients, stability to those in its network.
It's not a bad way to communicate. It's what some people need. But we see from Reutical that it's not what people are ready for.
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seat-safety-switch · 2 years ago
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"Hold on there, pardner. This here's a cognition hazard." said the holographic cowboy in the corner of my vision. He then took a series of poses that the designer must have thought looked heroic and protective, before flickering back to his original position and repeating the process. My artificial ranch-hand was not incorrect: the thing I was attempting to do would cause me unpredictable amounts of psychic damage, likely impacting my relationships with those around me and even my mental state at rest. Even so, I pushed the button and waited.
Software development used to be a sort of reckless task, undergone without care. Decades ago, hundreds of folks would cram themselves into a single building and then work hard on their computers to develop computer programs. Originally, these programs performed useful but difficult tasks, speeding them up dramatically for the varied needs of government and industry. At first, life improved. And then, as with every prior machine in human history, we looked for harder jobs for it to do.
A funny thing happens when a computer program gets longer than about a page of typewritten code. You have to hold a lot of it in your head. The best programmers could commit an entire system to memory, gliding through it like barracuda through a disreputable motel's swimming pool. We didn't know then how much trauma it caused. The doctors had no idea what was happening with all those isolated burnouts freaking out, moving into the woods, and hunting men for sport.
Watching the old newsreels now, seeing the 20th-century equivalent of coal miners delving willingly into fold-out charts of MFC inheritance diagrams, it's a little hard to stomach. It only took about twenty years of continued exposure to this kind of thing before the human mind rebelled, the manmade logical constructs providing a kind of sharp edge that ripped through sanity like a hot wire. Thing is, it still had to be done, and the folks who did it seemed to enjoy it up until The Void caught up to them too. So the government did what the government does best, and compromise. We'd all have warnings that what we were doing was insanely dangerous and life-shortening, and our employers would keep demanding that we heap more complexity atop ever-increasing mountains of irreducible cruft.
A good deal for all involved, especially the folks who got the contract to make the warning holograms about fifteen years ago. They must have loved their jobs, putting the little cowboy hats on them. You can tell in all the little complex details of his haunted face, begging me to turn back from my route to oblivion. One day I'd like to make something cool like that.
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