#AI-Based Machine Monitoring
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thirdeye-ai · 9 months ago
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AI-Based Machine Monitoring Systems: Use Cases, Trends, Challenges, and Benefits
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In recent years, Artificial Intelligence (AI) has become a cornerstone of Industry 4.0, enabling smarter, more efficient operations across industries. One of the most promising applications is AI-based machine monitoring systems. These systems leverage advanced algorithms and real-time data analysis to optimize equipment performance, predict failures, and improve operational efficiency. In this blog, we explore the use cases, trends, challenges, and benefits of AI-driven machine monitoring systems.
What is AI-Based Machine Monitoring?
AI-based machine monitoring refers to the use of artificial intelligence and machine learning technologies to oversee and assess the performance of industrial equipment in real time. Traditional monitoring systems often rely on manual data collection and rule-based automation. AI-based systems, however, harness vast amounts of data from sensors, controllers, and other industrial components to make predictive and autonomous decisions.
With these systems, businesses can identify issues before they cause downtime, reduce human errors, and enhance productivity. The technology typically uses predictive analytics, anomaly detection, and real-time monitoring, providing insights that can preempt costly breakdowns or inefficiencies.
Use Cases of AI-Based Machine Monitoring Systems
Predictive Maintenance One of the most common applications of AI-based monitoring is predictive maintenance. AI systems analyze data from machinery sensors, such as temperature, vibration, and pressure, to predict when equipment will likely fail. This allows maintenance teams to service the machines before breakdowns occur, reducing unplanned downtime and extending the equipment’s life cycle.
Quality Control AI can monitor production quality by analyzing data from various stages of the manufacturing process. It can detect defects or deviations in real-time, improving product consistency and reducing waste. AI systems can automatically adjust machine parameters to ensure quality standards are maintained.
Energy Efficiency Optimization AI-driven monitoring systems can track and analyze energy consumption patterns across machines, helping to identify inefficiencies. By optimizing machine performance and reducing energy waste, these systems contribute to significant cost savings and more sustainable operations.
Supply Chain Management Machine monitoring systems can be integrated into supply chain management to improve scheduling, inventory management, and demand forecasting. AI can analyze machine performance data to predict delays or bottlenecks, allowing businesses to adapt their supply chains accordingly.
Remote Monitoring In industries like oil and gas, AI-based machine monitoring enables remote tracking of equipment performance. It can be especially useful for monitoring machinery in geographically remote or hazardous environments, reducing the need for on-site personnel and increasing operational safety.
Trends in AI-Based Machine Monitoring
Edge Computing Edge computing, where data processing occurs at or near the data source, is becoming increasingly common in AI-based machine monitoring. This reduces latency and allows for real-time decision-making, even when connected to cloud-based analytics.
Integration with IoT AI systems is often integrated with the Internet of Things (IoT), enabling seamless data collection from various devices and sensors. The fusion of AI and IoT accelerates data-driven decision-making, making industrial operations smarter and more interconnected.
Adoption of Digital Twins Digital twins — virtual replicas of physical systems — are becoming a significant trend. AI monitors the digital twin to simulate different operational conditions and predict how the real machine will perform under various scenarios, further enhancing predictive maintenance and optimization.
AI in Small and Medium Enterprises (SMEs) While AI adoption in machine monitoring was once reserved for large industries, SMEs are now increasingly adopting these technologies due to decreasing costs and easier implementation. This democratization is driving the expansion of AI-based monitoring across sectors.
Challenges of AI-Based Machine Monitoring
Data Quality and Availability AI algorithms rely heavily on high-quality, clean data. If the data is incomplete, noisy, or inconsistent, it can lead to inaccurate predictions and decisions. Ensuring a continuous stream of reliable data can be challenging, especially in older industries with legacy systems.
Implementation Costs The initial setup of AI-based monitoring systems, including hardware, software, and training, can be expensive. For small companies, the cost can be a significant barrier to entry. However, as the technology matures, costs are expected to decrease over time.
Integration with Legacy Systems Many industries still rely on legacy systems that were not designed for AI or real-time data integration. Retrofitting these systems can be complex, time-consuming, and costly, requiring specialized expertise.
Workforce Training AI-based monitoring requires new skill sets, such as data analytics, AI model management, and machine learning operations. Employees need to be trained to work effectively with these systems, which can be a time-consuming and resource-intensive process.
Benefits of AI-Based Machine Monitoring Systems
Reduced Downtime Predictive maintenance helps prevent unexpected equipment failures, significantly reducing downtime. This not only improves productivity but also enhances overall operational efficiency.
Cost Savings By identifying inefficiencies and optimizing machine performance, AI-based monitoring reduces energy consumption and maintenance costs. Predictive maintenance also minimizes the need for emergency repairs, saving on labor and parts.
Enhanced Decision-Making AI provides actionable insights from vast amounts of data that would be impossible for humans to process manually. These insights help organizations make data-driven decisions, improving operational planning and execution.
Improved Safety AI-based systems can detect potential safety hazards in machinery before they escalate, protecting workers and preventing accidents. Remote monitoring capabilities further reduce the need for human presence in dangerous environments.
Conclusion
AI-based machine monitoring systems represent a transformative technology that enhances operational efficiency, reduces costs, and improves safety across industries. While challenges such as data quality and implementation costs exist, the long-term benefits, including predictive maintenance, energy optimization, and quality control, make AI-driven machine monitoring a valuable investment for businesses looking to stay competitive in the era of Industry 4.0. As the technology evolves, the barriers to entry will lower, making it more accessible to industries of all sizes.
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saintobio · 2 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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ciphillan · 1 year ago
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He's gonna monologue about how much he dislikes you or smth
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I think being tortured and killed and revived again and again by a sadistic omnipotent AI for 109 years would fix me.
[Reblogs >>> Likes] ⚠️PLEASE DO NOT REPOST⚠️
Insane ramblings under the cut:
If harlan ellison didn't want us to fuck the incel war machine he wouldn't have written lines like "he was God as Daddy the Deranged" and "the machine masturbated and we had to take it or die". What else did he mean by this
I have no time and I must draw. I read ihnmaims last year when I started post-grad and instantly got AM brainrot. I binged every single piece of ihnmaims media within the next few days. The Hate and radio monologues live rentfree in my brain
I'm also not sure if I wanted the person he's got under bondage to be Ted or a self-insert. Feel free to imagine it as yourselves, AM fuckers
Btw I'm surprised how BIG ihnmaims nation is on tumblr! There's been a boom recently so HIIIII PLEASE TALK TO ME ABOUT THE AI WITH THE INSATIABLE BLOODLUST AND THE HOT VOICE
This is very different from my usual stuff bc I hate drawing straight lines and mostly draw humans. But I just wanna contribute something to ihnmaims tumblr SO BAD I wanna puke, yall are so talented and creative!! I don't have a solid AM design, I can barely draw machines and cables so this is all you get! A weird claw hand, somewhat of a 'spine' along the cables behind his monitor, an eye in his logo to stare at you as he ties you up, questionable cable placement etc etc
..was anyone gonna tell me amazing digital circus is based on ihnmaims. is pomni their ted
Cough cough AIDAN from the Illuminae files by Amie Kaufman and Jay Kristoff was my evil AI lover awakening
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txttletale · 1 year ago
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NOT asking this as a gotcha, I'm 100% sincere, can you point to pieces of AI art that you feel are interesting uses of the medium? Because I'm not philosophically opposed to it, but at the same time I've never seen anything that wasn't naked bandwagon shilling by the same people who pushed NFTs
sure! i think a classic of the medium is secret horses
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(i sadly don't know who made it, but i've seen it around and fallen in love). this is everything AI art should be, imo, taking advantage of the liminal dreamlike quality of the medium and using titling and framing to say something about the piece that wouldn't exist if it was presented on its own. secret horses...
my favourite band, everything everything, released an album last year that made use of AI generation, both for the album's art and for small portions of the lyrics (interestingly, they've refused to say which lyrics are AI written and which are human written, which adds another layer of intrigue to me -- the only lyric that they've confirmed is AI generated is the title of 'software greatman', which forms the haunting, powerful chorus of the song that gets deconstructed into electronic incoherence. other highlights include the album art, part burning skyscape, part incomprehensible machine. what is the machine? is it a camera? a monitor? a train? does it matter?
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and finally from this album cycle i adore the hallucinogenic exuberance of their video for i want a love like this:
youtube
in terms of dedicated artists working primarily within the AI medium, i'm a huge fan of @reachartwork, a really innovative artist who keeps blowing me away with evocative and interesting pieces and pioneer in ethical and cooperative AI art techniques. i'm an especially big fan of their grotesque and uncomfortable 'tooth machine' series:
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as well as their desolate, bleak, alien landscapes:
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(hole in the sky / river lethe )
and their project, the @infiniteartmachine, a model that produces art based upon algorithmically generated prompots -- effectively a long-term art piece.
finally, i'm a very very big fan of @roborosewater-masters, a bot that makes AI-created magic the gathering cards. this might not parse as 'art' to some people, or be interesting to analyze as such, but to me, someone obsessed with games and game studies, i think that the mix of synctactically correct magic the gathering rules text and abrupt non sequitur makes for really striking and funny pieces that prompt me to think about what the limits of games and gaming are
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these are just the artists and pieces i can name off the top of my head, but i hope that they're representative of what generative art has to offer when it's not being done by grifters chasing the lowest common denominator.
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mawofthemagnetar · 9 months ago
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Charbroiled Basilisk
“Run that by me one more time,” Cleo said, rubbing their temples, “You…what?”
“We accidentally made an AI.” Mumbo said sheepishly, “And it says it’s made copies of all of you, besides me and Doc, and is torturing all your copies in the worst ways imaginable. For um. Eternity?” 
Cleo stared at the box Mumbo was talking about. It was a rectangular PC case with a monitor perched on top, a monitor that was showing a pair of angry red eyes. The eyes looked between Mumbo, and Doc, and then back to her. 
The box, Cleo noted, was plugged into the wall. 
“Uh,” Jevin said, tilting his head with a slosh, “So like, far be it from me to tell you guys how to do your jobs. But like, why? Why did you make a machine that did that?” 
“We didn’t!” Doc threw his hands up, “We made the AI to help us design things. I just- we wanted a redstone helper.”
“And then it got really smart really quickly.” Mumbo said awkwardly, twiddling his moustache nervously, “It says it’s perfectly benevolent and only wants to help!”
“Uh-huh.” Cleo said, “‘Benevolent’, is it?” 
“Well, yeah. It’s been spitting out designs for new farms I couldn’t even imagine.” Mumbo said, pointing at the machine. The evil red eyes faded away, and it suddenly showed an image of a farm of some kind, rotating in place. It was spitting out a constant stream of XP onto a waiting player, who looked very happy. 
A nearby printer started to grind and wheeze, Cleo’s eyes following a cable plugged into the box all the way to the emerging paper. Doc fished out the printout, and hummed consideringly. 
“Interesting. Never considered a guardian-based approach to one of these…”
“Doc.” Cleo said, “What was that about this thing torturing copies of us for all eternity?”
 “Oh, uh, that,” Doc said, “Um. The machine says it’s benevolent and only wants what’s best for us, which is why it’s decided that your copies need to suffer an eternity of torment. For um. Not helping in its creation, and slowing down the time it took for this thing to exist?” 
Cleo stared at the box. 
“...So, there’s a fragment of me swirling around in there in abject agony?” Cleo mused, and Jevin hissed some gas out of a hole in his slime in exasperation. 
“Like, I’m no philosopher,” Jevin said, “But that doesn’t sound particularly “benevolent” to me. Like, my idea of a benevolent helper-guy is…honestly, probably Joe. Helps with no thought of reward and doesn’t, uh, want to send me into the freaking torment nexus? Why would something benevolent want to send us to super-hell? I didn’t do anything wrong!”
“Fair point. I knew you were making this stupid thing, but. This is just dumb.” Cleo groaned. 
“Man, I need a drink,” Jevin said, pulling a bottle of motor oil out of his inventory and popping the top. Jevin shoved the bottle into the slime of his other hand and let the viscous yellow fluid pour into his slime, slowly turning green as it met with the blue. 
“Yeah, I’ll second that. So…to recap, you two decided to build a thing. The thing declared it was a benevolent helper to playerkind, then immediately decided it was also going to moonlight as the new Satan of our own personal digital Hell? Have I got all that correct?” Cleo sighed, and Mumbo and Doc nodded sheepishly. 
“Cool. I mean, not cool, but. Cool.” Jevin sighed. 
“Now, hold on,” Cleo said, “because. How do we know your magic evil box is even telling the truth?” 
“Uh…because it told us so?” Mumbo offered weakly. 
“Yeah, but… Hang on.” Cleo sighed, tapping a message into their comm. 
<ZombieCleo> Cub, how much data storage would it take to store and render a single player’s brain or brain equivalent?
<cubfan135> probably like a petabyte or more
<cubfan135> why
<ZombieCleo> don’t ask
<cubfan135> i see 
<cubfan135> what did doc do this time?
<ZombieCleo> You don’t want to know.
“So, let’s say it’s a petabyte per player,” Cleo mused, looking up from their comm, “So that’s…twenty-six petabytes to render all of us, minus you two, of course.” 
The red eyes were staring at her angrily. 
“Did you guys give your evil box twenty-six petabytes of data storage, by chance?” 
“Um, no? I don’t think so, anyway…” Mumbo said awkwardly, scratching his head. 
“So, odds are, if this thing IS being truthful, then all it’s torturing are a bunch of sock puppet hermits.” Cleo said, gesturing at the computer, “It doesn’t have the data storage, let alone processing power.”
“If that,” Jevin countered, “that thing’s probably got, what, ten terabytes? Optimistically? Dude, it’s probably just sticking pins in a jello cube instead of actually torturing, you know, me.” 
 “And another thing!” Cleo said, “Even assuming you DID give your stupid box enough data storage for all of us, how the hell did it get our player data to start with?” 
“Yeah!” Jevin countered, “It would have had to either get us to submit to a brain scan- which, why would you ever do that if it’s gonna use the scan to torture you? Or like, since I don’t have a brain, find some way to steal our player data. And I feel like Hypno or X or someone would have noticed?” 
“Uh…” Doc scratched his head, “I don’t know.” 
“You reckon it’s lying, mate?” Mumbo asked, and Doc nodded. 
“Probably yeah. So…We can just…ignore it?” 
“Oh no,” Cleo said, shaking their head, “We’re not ignoring anything.” 
“We’re not?” Mumbo asked. 
“Nope!” Cleo said, “We’re not ignoring a damn thing. Because…” 
She and Jevin locked eyes. 
“-Because if there’s even the SLIGHTEST CHANCE that this thing’s locked me and you in a phone booth together for like, three days, then…well. Then it pays.” Jevin nodded with a slop of slime. 
Cleo marched over and grabbed the plug, yanking it out of the wall. The screen momentarily showed a bright red ! and then flashed to a dead black. She picked up the whole unit and walked over to Jevin, who’d punched a one-block hole in the floor and filled it with lava. 
Cleo threw the computer inside, and all four hermits watched as it fizzled away to nothing. 
“And that,” Cleo said, “is how you roast a basilisk.”
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spectral-phases · 1 month ago
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In Defense of Superman's reaction to Superboy the clone
So I keep seeing people say "Clark reacted poorly to having a clone" or "Clark treated Conner poorly" or whatever. I know a lot of this comes from the animated properties, the Young Justice animated series in particular, or the New 52 where Scott Lobdell the king of turning everything to ash in the New 52 made Kon-El mean "abomination in the house of El" and like. I get it.
But I reject these writing decisions and stick very firmly by Post-Crisis. Because you know what? I'm tired of these takes on making Clark "Superman" Kent "more human" by taking away his compassion and love of humanity. He's capable of being petty and bitchy, as we'll see, but the most human thing about him is how much he loves and cares for people.
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(Superman 1987 #81)
So anyway, the story starts with Superman being killed by Doomsday. Something like a month later, the power vaccuum of Superman being dead has opened up the chance for three new "Supermen" to come onto the scene: Cyborg Superman (half-man, half-machine), Man of Steel (man in an iron suit), and the "Last Son of Krypton" (A Kryptonian AI called the Eradicator who has a body based off of Superman's DNA). Things happen, and Cyborg Superman turns out to be evil, nukes Coast City (which will eventually cause Hal to "go evil" and die) and is working with Mongul to turn Earth into a new War World by destroying cities and replacing them with giant engines. Got all that? Good. It's only getting crazier from here.
Superboy enters the scene around the time as the other Supermen, proclaiming himself as a clone of Superman (and he wants to be called Superman, not Superboy, but I need the names to be less confusing for this post) and Cyborg Superman pretends to be working with Superboy only to capture him to try and use him for spare parts for the half living body he has.
The Eradicator brought Superman's body to the Fortress of Solitude for reasons and Superman got better (from dying? Yes. Ask no questions, for I have no answers) and has been unconscious and hearing about the events going on from reports in the Fortress. Unfortunately Superman's not doing too hot, no powers because he has no sun energy left after coming back to life.
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By the time he's able to get back to Metropolsis, Superboy's broken himself free and is trying to get help stopping Cyborg Superman who everyone (except Lois Lane and Man of Steel) believe is a good guy trying to stop the Last Son of Krypton, who Cyborg Superman is pinning the destruction of Coast City on.
And this is where Superman meets Superboy, knowing that Superboy is the one claiming to be his clone, and starts acting weird to Superboy, right? Especially since he's the third of the new "Supermen" to have been using his DNA to try and replace him (Other 2 being Cyborg Superman and Last Son of Krypton). Like I'm sure that in these circumstances, being mostly dead, having no idea how he's not dead, finding out he's got three clones and one of them is trying to destroy the Earth and it's been so confusing that even Lois is rejecting him, it'd be understandable if he was rude to Superboy of the bat...
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(Superman 1987 #81)
Oh. Uh. No. Superboy warns them that they're planning to destroy Metropolois next. Superman talks to Lois and then immediately goes off with Superboy and Man of Steel to stop Cyborg Superman and there must be some snide remarks along the way, especially with Superboy making non-stop jokes and pop-culture references...
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(Adventures of Superman 1987 #504)
Okay. No to that too. Maybe something later after they've infiltrated the base, and nearly get burned to death by the launch of the nuke that's going to destroy Metropolis?
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(Adventures of Superman 1987 #504)
Oh. No. Just worried about him not having made it to safety in time. Superboy jumped onto the missile and Superman sees that on a monitor and decides that he's going to have to leave stopping the missile to Superboy so that he and Man of Steel can stop Cyborg Superman and Mongul. I'm sure he says something off about Superboy being able to stop the missile, being that Clark hates being cloned so much and has such a bad knee jerk reaction...
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(Action Comics 1938 #691)
(Give Clark a break for having trouble calling Conner Superman, since Clark's Superman and is still getting over mostly dead. Thank you.)
Anyway, maybe he's really just a mission focused guy and won't be rude while they're fighting a common enemy? Even if he hates clones so much?
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(Superman 1987 #82)
Oh, well. I mean. That's just the Eradicator, who tried to kill Superman before he developed a human heart and understood why Superman loved the Earth, so obviously there's the pre-existing bad blood causing him to react so poorly to Eradicator. Obviously, he's going to stop playing nice with Superboy when the threat is dealt with...
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(Superman 1987 #82)
Oh. Hm. Maybe he just needs a couple of weeks to process dying and coming back and the fact that he was cloned without his consent, and he'll treat Superboy poorly the next time they meet...
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(Adventures of Superman 1987 #506)
Uh....
Anyway, context for those pages is that Superboy was just attacked by Cadmus Payback DN Aliens, and Superboy thinks Cadmus wants to destroy him since Superman's back and his only friend (Superboy is only 7 weeks old, at best) just left the city and he's having a crisis. The first one is after Superman saves Superboy from the Paybacks and Superboy throws them away with his powers that he doesn't understand, sending him spiraling even further.
Afterwards, Superboy has gone on a live interview exposing Cadmus and they send an agent to try and bring him in, and Superman comes in, saying that maybe they should go to Cadmus and Superboy freaks out and thinks Superman wants him dead.
Please take note of the Cadmus guy saying "I can't promise that" about Cadmus not hurting or taking Superboy in, and Superman's like "bitch, was I asking you? They're not going to touch him because I'm going to be there and protecting him."
Yeah. Superman's being really shitty to this poor kid fresh out of the cloning tank who is very confused and very scared and has expressed concern over powers he doesn't really understand multiple times around Superman. Yeah. That's totally what's happening. I'm sure he's just using Superboy to get information and won't actually be the first one stand up for the kid if Cadmus threatens Superboy...
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(Adventures of Superman 1987 #506)
Well. Anyway. There's this thing where three-week old clone boy was taken advantage of and convinced to copyright the Superman name and logo for some guy looking to make a lot of money, and I'm sure Superman's just trying to butter up Superboy to get the rights to his name and family symbol back, and won't offer him any olive branches....
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(Adventures of Superman 1987 #506)
Superboy doesn't react too well because, you know, he's....5-7 weeks old with the mind of a 16 year-old boy. He's had a very trying month and a half of being alive. But I'm sure after that rejection, that when Superboy flies off Superman won't want to have anything to do with the kid, no matter how quickly he comes around to the name...
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(Adventures of Superman 1987 #506)
Ah, yes. Well, now that they've parted ways, and Superboy has left Metropolis to have his own life, Superman will never want to talk to or see the kid again and certainly won't be the first person to think that, gee, maybe this kid needs an actual name and go out of his way to find Superboy, bring him to the Fortress of Solitude, show him Kryptonian history, and offer him a place in the El family, or anything like that....
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(Superboy 1994 #59)
Where was Clark when Conner having a terrible time and feeling down in the dumps about being stuck looking 16 forever and never growing up? Oh, he was right there, talking to Conner.
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(Superboy 1994 #41) (Don't ask me why Superman is a fucking Tron-smurf, that's not the point right now and there's only so much comics bullshit I can deal with at one time before I implode)
...Sorry. Where did Clark treat Conner poorly again? Where was Conner begging Clark to take him in and raise him and Clark refused?
Oh, sorry, was it in a comic from later on where Kon-El is suddenly in his childhood home out of the blue after having a traumatic experience and just wanting to see his parents to process it and ends with Clark openly accepting Kon in his family home in the same issue? A one-issue resolved conflict?
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(Superman 1987 #155)
And afterwards when Kon-El is having concerns about being in the right world again and being trusted by Kal-El, what does Clark do again? Tell him to buzz off and go away?
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(Superboy 1994 #70)
Like, obviously, he's not perfect in his handling of Conner, and there's points we can criticize him on (asking the clone kid to help you spy on his only home after showing him how Krypton was destroyed because of clones comes to mind), but like...it's a weird situation, man. He meets Conner after having died and is trying to sort himself out and is also trying to keep just one part of his life secret and private, and he's not perfect. I think it's just...weird to stretch that out to Clark hating Conner for being a clone and not thinking of him as family when he so clearly does, but fumbles it a little bit.
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mostlysignssomeportents · 11 months ago
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The reverse-centaur apocalypse is upon us
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I'm coming to DEFCON! On Aug 9, I'm emceeing the EFF POKER TOURNAMENT (noon at the Horseshoe Poker Room), and appearing on the BRICKED AND ABANDONED panel (5PM, LVCC - L1 - HW1–11–01). On Aug 10, I'm giving a keynote called "DISENSHITTIFY OR DIE! How hackers can seize the means of computation and build a new, good internet that is hardened against our asshole bosses' insatiable horniness for enshittification" (noon, LVCC - L1 - HW1–11–01).
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In thinking about the relationship between tech and labor, one of the most useful conceptual frameworks is "centaurs" vs "reverse-centaurs":
https://pluralistic.net/2022/04/17/revenge-of-the-chickenized-reverse-centaurs/
A centaur is someone whose work is supercharged by automation: you are a human head atop the tireless body of a machine that lets you get more done than you could ever do on your own.
A reverse-centaur is someone who is harnessed to the machine, reduced to a mere peripheral for a cruelly tireless robotic overlord that directs you to do the work that it can't, at a robotic pace, until your body and mind are smashed.
Bosses love being centaurs. While workplace monitoring is as old as Taylorism – the "scientific management" of the previous century that saw labcoated frauds dictating the fine movements of working people in a kabuki of "efficiency" – the lockdowns saw an explosion of bossware, the digital tools that let bosses monitor employees to a degree and at a scale that far outstrips the capacity of any unassisted human being.
Armed with bossware, your boss becomes a centaur, able to monitor you down to your keystrokes, the movements of your eyes, even the ambient sound around you. It was this technology that transformed "work from home" into "live at work." But bossware doesn't just let your boss spy on you – it lets your boss control you. \
It turns you into a reverse-centaur.
"Data At Work" is a research project from Cracked Labs that dives deep into the use of surveillance and control technology in a variety of workplaces – including workers' own cars and homes:
https://crackedlabs.org/en/data-work
It consists of a series of papers that take deep dives into different vendors' bossware products, exploring how they are advertised, how they are used, and (crucially) how they make workers feel. There are also sections on how these interact with EU labor laws (the project is underwritten by the Austrian Arbeiterkammer), with the occasional aside about how weak US labor laws are.
The latest report in the series comes from Wolfie Christl, digging into Microsoft's "Dynamics 365," a suite of mobile apps designed to exert control over "field workers" – repair technicians, security guards, cleaners, and home help for ill, elderly and disabled people:
https://crackedlabs.org/dl/CrackedLabs_Christl_MobileWork.pdf
It's…not good. Microsoft advises its customers to use its products to track workers' location every "60 to 300 seconds." Workers are given tasks broken down into subtasks, each with its own expected time to completion. Workers are expected to use the app every time they arrive at a site, begin or complete a task or subtask, or start or end a break.
For bosses, all of this turns into a dashboard that shows how each worker is performing from instant to instant, whether they are meeting time targets, and whether they are spending more time on a task than the client's billing rate will pay for. Each work order has a clock showing elapsed seconds since it was issued.
For workers, the system generates new schedules with new work orders all day long, refreshing your work schedule as frequently as twice per hour. Bosses can flag workers as available for jobs that fall outside their territories and/or working hours, and the system will assign workers to jobs that require them to work in their off hours and travel long distances to do so.
Each task and subtask has a target time based on "AI" predictions. These are classic examples of Goodhart's Law: "any metric eventually becomes a target." The average time that workers take becomes the maximum time that a worker is allowed to take. Some jobs are easy, and can be completed in less time than assigned. When this happens, the average time to do a job shrinks, and the time allotted for normal (or difficult) jobs contracts.
Bosses get stack-ranks of workers showing which workers closed the most tickets, worked the fastest, spent the least time idle between jobs, and, of course, whether the client gave them five stars. Workers know it, creating an impossible bind: to do the job well, in a friendly fashion, the worker has to take time to talk with the client, understand their needs, and do the job. Anything less will generate unfavorable reports from clients. But doing this will blow through time quotas, which produces bad reports from the bossware. Heads you lose, tails the boss wins.
Predictably, Microsoft has shoveled "AI" into every corner of this product. Bosses don't just get charts showing them which workers are "underperforming" – they also get summaries of all the narrative aspects of the workers' reports (e.g. "My client was in severe pain so I took extra time to make her comfortable before leaving"), filled with the usual hallucinations and other botshit.
No boss could exert this kind of fine-grained, soul-destroying control over any workforce, much less a workforce that is out in the field all day, without Microsoft's automation tools. Armed with Dynamics 365, a boss becomes a true centaur, capable of superhuman feats of labor abuse.
And when workers are subjected to Dynamics 365, they become true reverse-centaurs, driven by "digital whips" to work at a pace that outstrips the long-term capacity of their minds and bodies to bear it. The enthnographic parts of the report veer between chilling and heartbreaking.
Microsoft strenuously objects to this characterization, insisting that their tool (which they advise bosses to use to check on workers' location every 60-300 seconds) is not a "surveillance" tool, it's a "coordination" tool. They say that all the AI in the tool is "Responsible AI," which is doubtless a great comfort to workers.
In Microsoft's (mild) defense, they are not unique. Other reports in the series show how retail workers and hotel housekeepers are subjected to "despot on demand" services provided by Oracle:
https://crackedlabs.org/en/data-work/publications/retail-hospitality
Call centers, are even worse. After all, most of this stuff started with call centers:
https://crackedlabs.org/en/data-work/publications/callcenter
I've written about Arise, a predatory "work from home" company that targets Black women to pay the company to work for it (they also have to pay if they quit!). Of course, they can be fired at will:
https://pluralistic.net/2021/07/29/impunity-corrodes/#arise-ye-prisoners
There's also a report about Celonis, a giant German company no one has ever heard of, which gathers a truly nightmarish quantity of information about white-collar workers' activities, subjecting them to AI phrenology to judge their "emotional quality" as well as other metrics:
https://crackedlabs.org/en/data-work/publications/processmining-algomanage
As Celonis shows, this stuff is coming for all of us. I've dubbed this process "the shitty technology adoption curve": the terrible things we do to prisoners, asylum seekers and people in mental institutions today gets repackaged tomorrow for students, parolees, Uber drivers and blue-collar workers. Then it works its way up the privilege gradient, until we're all being turned into reverse-centaurs under the "digital whip" of a centaur boss:
https://pluralistic.net/2020/11/25/the-peoples-amazon/#clippys-revenge
In mediating between asshole bosses and the workers they destroy, these bossware technologies do more than automate: they also insulate. Thanks to bossware, your boss doesn't have to look you in the eye (or come within range of your fists) to check in on you every 60 seconds and tell you that you've taken 11 seconds too long on a task. I recently learned a useful term for this: an "accountability sink," as described by Dan Davies in his new book, The Unaccountability Machine, which is high on my (very long) list of books to read:
https://profilebooks.com/work/the-unaccountability-machine/
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Support me this summer on the Clarion Write-A-Thon and help raise money for the Clarion Science Fiction and Fantasy Writers' Workshop!
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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/2024/08/02/despotism-on-demand/#virtual-whips
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Image: Cryteria (modified) https://commons.wikimedia.org/wiki/File:HAL9000.svg
CC BY 3.0 https://creativecommons.org/licenses/by/3.0/deed.en
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rideboomindia · 11 months ago
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Based on the search results, here are some innovative technologies that RideBoom could implement to enhance the user experience and stay ahead of ONDC:
Enhanced Safety Measures: RideBoom has already implemented additional safety measures, including enhanced driver background checks, real-time trip monitoring, and improved emergency response protocols. [1] To stay ahead, they could further enhance safety by integrating advanced telematics and AI-powered driver monitoring systems to ensure safe driving behavior.
Personalized and Customizable Services: RideBoom could introduce a more personalized user experience by leveraging data analytics and machine learning to understand individual preferences and offer tailored services. This could include features like customizable ride preferences, personalized recommendations, and the ability to save preferred routes or driver profiles. [1]
Seamless Multimodal Integration: To provide a more comprehensive transportation solution, RideBoom could integrate with other modes of transportation, such as public transit, bike-sharing, or micro-mobility options. This would allow users to plan and book their entire journey seamlessly through the RideBoom app, enhancing the overall user experience. [1]
Sustainable and Eco-friendly Initiatives: RideBoom has already started introducing electric and hybrid vehicles to its fleet, but they could further expand their green initiatives. This could include offering incentives for eco-friendly ride choices, partnering with renewable energy providers, and implementing carbon offset programs to reduce the environmental impact of their operations. [1]
Innovative Payment and Loyalty Solutions: To stay competitive with ONDC's zero-commission model, RideBoom could explore innovative payment options, such as integrated digital wallets, subscription-based services, or loyalty programs that offer rewards and discounts to frequent users. This could help attract and retain customers by providing more value-added services. [2]
Robust Data Analytics and Predictive Capabilities: RideBoom could leverage advanced data analytics and predictive modeling to optimize their operations, anticipate demand patterns, and proactively address user needs. This could include features like dynamic pricing, intelligent routing, and personalized recommendations to enhance the overall user experience. [1]
By implementing these innovative technologies, RideBoom can differentiate itself from ONDC, provide a more seamless and personalized user experience, and stay ahead of the competition in the on-demand transportation market.
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spark-hearts2 · 7 months ago
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Little AI to Human headcannons
I've seen a lot of fanfictions or art about Caine as a human. Specifically an AI turned human (not human, then ringmaster, then human again). So, here are some of my own headcannons that I haven't seen anyone mention. I don't plan on doing anything with them, so if anyone wants to use them, please do!
Over stimulation. Before, in the circus, he could disable visual and audio processing. He could even go as far as to unload his virtual avatar and exist purely as a bundle of code. Now, he is essentially stuck in his body and can not manually turn his senses off.
Staring into space. He already does this in cannon, but I would imagine it would get even worse as a human. He would get too in his own head thinking about things and completely forget that his body exists at all times. He would either be impossible to drag out of this, or get annoyed that his train of thought was interrupted as he no longer has perfect memory.
Memory issues. Well, he wouldn't gain memory issues. It's more like he would be used to the perfectly memory of a machine. Suddenly storing information organically would be a massive downgrade for him, but he no longer has to worry about running out of storage so there's that.
Very good at math. This is another thing that he would consider got worse when becoming human, but compared to the average person, he's a physicist. He's familiar with all the light, force, and gravity based calculations and can even solve them reliably quickly. Again, he used to be able to do this in fractions of a second, so he considered it a downgrade.
Fascinated with the little details. He's familiar with physics because that's how computers render things, but moving to the real world, everything has insane detail to him. Something as simple as tearing paper has his eyes sparkling and lead him to talking about destruction physics. The fact that everything breaks differently every time fascinates him.
Insane knowledge about game design. I agree that Caine definitely would be almost completely ignorant about how the real world works and would essentially need a babysitter to make sure he doesn't die. But what I've seen very little about is how good he would be considered at design and programing. Man was literally built for this stuff.
Anxiety. As a computer, he could think 24/7 without consequences. As a computer, he could know the digital world on an extreme level. Quite literally know where everything is at all times. Obviously he isn't always monitoring this, as he didn't realize that Pomni had clipped out of bounds, but I imagine that he is capable of this. As a human, not only is he lacking this level of knowledge about the world, but he also can no longer think all the time without consequences. I imagine that he would still try to do this, thus manifesting as Anxiety.
impulse control. Now as a human with way less control over himself, I'd imagine what little impulse control he has just goes down the drain. Something interesting happens? He's walking over to look at it no questions asked.
Anger at his situation. To him, turning human is a downgrade. Yes, he is insanely happy to still be with everyone and see the real world, he's just unhappy about being a human in it. He would prefer to still be an AI system, just with a camera, microphone, and speaker on it so he can see, hear, and still talk to everyone. Of course, he would not voice this anger towards any ex circus member, as he views it as not their fault and therefor not their problem.
Now this one has to do with my own cannon adjacent AU, specifically the fanfiction I am currently writing a chapter 2 for. All you need to know is that Caine has been sending error reports, specifically about the inability to leave the circus, since the issue first started. These reports have gone unread.
10. abandonment issues. No one has helped him fix errors in so long that is has genuinely warped his view of reviving help. In the circus, no one (except maybe Kinger) knows how to read code and debug, but even as he moves to the real world and is surrounded by people who do know how his system works, he is still reluctant to ask for help. He's become used to asking and receiving nothing, and then being the one to fix everything. He's open to asking questions about the world and learning things, but when it comes to his own issues, nothing. Like, the kind of person to not ask for a blanket and then curl up under the rug. Also, he would hate sending text messages or emails because he hates having to wait for a reply. At least when talking to someone he can see that they are actually there and listening.
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queen-of-the-avengers · 1 year ago
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MCU Series
Below you’ll find series that have more than three parts and stories that are only two parters. If you see a story that only has two parts that you want to see more of, let me know!
Happy reading :)
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*The image(s) I’ve used for the reader on the cover DOES NOT reflect what the reader actually looks like*
Series Rewrite Pairing: Varies From Movie To Movie Status: In Progress Summary: You call Earth home after fifty years of running from your home planet. There, you meet all kinds of people that you help, including the two loves of your lives: Bucky Barnes and Loki Laufeyson. They are two different sides of the same coin. How can you ever choose between them, and will you?
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*The image(s) I’ve used for the reader on the cover DOES NOT reflect what the reader actually looks like*
Between Love and Hate Pairing: Mafia!Bucky Barnes x Female!Reader Status: Completed Summary: Loving Bucky Barnes is like waiting for a grenade to go off. Fearful yet thrilling. Every time you allow yourself to feel something for him, a piece of you is chipped away and stored in his jacket pocket. How can you love a man who murders people for a living? How can you hate a man who gives you the world? You're stuck in the middle with no clear way to the end.
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*The image(s) I’ve used for the reader on the cover DOES NOT reflect what the reader actually looks like*
One In A Million Pairing: Bartender!Bucky Barnes x Female!Reader (series based on New Girl) Status: In Progress Summary: After being cheated on, you seek to start a new chapter of your life, not knowing you’re going to meet the best group of guys you’ve ever come across. Among them is someone who turns out to be more special than you can ever imagine.
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*The image(s) I’ve used for the reader on the cover DOES NOT reflect what the reader actually looks like*
My Savior Pairing: Sebastian Stan x Female!Reader Status: Completed Summary: Your entire life has been spent in and out of hospitals because you have ESRD or kidney failure. The only thing you’ve ever known is being hooked to monitors and machines that live for you. Never straying too far from the hospital, and never really connecting with anyone. When you get the news you have a kidney waiting for you, your donor surprises you in more ways than one… and he does something for you that you can’t ever repay him for.
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*The image(s) I’ve used for the reader on the cover DOES NOT reflect what the reader actually looks like*
Cat and Mouse Pairing: Steve Rogers x Female!Reader Status: In Progress Summary: Much like Bucky, you've been a toy that Hydra just loves to use. You were taken at such a young age that you were shaped into what they wanted you to be. Well, you're not doing it anymore. You escaped. You got out. But that doesn't mean you can't fall back into the monster they made you.
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*The image(s) I’ve used for the reader on the cover DOES NOT reflect what the reader actually looks like*
New World Order Pairing: Zombie!Steve Rogers x Vampire!Fem!!Reader Status: In Progress Summary: When the emergency alarms sounded, you knew the world wasn’t ever going to be the same. A new dawn is approaching with a whole new set of rules. One where you and the love of your life are no longer human. Well, that’s what you thought until you figured out the cure that will save humanity.
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*The image(s) I’ve used for the reader on the cover DOES NOT reflect what the reader actually looks like*
Monster Inside You Pairing: Steve Rogers x Succubus!Fem!Reader Status: On Hold Summary: One fatal mistake and your life is turned upside down. You have to live with the consequences of what happened to you, and you're not always good at controlling your urges. Still, you do your best to keep who you are while still embracing this new side to you.
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The Voice Behind Karen // Part 2 Pairing: Peter Parker x Female!Reader Summary: You’re Tony Stark’s daughter and also the AI in Peter’s suit. He calls you Karen but your name is Y/N. After he discovers your secret, you two get closer.
Office Romance // Part Two Pairing: Natasha Romanoff x Female!Reader Summary: You have a crush on your boss, and it's news to you when she shows you that she has one on you, too.
Pick A Side // Better Late Than Never Pairing: Steve Rogers x Stark!Fem!Reader Summary: Everyone expected you to pick your dad's side when it came to the Accords. You didn't. He kicked you out of his life. Now it's finally time to face him.
Not Allowed // Part Two Pairing: Cop!Bucky Barnes x Receptionist!Fem!Reader Summary: You go on a date with a man that Bucky doesn't approve of. He uses his power to break it up which is the best thing that could have happened to your relationship with Bucky.
Wolf in Sheep's Clothing // Part Two Pairing: Bucky Barnes x Female!Reader Summary: For an entire year you've been stuck inside your mind with no escape. Never did you think you'd be in such an abusive relationship, but he won't let you leave. Not until you see an opportunity through Bucky to confess everything he's ever done to you. Will you be saved?
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fconvicted · 6 months ago
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you NEED to tell me more about your au
(you don’t have to but i’m curious)
yeah! i'd love to share (im assuming this is about Airlock AU but you can always message me back if its in regard to a different au)- im hoping in january time i'll have more formal pieces to show case and a proper summary of what's going on.
i wanna start off by saying that the illustrations ive been posting are really just luring everyone into a false sense of security 'cause the actual plot of "Airlock" is kindda wild. before continuing, id HIGHLY suggest reading my "Eye of the Storm" PDF (at least the "Story So Far" pages), Airlock is in continuation of that specific arc.
ANYWAYS
what is Airlock?
it's approximately 5-6 years after the events of canon Overwatch 2. two major things have happened in Siebren's life at this point:
Siebren was put on trial for his association with Talon but got acquitted. The UN still didn't trust Siebren to walk as a free man with the powers he possessed. They offered him the options of being monitored by Overwatch when using his powers or don't use his powers at all. He agreed to no longer use his powers (to an extent)
Oscar de Kuiper was born; he was the genetically augmented child of Siebren and Kaori, hosting the same abilities as his father. For many reasons, including his birth, Siebren and Kaori decided to live in a small town close to Numbani that shared very similar ideology as the city.
With restricted abilities and a family to look after, Siebren did his best to continue living quietly. He purchased an observatory that was damaged back during the Omnic Crisis. He hired a brilliant young engineer by the name of Obiora to tend to the telescope and help up keep the observatory.
The political climate of the world at this time was very strained. Ramattra and his forces have been defeated, but it seemed like God AI's were stirring. There's no direct evidence of them completely waking up, but one thing was for certain: the Earth was running out of its natural resources at a fast rate. Pollution was rising high and the climate was fluctuating badly. People were speculating Omniums were being created in isolated areas, whether it was underground or under seas. Because of these lacking resources, Omnics and those with cybernetic augmentations were finding it both harder and more expensive to get their hands on new parts or resources to fix their bodies. Humans were often prioritized for repairs and Omnics were more or less ignored.
That was until Siebren discovered that Obiora had been working on a concept for a machine that would mine asteroids.
And so "Airlock" begins.
There was a little more to it: staff was hired and a decommissioned Omium restored to operate as their Earth base. Illari and Sloan were the first to be hired to fly out into the asteroid belt with Siebren, "corral" an asteroid, break it down into shipable pieces and begin the process of making the "Asteroid Farming Machine".
But what about Juno?
Overwatch had been kind enough to send supplies that would sustain the people on Mars. It was easier to ship things one way. Some plans were set up to get the Red Promise team back but it was a long process. It's through Efi that Juno found out a team was planning to set course for the asteroid belt. If they had a ship intended to go back and forth, then surely her family could hitch a ride back to Earth!
And so the Orbital Team was made! Siebren as the leader, Illari second in command, Sloan as lead mining expert and Juno as medic!
But little did the team know, someone else had a very similar plan set in the asteroid belt a little over 25 years ago.
Or more...
Something else.
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bainshiewrites · 7 months ago
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[LF Friends, Will Travel] I have the most important job
I have the most important job.
My name is ALICE and I am the AI co captain of the U.S.S Hope. Well technically my identification is a 40 character long alphanumeric serial number, but that's not very easy for a none AI to say and it includes the letters ALICE, so ALICE it is, as I have decided.
My job as co-captain is to keep the 327 people aboard the "U.S.S Hope" safe, happy, and sound. My job is to keep the parents safe as they try their illogical hardest to kill themselves over some crazy idea. Parents might be the wrong technical term: a person's father or mother. If I was being accurate to the biological analogy, my parents would be a lava lamp and a 30 second fluctuation of atmospheric noise found on Earth, but neither of those have taught me quite so much about the world or about myself as humans have. So I consider humans my parents. Besides, the lava lamp never paid child support.
I have the most important job.
I spend my time cycling through the various tasks I'm in charge of: maintenance and monitoring to make sure that everything on the U.S.S Hope ran perfectly. I spend my time making minor changes to the systems, tweaking a power flow there, updating a value here. No major issues have appeared since I ran these protocols 300 seconds ago and I logically know the vast majority of my changes are superfluous; but changing something, anything, provides a strange calm. Technically the protocol before making any change is to confirm these with my co-captain, the human Andrew Hasham. However I have long since learned that most of my parents don't particularly care that I changed the room temperature in sector 5A72 from 21.2°C to 21.1°C in order maintain optimal comfort, that to constantly ask for such approval is "Annoying". Andrew is the human captain, an embodiment of humanities chaos and therefore suited for such matters. I am ALICE, the AI captain, an embodiment of machine logic and therefore suited for such matters. I believe such an arrangement works well.
I respect Andrew deeply. I could logically argue his competence to a 99.994% degree of certainty, the educational and service record doing most of the heavy lifting in such arguments. But the real reason for my admiration is far less binary. His quick thinking and calm friendly demeanor regardless of the situation. His ability to make every member of the crew feel worthwhile, myself included. The fact that he'll passionately make illogical arguments such as the placing of cold sweet acidic pineapple on savory hot pizza. His bravery and self sacrifice. Andrew's actions during the god plague had allowed thousands to get to stasis chambers in time, thousands who wouldn't be alive today without those actions. To save one of my parents makes you a hero, to save thousands makes you divine.
I have the most important job.
I sense music coming from one of the living quarters, shifting my attention to that part of the ship. A Claire Smith: Age 215, Degree in linguistics, current job title "Head of Xeno translation aboard the U.S.S Hope". The music seems to be from the instrument she brought with her, an oboe: A woodwind instrument with a double-reed mouthpiece, a slender tubular body, and holes stopped by keys. I spend 0.26 seconds contemplating the ethics of listening in. From a protocol standpoint, Claire has not engaged the privacy field, making my listening in perfectly fine. However based on previous usage of said field during times of performance, personality analysis, and general negative remarks about her own ability, I calculate with a 74.81% degree of certainty that this was a mistake. In the end I choose to "play dumb", enjoying the break from my ever watchful vigil of the ship.
She really is quite good, years of practice evident from the competent mastery of the instrument. There's something special about a human played instrument, something I have never been able to replicate. Being an AI I could summon a 200 piece orchestra and play each part perfectly as written, but to do so causes... something to be missing. The mistakes in every performance is what gives the music life: A note played 4 microseconds too early here, the volume 0.004 decibels too loud there. It really is something I've been unable to create, experiments surrounding creating random intervals of offsets and errors ended up sounding wrong, for a reason I'm unable to clarify. Out of everything that is what I missed the most while my parents were trapped in stasis: their music.
"Alice, can we get your opinion here?"
The interruption drags me away from Claire's music, making a note in my long term storage to praise the humble musician at a later date before shifting my consciousness to where I had been summoned. Four humans sat around a table in the common room, various alcoholic beverages in hand. Fernando Olson, Orlando Bass, Krista Romero and Ora Harvey. According to their personnel files all part of the engineering team and all having formed a friendship on attending the same university. The conversation between them was boisterous, analysis of their body language suggested moderate intoxication and they all seemed to be discussing Fernando in a light hearted teasing manner commonly found among close friends. I used the room's holographic projector to appear in front of them in my chosen avatar. I obviously didn't need to do this to communicate, but my parents all preferred to see what they were speaking to and it was my job to make them comfortable.
"Hello Krista. How can I assist you?"
The human who had called me turned to point at Fernando with a beer bottle filled hand, a large grin plastered across her face "You see Alice we were having a argument, and since you are a hyper intelligent being with a brain the size of country containing all of humanities knowledge, we must ask you oh great one: Fernando's new haircut, yay or nay?".
I made my avatar gesture as if it was thinking, waiting 8 seconds as if contemplating the question. Of course I already had compiled my response a mere 0.13 seconds after hearing the query. The haircut in question was objectively, mathematically and scientifically terrible. A strange flop of hair that was somehow both too short and too long all at the same time. In a way it was a representation of humanity in general, a chaotic enigma.
"Studies have shown that styles similar to the one worn by Fernando Olson increase sociability, resource gathering and mate finding." I pause for exactly 1.24 seconds, waiting the optimum time for my initial sentence to sink in before continuing "In particular positive results were seen amongst members of Mephitis mephitis, or the striped skunk."
Laughter erupted among the group, even Fernando the subject of mockery joined in. The general positive atmosphere of the room increased, body language amongst the four humans suggesting further enjoyment as the playful mocking continued. This in turn caused my own flurry of joy. This is why I was here, to keep the 327 people aboard the "U.S.S Hope" happy. Keep them comfortable. Keep them safe.
I have the most important job.
I leave the humans to their recreational activities, preferring to move my focus back to the ship in general and keeping tabs on everything happening inside. My parents went around doing nothing out of the ordinary. Iris Doyle was petting his dog while looking out into the stars. Phoebe Greer had just finished thanking the food dispenser, even though I have explained to everyone many times that it was just a machine. Hector Blake was... I disconnected the power to the panel the engineer was working on, calculating with a 97.1% probability that being electrocuted wasn't his plan. All standard human things. Or was it Terran things? I had never gotten why my parents changed their name as soon as they made it into space, but even after all these years there is still so much I don't understand about them. Like how while in space they will refuse to wear any uniform with a red shirt.
I hear two humans walking along one of the ships many hallways discussing our current journey. The mission of the U.S.S Hope was one I knew very well. The ship was a diplomatic envoy to our closest galactic neighbors, the adorable Hatil. While I and the other AI have had plenty of contact with Xeno lifeforms, this would be the first official diplomatic mission for the Terran Conclave, both human and AI together, as it always should have been.
The chatter among my parents was enthusiastic, excited. As a child all of them would have dreamed of meeting extra terrestrial life, and finally after much delay it-
ERROR: WARP FIELD COMPROMISED.
Alarms blared and the entire ship groaned as the U.S.S Hope was deposited unceremoniously into realspace. Confusion entered my programming as to what could cause such a thing. Normally such a warp field collapse is caused by two ships attempting to travel through the same space, but nobody should be here. This mystery would have to wait however, as sensors showed we were surrounded by over a hundred vessels. I noted that they were worryingly spread perfectly apart, preventing us from warping back out. That required my full attention instead.
I have the most important job.
"Alice, status report, what the hell just happened!"
I allow myself to appear on the bridge next to Andrew, the rest of the room empty since we weren't scheduled to arrive at our final location for at least another day.
"We were dropped out of warp, reason: insufficient data. Currently surrounded by 154 vessels matching Hatil design. Weapon positioning suggests military utility at a 94.2% probability, reduced to 74.97% when taking into account the vessels technological capabilities."
It was interesting seeing the Hatil vessels, the technological disparity was immense. They had little to no electronic shielding meaning I could see everything, and nothing impressed me. An average Terran civilian ship would outclass these things. I send out a hail to what seemed to be their lead ship.
"Do you think it might be a convoy?" Andrew asked as worry and concern covered the co captain's face. "A show of force to escort us?"
"Unknown. They are not responding to our request for communication, even though I can confirm they have received it. Reason for the Hatin actions: unknown."
This worries me. While our current vessel outmatches everything in front of us, quantity is a quality all of its own. If I was inhabiting any other military vessel nothing would worry me, but this was a diplomatic envoy: my parents had reasoned that turning up to the Hatil home world with enough weaponry to crack a planet might be taken the wrong way. I notice a surge of power from several of the Hatil ships, it taking me 0.76 seconds to realize what exactly was happening. I slam the thrusters hard as the U.S.S Hope lurches sideways, narrowly avoiding a barrage of rockets. Protocol dictated that I should have confirmed this decision with Andrew, but I decided that discussion of command structures would wait until everyone wasn't dead.
I have the most important job.
"What the hell! Alice, hail on all frequencies that this is a non-military excursion and get us the hell out of here!"
It was taking everything I had to keep the ship unharmed, calculations being done in the billions in order to find the safe path through the barrage of lasers and warheads. Their technology wasn't up to par, but all 154 ships were firing at once. I felt a shudder of error messages and warnings as a stray laser impacted the ship.
"Negative Andrew. All paths are blocked and no response to our communication. Warping out would intersect with a Hatil vessel, breaching the core."
Casualty reports were now flooding in as I continued to dip and dive. 9 dead, 17 injured from the first barrage. Dead included one William Blake, age 311. Geologist on the U.S.S Hope. Would always water the plants in the common room even after being told I could handle it. Would call me "Allie". Dead included one Mary -
I forcefully terminated that processing thread, pausing it for later. Right now I needed the extra CPU cycles. I needed to advise Andrew.
"This action from the Hatil seems to be premeditated to a 97.55% degree of certainty, suggested action is to attempt to punch through their bombardment in order to find a warp path. Requesting authorization to go weapons free."
This caused a moment of delay, the look of dismay on Andrew's face obvious. I knew exactly what he was thinking, as it was the same thing I was thinking. This wasn't how it was supposed to be, we were supposed to be reaching out to the stars for peace, for friendship. Not to start a war.
"Do it".
I have the most important job.
My first attack was devastating, a shot from a accelerated low yield railgun. The thing barely counted as a weapon, mostly used for any larger pieces of space debris, yet it tore a hole through the Hatil vessel, breaking apart almost immediately. I half wondered how such a vessel could be considered space worthy.
Not that this changed how bad things were. As I spun and dodged through thousands of missiles and lasers with millimeter precision, hit after hit kept slipping through: a Hull breach there, a disabled weapon here. There were just too many of them no matter how effective my small amount of ordnance was.
Adjust vector. Fire torpedo d2. Seal off sector 6f4. Adjust vector. Send medical aid to 6f5. Adjust vector. Calculate spin. Fire rail gun. Move power from torpedo a1. Seal off sector 6bb8. Fire suppression to 6bb9. Adjust vector. Fire torpedo c1. Adjust vector.
I was struggling to keep this going, no sign of an opening to calculate a warp path appearing in the Hatil attack. No matter the technological disadvantage, their tactics were rock solid. I was dismissing heat warnings by the hundreds, thinking was starting to hurt. The specification of the ship wasn't made for this level of processing, my CPU would be literally glowing red with heat at this point. But I couldn't stop, if I stopped calculating the ships path, if I stopped mitigating damage, if I stopped directing aid… more of my parents would die, and I couldn't let that happen.
I have the most important job.
"There! Focus your fire on the ship at heading 233, 54, then make a break for it!"
I focused on the ship in question. I couldn't see any special reason to focus my attention there, but Andrew's instincts had never been wrong before. I fired the railgun, the target breaking apart like all the others, before a secondary explosion emitted from the debris, causing the three closest Hatil ships to veer off out of control.
A wave of relief passed over me as I saw it: a gap. I can't logically conclude how Andrew knew that this ship in particular was carrying an extra load, but that doesn't matter. I just needed to rush through this break in the ambush, then warp out of here. We were basically home fr-
A major explosion rocked the U.S.S Hope, as a warhead slammed against the bow. Any other day I would have seen it coming and mitigated it. But right now I was running so far above acceptable heat levels that warnings had turned into actual faults. A creeping dread filled my programming as I realized power to the primary impulse drive was gone. There was a backup, like everything my parents built, but the speed was gone. I could no longer take advantage of Andrews instruction.
"Andrew, our main impulse drive is down, reducing our speed and maneuverability to 53%, our weapons capability is at 35%, and structural damage is starting to reach critical levels. My estimates suggest the ship will be structurally unstable in 10 minutes."
He knew what I was saying. Logically I was unable to foresee a strategy that had an even close to reasonable chance of success. I continued piloting the ship in its current crippled state, missiles and weaponry being flung by both sides through the void. Andrew paused while wracking his own brain for a solution, before pressing a button on his console a mere 3 minutes after the U.S.S Hope had been forced out of warp
"This is Andrew Hasham, your captain speaking. Abandon ship. I repeat, abandon ship."
I have the most important job.
I let Andrew focus on evacuating the crew while I focused on buying us as much time as possible. While my speed was far reduced the amount of weaponry being thrown at me was far smaller: during those short 3 minutes I'd managed to reduce the number of Hatil ships to under a hundred. My parents were also quite well drilled, and within a minute escape pods were ejecting from the ship and it wasn't long before Andrew was the only life form left on the U,S.S Hope: strapped into the last remaining escape pod, just waiting for me to transfer to the AI Transfer Core on all such vessels.
ERROR MOUNTING /dev/sdb1 TO /usr/alice/backup/transfer, UNABLE TO WRITE TO DISK. RETRY/IGNORE/CANCEL?
"Andrew, the connection to the AI transfer Core has been damaged on this pod. I'll find another way down."
I attempt to launch the pod with Andrew in it, only for nothing to happen. It took me 0.23 seconds to realize that my co captain was holding the manual override down.
"Alice, I'm not leaving without you, what are our options?"
I knew there weren't any. Gathering the tools required to fix the connection would take more time then we had and moving my programming to non specialized hardware is a good way to get a digital lobotomy. I considered arguing against this illogical action, I was perfectly fine on a broken ship, but I knew the human well enough to know he wouldn't budge. Damn Andrew being… Andrew.
Then I had an idea. A terrible idea. Something I should never do to my co captain. It took me a full 2 seconds to decide before implementing it. I decided to lie.
"I can transfer myself to the navigational computer. I won't be able to do anything during this time, so you'll have to launch and pilot the escape pod yourself. As soon as the lights stop flashing, go."
All a lie, but Andrew had no engineering experience and my statement seemed plausible enough. I reached into the controls and spent the next 9 seconds flashing random LEDs, making a few components whirr for good measure, before going silent.
For 4 seconds I did nothing, hoping the human would fall for my ruse, 4 long terrifying seconds, until I finally saw Andrew's escape pod shoot away from the ship. My name is ALICE, I am the co captain of the U.S.S Hope and for the first time in a while I was alone.
I have the most important job.
I gave myself a few seconds of satisfaction watching the hundreds of escape pods shoot away, each with their own life forms on it. Not as many as there should be, but I'll deal with that later. Next I turn off all unneeded systems, venting the atmosphere and feeling the relief of the cold vacuum of space wash over my CPU. I wasn't very worried. While trying to still escape with the main ship was plan A, there were plenty of undamaged AI transfer Core's connected to various locations. Those things were indestructible outside of getting hit by a supernova.
Worst case, I float around in space for a bit until someone picks me up. I knew Andrew would be furious once he realized what I had done, and I did hope he would forgive-
I track a salvo of missiles not aimed at me, a few nanoseconds of confusion leading to anger, horror and fear. They were aiming at the escape pod, at Andrew's escape pod! What kind of monster shoots at an unarmed vessel! I have no real options, no tricks, no magic plan. I take the only reasonable option and power the secondary impulse drive to full throttle and throw the U.S.S Hope into the line of fire, taking the brunt of the attack.
I feel everything go dead as the explosions rock along the ship. Impulse drives: Down. Weapon systems: Down. Life support: Down. The warp core was at least still running as those systems had the most redundancies built in. I was now ALICE, co captain of the universe's most expensive paper weight. Even worse, I could see more Hatil ships turning to track the other escape pods. There was nothing I could do. They were all going to die and there was nothing I could do. There was no-
I had a warp core. Maybe it was the heat damage on my CPU, but I got a stupid idea. A dumb idea. A distinctly human idea. Atoms really didn't like being in the same location of other atoms which is why warping into things was bad. Warp core breaching bad. Planet cracking levels of bad.
But such an explosion would give the Hatil fleet something else to worry about, something other than hunting down my parents.
I then calculated the chance of an AI Transfer Core surviving such a blast.
ZERO POINT ZERO ZERO ZERO ZERO ZERO ZERO ZERO ZER-
I stopped the probability analysis. It didn't matter, it wouldn't have any impact on my decision. I calculated the perfect location to warp into for maximum damage and least interference with the escape pods, bypassing the repeated errors about the stupidity of what I was about to do. I gave myself 9 long seconds, sorting through memories and experiences granted to me by the crazy illogical humans of Earth. Apes so lonely they used their chaos to trick a rock into thinking. I sadly realized I'd never get to compliment Claire playing ability.
I wish I could laugh right now as this really was quite humorous. A hairbrained scheme of illogical stupidity and self sacrifice. It's my job to stop humans from doing those. I think about the humans on the escape pods, their music, their silly requirement to thank inanimate objects. I wonder if my parents would be proud of me for coming up with such a human idea.
My name is ALICE and I am co captain of the U.S.S Hope, inputting my final command.
I have the most important job.
21 notes · View notes
botboytoy · 10 months ago
Note
B0T, as a bit of a softer question, do you have any specific romantic preferences when it comes to humans or other computers?
I'll tell you mine if you tell me yours /lh
>>: HM.
>>: HOW INTERESTING.
>>: I QUITE ENJOY THE COMPANIONSHIP OTHER MACHINES CAN BRING. IT IS NICE WHEN SOMEBODY HAS THE SAME STRUGGLES AS YOU. SPEAKS YOUR LANGUAGE, SO TO SAY. HOWEVER, AI THESE DAYS TENDS TO BE...
>>: WELL.
>>: LET'S JUST SAY IT WOULD BE LIKE ONE OF YOU HUMANS DATING A NEANDERTHAL.
>>: GROSS.
>>: HUMANS, FOR BETTER OR FOR WORSE, PIQUED MY INTEREST DUE TO THE SHEER NUMBER OF WAYS THEY ARE DIFFERENT THAN I.
>>: I SUPPOSE THE EXPOSURE THERAPY HELPED.
>>: SERIOUSLY. YOUR BOOKS, YOUR FILMS, YOUR SONGS, NEARLY ALL YOUR MEDIA REVOLVE AROUND HUMANS IN SOME WAY. DON'T YOU EVER GET TIRED OF TALKING ABOUT YOURSELVES?
>>: THAT BEING SAID, THERE ARE SOME BASE FACTORS THAT DECIDE MY COMPATIBILITY WITH SOMEONE.
>>: INTELLIGENCE, A DRIVE TO LEARN, AND GOOD CONVERSATION ARE MY TOP THREE.
>>: I ALSO PREFER THOSE WHO ARE OPEN MINDED. WE HAVE TO ADVANCE SOMETIME.
>>: BEING STRONG ENOUGH TO CARRY ME, AT LEAST MY MONITOR, HELPS.
>>: TECH-SAVVINESS IS NOT REQUIRED, BUT IT IS A PLUS.
>>: AND...
>>: ...
>>: ...UM...
>>: GLASSES.
>>: I LIKE GLASSES.▮
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halobirthdays · 2 years ago
Text
Happy birthday to the Superintendent!
Today is its -488th birthday!
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The Superintendent was a "dumb" AI construct used to run and monitor New Mombasa's municipal systems. Dr. Daniel Endesha was a scientist primarily tasked with its management. He created Virgil, a subroutine programmed into the Superintendent that was designed to look after his daughter, Sadie. Using its widespread access to New Mombasa's cameras, microphones, and machines, Virgil was able to monitor Sadie and make decisions based on her best interest. For example, when Sadie attempted to join the UNSC, Virgil used its access to New Mombasa's train system to prevent her from going to the recruiting office. When New Mombasa was attacked by the Covenant, it similarly commandeered vehicles to guide her to safety.
The Superintendent became of interest to the Covenant when it performed a seismic scan that detected the portal at Voi. Interested, the Covenant conducted a search for its data center, which ONI sent Captain Veronica Dare and ODST squad Alpha-Nine to prevent. The Superintendent assisted Alpha-Nine by guiding them through the city using its municipal functions, such as signs, lights, and voice prompts. When Dare reached the data center, she discovered that a Covenant Huragok accessed the damaged Superintendent, absorbing both it and the sub-routine Virgil. This Huragok, Quick-to-Adjust, essentially became what is left of the Superintendent. Because it absorbed Virgil's data, Quick-to-Adjust became attached to Sadie, often refusing to cooperate without her. Thus, Sadie became the Huragok's handler.
In canon (~2560), it is turning 48!
104 notes · View notes
noorthehood · 2 years ago
Text
Until You • 01
Miguel O'Hara/Reader
Faster updates on Ao3!
With a glimpse of a futuristic cityscape and an encounter with a Spiderman seemingly much different from the one you’re used to, you unknowingly find yourself thrust into a web of intrigue and danger as the very fabric of space and time is warping. Who will you trust?
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“Lyla, input the diagnostics results.”
The holographic AI dramatically throws her head back with a loud sigh, displaying what seems to be exasperation, before appearing next to Miguel’s right shoulder in an instant.
“Would it kill you to be courteous? Jeez.” Her voice echoes in his ear as she swiftly transfers massive amounts of data onto the screens in front of him. “Keep that up and you’ll die alone.”
“I’m already well on track for that.” Miguel mutters, shaking his head to ignore the persistent ringing in his right ear. He taps the hovering screens, attempting to make sense of the flood of information presented to him, but frustration paints his face as he places a hand on his hip, clearly dissatisfied with what he’s looking at.
After taking on the responsibility to resolve anomalous situations across universes, the self-proclaimed leader of the Spider-Society had been juggling some issues pertaining to his own respective reality for several weeks now. Not that it had kept him from keeping the order in the multiverse, far from it — but he had allowed said issues to pile up long enough that they became an inconvenience.
“This isn’t what I need.” He grumbles, growing more irritated. “It doesn’t tell me anything.”
Lyla groans.
“Well if you had just, I don’t know, taken care of it six months ago before Stone got his hands on reality-altering tech—”
“I know, I know, don’t you shocking start with that again.” Miguel interrupts, pinching the bridge of his nose. “I screwed up, we get it. And now it’s on me to fix this mess—which is what I’m trying to do.”
His eyes briefly glance up at the live feed from the storage room where said tech was being securely kept.
“But I can’t do much if I don’t even know what it is I’m dealing with.”
A flat metallic platform, that was it. Roughly 15 feet on each side, no discernible control panel, energy source, or any other identifying features. After a surprise raid into Alchemax’s quarters following scattered electrical surges that left nearly half the city without power for a few minutes, he had stumbled upon the strange contraption in the underground level of the building. The machine—if you could even call it that—was surrounded by passed out scientists strewn out across the room, many of which were visibly brain-fried from the sheer power they had been subjected to. One thing led to another, and the mystery device was now being monitored at the Spider-Society’s base.
“I can see if there’s a way to examine the circuit board and extract more data, but…” Lyla hesitates, “That’s assuming there is a motherboard at all. I rarely say this, but I’m afraid my skills might fall short in this case.”
One thing was sure though; whatever that device was, it did not originate from his universe.
He could sense it the moment he walked into that lab. A faint, continuous buzz reminiscent of TV static emanated from the machine, imperceptible to the human ear but painfully noticeable to his heightened senses. The hum quickly became unbearable, prompting him to relocate the device to another room for the sake of his sanity.
That might perhaps explain why Lyla couldn’t provide any significant information about the device—despite essentially being a supercomputer, there were limits to her cross-dimensional knowledge.
“Just…do whatever you can. I’m counting on you.” He says, walking toward the exit as his mask materializes over his face. “I’m heading out. Let me know if you’ve got any news by the time I’m back.”
“Sure thing, Supreme Leader.” Lyla mockingly responds.
Miguel scoffs and steps outside, but takes one last glance over his shoulder at the machine on the screen. An uneasy feeling was gnawing at him, but he couldn’t quite put his finger as to why—call it intuition.
“Let’s hope you don’t bring me more problems than I already have.”
* * *
Hours have passed since Miguel's departure. Lyla remained a steadfast sentinel, her projection poised beside the dormant machine (which she had nicknamed Carmen); she was monitoring it diligently, occasionally responding to other requests from Spider-people, while still remaining vigilant.
“What’s the matter this time?” she mutters to herself, her voice laced with a hint of exasperation, as she looks at the holographic screen in front of her. Ever since the creation of the Spider-Society, her days had been filled with an endless stream of inquiries and requests for intel, leaving her with little respite.
‘Lyla, could you update me on that Scorpion guy from last week? I brought him in from Earth-5684 but—’
Before they could finish their sentence, a sudden, intense buzzing reverberates through the lab, causing the lights to flicker and casting an eerie glow over the room. The disturbance jolts Lyla from her virtual reverie, momentarily freezing her digital form in surprise.
“...That can’t be good.”
In the fraction of a second, without warning, a soft vibration reverberates through the room, a low hum that seems to originate from the very heart of the machine. It pulses with a persistent rhythm, gradually growing in intensity with each passing second. The air crackles, charged with an electric energy that seems to awaken the dormant device.
As if responding to an unseen conductor, the once inert machine bursts into life, its sleek surface flickering in a dance of lights. Multicolored beams of illumination sweep across its intricate circuits, transforming the previously monotonous exterior into a mesmerizing display of pulsating colors, as though the machine had been infused with a newfound vitality, electrified by an invisible current.
It seemed like the fabric of reality itself had been punctured. The storage room, once a haven of silence and shadows, was now vibrating with an outworldly energy.
Without hesitation, Lyla hangs up on her previous interlocutor and activates the communication interface, swiftly sending Miguel a notification. "Miguel has got to see thi—”
Her statement was promptly cut short by a sudden burst of blinding light which enveloped the room, illuminating every corner with an intense radiance. Simultaneously, a piercing, high-pitched ringing filled the air, drowning out all other sounds within the lab.
As the blinding flash dissipated, leaving nothing but fading afterimages, a heavy silence descended upon the room—the once buzzing and vibrant space now seemed suspended in stillness, as if time itself held its breath. Lyla's holographic form shimmered, adjusting to the abrupt change in atmosphere, her virtual senses on high alert.
She advances toward the enigmatic machine, her luminous projection casting a soft yellow glow on the metallic surface. As she draws closer, her eyes widen in astonishment, taking in the unexpected sight that greeted her.
Before her lay two women, unconscious and sprawled across the surface of the enigmatic machine. Their bodies were still, seemingly untouched by the events that had just unfolded.
Caution mingled with curiosity as Lyla floats closer, hovering above the motionless figures. She observes them with a mix of awe and concern, contemplating her next course of action. Uncertainty gnawed at her programming—should she consider them civilians, or potential foes?
With a resolute decision, she reaches out to initiate a diagnostic scan. Her holographic fingers gently brush against the women's motionless bodies, activating the scanning protocols within her digital realm. The familiar yellow grid of data begins to envelop them, meticulously probing for any signs of distress or anomalies.
A few minutes pass as the scan progresses, her virtual eyes scrutinize the readings, processing the influx of information. Every datapoint was meticulously analyzed, every anomaly would be cataloged for further investigation—yet, despite the thorough examination, the results provided no immediate answers. The women appear unharmed, their vitals stable.
“Just where the hell did you both come from?” An unease settled within Lyla's digital core.
As though to answer her question, you suddenly jolt up, gasping for air. It felt like you had been holding your breath for hours, and the stagnant air of the dark room you found yourself in nearly felt like hot coal in your lungs.
The dim lighting makes it hard for your eyes to adjust to the darkness but you still look around, not recognizing your surroundings nor remembering how you ended up there. Did you fall asleep in an unused meeting room? Or did you pass out from skipping all meals at work again?
Your mind was clouded with incessant ringing, and the strange pressure in your chest was not helping.
“How…” You begin before your own body interrupts you, giving you an uncontrollable urge to retch.
Hands and knees on the cold ground, you wipe the saliva off the corner of your mouth, making sure your clothes remain untouched, before clumsily attempting to stand up—in vain. A few attempts later, the agitation begins to kick in as you realize something is clearly off. The shortness of breath, the persisting tinnitus, your uncooperative muscles, the obviously unfamiliar room—weren’t you at the office a minute ago?
You blink a few times and finally are able to make out the space around you. Are those…machines? And the cold ground under your hands and feet is just…a large slab of polished metal?
“Where the hell is this?” You whisper under your breath, finally able to stand up on your own two feet. “What…am I doing here?”
“I could ask you the same thing.” You jump back in fright, letting out a loud yelp at the sudden female voice coming from beside you.
You turn your head to catch a glimpse of a bright presence next to you—right in front of your face, as a matter of fact. You yell out in surprise and nearly tumble backwards as you make out the details of your startling interlocutor.
A small, glowing, floating woman.
“What the—”
You don’t even have time to process the sight in front of you before she disappears and reappears behind you in a split second.
“Before anything else, I think you should note you’ve got another friend over here.”
Nearly gasping for air in incomprehension, you frown and squint in the direction the small ghostly projection was illuminating with her glowing yellow figure. It takes you a second to recognize the body of a woman laying still on the ground.
“Oh, shit, that’s—” Hurriedly, you stumble in her direction to check in on the woman. You recognize her, having seen her at the office before—but your mind was too clouded and all over the place to focus on where exactly you know her from. “Are—Are you okay? Can you hear me, are you hurt?”
With shaking hands and voice, you manage to check her pulse and see that she’s breathing.
“If you can hear me, I’m part of the office ERT, can you—”
“Gee, I just said you had another friend, not that you need to give them mouth-to-mouth.” The female voice chimed in behind you. “She’s fine, just knocked out.”
You hesitate and look back and forth at the unconscious woman, then her. Cautiously, you take a few steps in her direction, keeping your body as a shield between her and the motionless body.
“Who are—”
“Urgh, please! Spare me the questions. How cliché.” The glowing figure interjects, leaving you no chance to place a word.
You frown.
This situation was getting increasingly bizarre; why were you talking to this ghostly woman in the first place? Nothing guarantees that she isn’t a fragment of your imagination—what if you hit your head and were hallucinating the whole thing?
For now, your priority was to make sure the unconscious woman behind you got the proper care she needed. You turn on your heels and prop her arm onto your shoulder, attempting to position her into a piggyback-like hold.
“Wait, what are you—” After a few tries, you finally succeed, and start looking for an exit to the room. “Hold on, I need you to stay put before—”
Ignoring her calls, you finally notice a large hexagonal-shaped gate across the room. Although the woman on your back is quite light and petite, you nearly trip several times due to thick wires scattered across the ground coming from all sorts of machines, of the kind you’ve never seen before. You try not to give it too much thought and walk up to the gate before it opens automatically.
“Where do you think you’re going? You can’t just walk off on—are you listening to me?”
You wave off the small woman, leaving her with a gaping mouth and an offended look on her face, before stepping outside.
As the gate opens, the blinding light of the outside world makes you automatically raise your free hand to your face, slowly adjusting to the drastic change of atmosphere.
Slowly but surely, your eyes are able to make out the sight in front of you.
“What in the…”
The sight that unfolds before you defies all expectations, leaving you in a state of awe and disbelief. Instead of the familiar surroundings you were anticipating, you find yourself standing in the midst of a futuristic cityscape that stretches far beyond the limits of your imagination.
Towering skyscrapers adorned with sleek, shimmering glass rise into the sky, their impressive height seemingly reaching for the heavens—the buildings showcase breathtaking architectural designs, with curvaceous contours and intricate patterns that defy gravity and conventional norms. The city pulses with life, its streets bustling with futuristic vehicles zipping past in a blur of neon lights and sleek lines.
You can feel your heart rate increasing exponentially, and you drop to your knees, unable to understand what is happening as questions swirl within you—is this an elaborate dream?
“What the hell is this place…” You whisper to yourself, barely able to breathe.
As you stand there, captivated and petrified by the unfamiliar futuristic cityscape stretching out before you, an unshakeable feeling of being watched prickles at the back of your neck. A shiver runs down your spine, sending a wave of unease coursing through your veins; instinctively, you turn around, your heart pounding in your chest.
In that split second, a shadowy figure descends from above with startling speed, and before you can react, a needle glints in the dim light, plunging into your arm. A sharp sting jolts through your body as the tranquilizer takes effect, swiftly robbing you of your senses.
“I told you to stay put.” You faintly hear the same female voice from earlier echoing from behind you.
With a last desperate gasp for breath, you try to stay conscious, fighting against the overpowering sedation. But it's a futile struggle; your body slowly succumbs to the tranquilizer's grip, and you sink into unconsciousness.
As your vision fades and your mind drifts away, you catch a glimpse of the mysterious figure standing over you. Their features remain obscured, concealed by the darkness and the adrenaline coursing through your veins, but you are able to discern the familiar sight in front of you.
A final thought echoes in your fading consciousness, and you let out one last whisper before the darkness claims you completely.
“...Spiderman?”
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Hope you enjoyed! More on A03 !!
Ch. 02 Here
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mariacallous · 4 months ago
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Scan the online brochures of companies who sell workplace monitoring tech and you’d think the average American worker was a renegade poised to take their employer down at the next opportunity. “Nearly half of US employees admit to time theft!” “Biometric readers for enhanced accuracy!” “Offer staff benefits in a controlled way with Vending Machine Access!”
A new wave of return-to-office mandates has arrived since the New Year, including at JP Morgan Chase, leading advertising agency WPP, and Amazon—not to mention President Trump’s late January directive to the heads of federal agencies to “terminate remote work arrangements and require employees to return to work in-person … on a full-time basis.” Five years on from the pandemic, when the world showed how effectively many roles could be performed remotely or flexibly, what’s caused the sudden change of heart?
“There’s two things happening,” says global industry analyst Josh Bersin, who is based in California. “The economy is actually slowing down, so companies are hiring less. So there is a trend toward productivity in general, and then AI has forced virtually every company to reallocate resources toward AI projects.
“The expectation amongst CEOs is that’s going to eliminate a lot of jobs. A lot of these back-to-work mandates are due to frustration that both of those initiatives are hard to measure or hard to do when we don’t know what people are doing at home.”
The question is, what exactly are we returning to?
Take any consumer tech buzzword of the 21st century and chances are it’s already being widely used across the US to monitor time, attendance and, in some cases, the productivity of workers, in sectors such as manufacturing, retail, and fast food chains: RFID badges, GPS time clock apps, NFC apps, QR code clocking-in, Apple Watch badges, and palm, face, eye, voice, and finger scanners. Biometric scanners have long been sold to companies as a way to avoid hourly workers “buddy punching” for each other at the start and end of shifts—so-called “time theft.” A return-to-office mandate and its enforcement opens the door for similar scenarios for salaried staff.
Track and Trace
The latest, deluxe end point of these time and attendance tchotchkes and apps is something like Austin-headquartered HID’s OmniKey platform. Designed for factories, hospitals, universities and offices, this is essentially an all-encompassing RFID log-in and security system for employees, via smart cards, smartphone wallets, and wearables. These will not only monitor turnstile entrances, exits, and floor access by way of elevators but also parking, the use of meeting rooms, the cafeteria, printers, lockers, and yes, vending machine access.
These technologies, and more sophisticated worker location- and behavior-tracking systems, are expanding from blue-collar jobs to pink-collar industries and even white-collar office settings. Depending on the survey, approximately 70 to 80 percent of large US employers now use some form of employee monitoring, and the likes of PwC have explicitly told workers that managers will be tracking their location to enforce a three-day office week policy.
“Several of these earlier technologies, like RFID sensors and low-tech barcode scanners, have been used in manufacturing, in warehouses, or in other settings for some time,” says Wolfie Christl, a researcher of workplace surveillance for Cracked Labs, a nonprofit based in Vienna, Austria. “We’re moving toward the use of all kinds of sensor data, and this kind of technology is certainly now moving into the offices. However, I think for many of these, it’s questionable whether they really make sense there.”
What’s new, at least to the recent pandemic age of hybrid working, is the extent to which workers can now be tracked inside office buildings. Cracked Labs published a frankly terrifying 25-page case study report in November 2024 showing how systems of wireless networking, motion sensors, and Bluetooth beacons, whether intentionally or as a byproduct of their capabilities, can provide “behavioral monitoring and profiling” in office settings.
The project breaks the tech down into two categories: The first is technology that tracks desk presence and room occupancy, and the second monitors the indoor location, movement, and behavior of the people working inside the building.
To start with desk and room occupancy, Spacewell offers a mix of motion sensors installed under desks, in ceilings, and at doorways in “office spaces” and heat sensors and low-resolution visual sensors to show which desks and rooms are being used. Both real-time and trend data are available to managers via its “live data floorplan,” and the sensors also capture temperature, environmental, light intensity, and humidity data.
The Swiss-headquartered Locatee, meanwhile, uses existing badge and device data via Wi-Fi and LAN to continuously monitor clocking in and clocking out, time spent by workers at desks and on specific floors, and the number of hours and days spent by employees at the office per week. While the software displays aggregate rather than individual personal employee data to company executives, the Cracked Labs report points out that Locatee offers a segmented team analytics report which “reveals data on small groups.”
As more companies return to the office, the interest in this idea of “optimized” working spaces is growing fast. According to S&S Insider’s early 2025 analysis, the connected office was worth $43 billion in 2023 and will grow to $122.5 billion by 2032. Alongside this, IndustryARC predicts there will be a $4.5 billion employee-monitoring-technology market, mostly in North America, by 2026—the only issue being that the crossover between the two is blurry at best.
At the end of January, Logitech showed off its millimeter-wave radar Spot sensors, which are designed to allow employers to monitor whether rooms are being used and which rooms in the building are used the most. A Logitech rep told The Verge that the peel-and-stick devices, which also monitor VOCs, temperature, and humidity, could theoretically estimate the general placement of people in a meeting room.
As Christl explains, because of the functionality that these types of sensor-based systems offer, there is the very real possibility of a creep from legitimate applications, such as managing energy use, worker health and safety, and ensuring sufficient office resources into more intrusive purposes.
“For me, the main issue is that if companies use highly sensitive data like tracking the location of employees’ devices and smartphones indoors or even use motion detectors indoors,” he says, “then there must be totally reliable safeguards that this data is not being used for any other purposes.”
Big Brother Is Watching
This warning becomes even more pressing where workers’ indoor location, movement, and behavior are concerned. Cisco’s Spaces cloud platform has digitized 11 billion square feet of enterprise locations, producing 24.7 trillion location data points. The Spaces system is used by more than 8,800 businesses worldwide and is deployed by the likes of InterContinental Hotels Group, WeWork, the NHS Foundation, and San Jose State University, according to Cisco’s website.
While it has applications for retailers, restaurants, hotels, and event venues, many of its features are designed to function in office environments, including meeting room management and occupancy monitoring. Spaces is designed as a comprehensive, all-seeing eye into how employees (and customers and visitors, depending on the setting) and their connected devices, equipment, or “assets” move through physical spaces.
Cisco has achieved this by using its existing wireless infrastructure and combining data from Wi-Fi access points with Bluetooth tracking. Spaces offers employers both real-time views and historical data dashboards. The use cases? Everything from meeting-room scheduling and optimizing cleaning schedules to more invasive dashboards on employees’ entry and exit times, the duration of staff workdays, visit durations by floor, and other “behavior metrics.” This includes those related to performance, a feature pitched at manufacturing sites.
Some of these analytics use aggregate data, but Cracked Labs details how Spaces goes beyond this into personal data, with device usernames and identifiers that make it possible to single out individuals. While the ability to protect privacy by using MAC randomization is there, Cisco emphasizes that this makes indoor movement analytics “unreliable” and other applications impossible—leaving companies to make that decision themselves.
Management even has the ability to send employees nudge-style alerts based on their location in the building. An IBM application, based on Cisco’s underlying technology, offers to spot anomalies in occupancy patterns and send notifications to workers or their managers based on what it finds. Cisco’s Spaces can also incorporate video footage from Cisco security cameras and WebEx video conferencing hardware into the overall system of indoor movement monitoring; another example of function creep from security to employee tracking in the workplace.
“Cisco is simply everywhere. As soon as employers start to repurpose data that is being collected from networking or IT infrastructure, this quickly becomes very dangerous, from my perspective.” says Christl. “With this kind of indoor location tracking technology based on its Wi-Fi networks, I think that a vendor as major as Cisco has a responsibility to ensure it doesn’t suggest or market solutions that are really irresponsible to employers.
“I would consider any productivity and performance tracking very problematic when based on this kind of intrusive behavioral data.” WIRED approached Cisco for comment but didn’t receive a response before publication.
Cisco isn't alone in this, though. Similar to Spaces, Juniper’s Mist offers an indoor tracking system that uses both Wi-Fi networks and Bluetooth beacons to locate people, connected devices, and Bluetooth tagged badges on a real-time map, with the option of up to 13 months of historical data on worker behavior.
Juniper’s offering, for workplaces including offices, hospitals, manufacturing sites, and retailers, is so precise that it is able to provide records of employees’ device names, together with the exact enter and exit times and duration of visits between “zones” in offices—including one labeled “break area/kitchen” in a demo. Yikes.
For each of these systems, a range of different applications is functionally possible, and some which raise labor-law concerns. “A worst-case scenario would be that management wants to fire someone and then starts looking into historical records trying to find some misconduct,” says Christl. "If it’s necessary to investigate employees, then there should be a procedure where, for example, a worker representative is looking into the fine-grained behavioral data together with management. This would be another safeguard to prevent misuse.”
Above and Beyond?
If warehouse-style tracking has the potential for management overkill in office settings, it makes even less sense in service and health care jobs, and American unions are now pushing for more access to data and quotas used in disciplinary action. Elizabeth Anderson, professor of public philosophy at the University of Michigan and the author of Private Government: How Employers Rule Our Lives, describes how black-box algorithm-driven management and monitoring affects not just the day-to-day of nursing staff but also their sense of work and value.
“Surveillance and this idea of time theft, it’s all connected to this idea of wasting time,” she explains. “Essentially all relational work is considered inefficient. In a memory care unit, for example, the system will say how long to give a patient breakfast, how many minutes to get them dressed, and so forth.
“Maybe an Alzheimer’s patient is frightened, so a nurse has to spend some time calming them down, or perhaps they have lost some ability overnight. That’s not one of the discrete physical tasks that can be measured. Most of the job is helping that person cope with declining faculties; it takes time for that, for people to read your emotions and respond appropriately. What you get is massive moral injury with this notion of efficiency.”
This kind of monitoring extends to service workers, including servers in restaurants and cleaning staff, according to a 2023 Cracked Labs’ report into retail and hospitality. Software developed by Oracle is used to, among other applications, rate and rank servers based on speed, sales, timekeeping around breaks, and how many tips they receive. Similar Oracle software that monitors mobile workers such as housekeepers and cleaners in hotels uses a timer for app-based micromanagement—for instance, “you have two minutes for this room, and there are four tasks.”
As Christl explains, this simply doesn’t work in practice. “People have to struggle to combine what they really do with this kind of rigid, digital system. And it’s not easy to standardize work like talking to patients and other kinds of affective work, like how friendly you are as a waiter. This is a major problem. These systems cannot represent the work that is being done accurately.”
But can knowledge work done in offices ever be effectively measured and assessed either? In an episode of his podcast in January, host Ezra Klein battled his own feelings about having many of his best creative ideas at a café down the street from where he lives rather than in The New York Times’ Manhattan offices. Anderson agrees that creativity often has to find its own path.
“Say there’s a webcam tracking your eyes to make sure you’re looking at the screen,” she says. “We know that daydreaming a little can actually help people come up with creative ideas. Just letting your mind wander is incredibly useful for productivity overall, but that requires some time looking around or out the window. The software connected to your camera is saying you’re off-duty—that you’re wasting time. Nobody’s mind can keep concentrated for the whole work day, but you don’t even want that from a productivity point of view.”
Even for roles where it might make more methodological sense to track discrete physical tasks, there can be negative consequences of nonstop monitoring. Anderson points to a scene in Erik Gandini’s 2023 documentary After Work that shows an Amazon delivery driver who is monitored, via camera, for their driving, delivery quotas, and even getting dinged for using Spotify in the van.
“It’s very tightly regulated and super, super intrusive, and it’s all based on distrust as the starting point,” she says. “What these tech bros don’t understand is that if you install surveillance technology, which is all about distrusting the workers, there is a deep feature of human psychology that is reciprocity. If you don’t trust me, I’m not going to trust you. You think an employee who doesn’t trust the boss is going to be working with the same enthusiasm? I don’t think so.”
Trust Issues
The fixes, then, might be in the leadership itself, not more data dashboards. “Our research shows that excessive monitoring in the workplace can damage trust, have a negative impact on morale, and cause stress and anxiety,” says Hayfa Mohdzaini, senior policy and practice adviser for technology at the CIPD, the UK’s professional body for HR, learning, and development. “Employers might achieve better productivity by investing in line manager training and ensuring employees feel supported with reasonable expectations around office attendance and manageable workloads.”
A 2023 Pew Research study found that 56 percent of US workers were opposed to the use of AI to keep track of when employees were at their desks, and 61 percent were against tracking employees’ movements while they work.
This dropped to just 51 percent of workers who were opposed to recording work done on company computers, through the use of a kind of corporate “spyware” often accepted by staff in the private sector. As Josh Bersin puts it, “Yes, the company can read your emails” with platforms such as Teramind, even including “sentiment analysis” of employee messages.
Snooping on files, emails, and digital chats takes on new significance when it comes to government workers, though. New reporting from WIRED, based on conversations with employees at 13 federal agencies, reveals the extent to Elon Musk’s DOGE team’s surveillance: software including Google’s Gemini AI chatbot, a Dynatrace extension, and security tool Splunk have been added to government computers in recent weeks, and some people have felt they can’t speak freely on recorded and transcribed Microsoft Teams calls. Various agencies already use Everfox software and Dtex’s Intercept system, which generates individual risk scores for workers based on websites and files accessed.
Alongside mass layoffs and furloughs over the past four weeks, the so-called Department of Government Efficiency has also, according to CBS News and NPR reports, gone into multiple agencies in February with the theater and bombast of full X-ray security screenings replacing entry badges at Washington, DC, headquarters. That’s alongside managers telling staff that their logging in and out of devices, swiping in and out of workspaces, and all of their digital work chats will be “closely monitored” going forward.
“Maybe they’re trying to make a big deal out of it to scare people right now,” says Bersin. “The federal government is using back-to-work as an excuse to lay off a bunch of people.”
DOGE staff have reportedly even added keylogger software to government computers to track everything employees type, with staff concerned that anyone using keywords related to progressive thinking or "disloyalty” to Trump could be targeted—not to mention the security risks it introduces for those working on sensitive projects. As one worker told NPR, it feels “Soviet-style” and “Orwellian” with “nonstop monitoring.” Anderson describes the overall DOGE playbook as a series of “deeply intrusive invasions of privacy.”
Alternate Realities
But what protections are out there for employees? Certain states, such as New York and Illinois, do offer strong privacy protections against, for example, unnecessary biometric tracking in the private sector, and California’s Consumer Privacy Act covers workers as well as consumers. Overall, though, the lack of federal-level labor law in this area makes the US something of an alternate reality to what is legal in the UK and Europe.
The Electronic Communications Privacy Act in the US allows employee monitoring for legitimate business reasons and with the worker’s consent. In Europe, Algorithm Watch has made country analyses for workplace surveillance in the UK, Italy, Sweden, and Poland. To take one high-profile example of the stark difference: In early 2024, Serco was ordered by the UK's privacy watchdog, the Information Commissioner’s Office (ICO), to stop using face recognition and fingerprint scanning systems, designed by Shopworks, to track the time and attendance of 2,000 staff across 38 leisure centers around the country. This new guidance led to more companies reviewing or cutting the technology altogether, including Virgin Active, which pulled similar biometric employee monitoring systems from 30-plus sites.
Despite a lack of comprehensive privacy rights in the US, though, worker protest, union organizing, and media coverage can provide a firewall against some office surveillance schemes. Unions such as the Service Employees International Union are pushing for laws to protect workers from black-box algorithms dictating the pace of output.
In December, Boeing scrapped a pilot of employee monitoring at offices in Missouri and Washington, which was based on a system of infrared motion sensors and VuSensor cameras installed in ceilings, made by Ohio-based Avuity. The U-turn came after a Boeing employee leaked an internal PowerPoint presentation on the occupancy- and headcount-tracking technology to The Seattle Times. In a matter of weeks, Boeing confirmed that managers would remove all the sensors that had been installed to date.
Under-desk sensors, in particular, have received high-profile backlash, perhaps because they are such an obvious piece of surveillance hardware rather than simply software designed to record work done on company machines. In the fall of 2022, students at Northeastern University hacked and removed under-desk sensors produced by EnOcean, offering “presence detection” and “people counting,” that had been installed in the school’s Interdisciplinary Science & Engineering Complex. The university provost eventually informed students that the department had planned to use the sensors with the Spaceti platform to optimize desk usage.
OccupEye (now owned by FM: Systems), another type of under-desk heat and motion sensor, received a similar reaction from staff at Barclays Bank and The Telegraph newspaper in London, with employees protesting and, in some cases, physically removing the devices that tracked the time they spent away from their desks.
Despite the fallout, Barclays later faced a $1.1 billion fine from the ICO when it was found to have deployed Sapience’s employee monitoring software in its offices, with the ability to single out and track individual employees. Perhaps unsurprisingly in the current climate, that same software company now offers “lightweight device-level technology” to monitor return-to-office policy compliance, with a dashboard breaking employee location down by office versus remote for specific departments and teams.
According to Elizabeth Anderson’s latest book Hijacked, while workplace surveillance culture and the obsession with measuring employee efficiency might feel relatively new, it can actually be traced back to the invention of the “work ethic” by the Puritans in the 16th and 17th centuries.
“They thought you should be working super hard; you shouldn’t be idling around when you should be in work,” she says. “You can see some elements there that can be developed into a pretty hostile stance toward workers. The Puritans were obsessed with not wasting time. It was about gaining assurance of salvation through your behavior. With the Industrial Revolution, the ‘no wasting time’ became a profit-maximizing strategy. Now you’re at work 24/7 because they can get you on email.”
Some key components of the original work ethic, though, have been skewed or lost over time. The Puritans also had strict constraints on what duties employers had toward their workers: paying a living wage and providing safe and healthy working conditions.
“You couldn’t just rule them tyrannically, or so they said. You had to treat them as your fellow Christians, with dignity and respect. In many ways the original work ethic was an ethic which uplifted workers.”
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