#AI Powered Functionality

[public-cloud-computing]

How Generative AI is Improving Business Forecast Accuracy

Reference : How Generative AI is Improving Business Forecast Accuracy - Medium

The age of digital transformation is upon us, and organizations are actively searching for inventive methods of outperforming rivals. One of the most revolutionary achievements in this regard is the inclusion of Generative AI into BI systems. Generative AI — a sub-category of AI that can create new data samples that are similar to a given set of data — is the revolutionary in forecasting and planning that BI uses. This article shows how generative AI is going to change the way we use business intelligence for forecasting and planning, its advantages, applications and ethical challenges.

The development of Business Intelligence

However, to start with the place of AI in BI forecasting and planning, it is important to comprehend the development of BI and its role in modern operation. Being a term that encompasses different tools, applications and methodologies, Business Intelligence enable an organization to gathering, analyzing and interpreting data to make the right decisions. Traditional BI platforms were mainly based on descriptive and diagnostic analytics with the focus on past performance and identifying prevailing trends.

Hence, with companies appreciating more and more the crucial role of predictive and prescriptive analytics for future success and competitive advantage, there is a heightened requirement for progressively complicated and competent BI tools. It is at this point where generative AI is brought into the equation, characterized by high-level capabilities capable of reshaping BI forecasting and planning strategies.

Through Generative AI in BI Forecasting and Planning, its capabilities can be utilized.

Enhanced Predictive Analytics

Generative AI uniquely increases the efficiency of predictive analytics through the use of complex data sets with advanced machine learning algorithms that factor out the accuracy of predictive models. It is true that unlike the traditional predictive analytics which mostly rely on predetermined algorithms and patterns, the power of AI is in its ability to create new data points and imaginary characters. This opens new opportunities for businesses to know the changing trends of the market better than their competitors and therefore become more efficient.

Generative AI is capable of identifying hidden patterns and subtle relationships contained in big and complex data sets which traditional BI tools fail to catch. Through the crunching of different variables and factors, generative AI can determine business’ insights into the market trends, customer behavior and possible threats and opportunities so that they can make decisions with aim of making the business to be successful.

Scenario Simulation

One of the further developments of AI generative technology is the scenario simulation which facilitates the forecasting and planning strategizing. Generative AI is capable of simulating multiple business scenarios due to its capability to generate synthetic datasets which are based on historical data. This way businesses are able to check and compare alternative strategies and their expected consequences allowing them to make wise decisions in the course of their planning process.

Realistic and accurate simulation by generative AI help to identify eccentric risks and probable openings, estimate the direction of different factors and see that business strategy is sturdy and responsive. This leads to increased agility and durability of enterprises, which allows them to follow quickly the rapidly flowing changes of market conditions and to grab new business opportunities.

Personalized Insights

The AI technologies also generates the personalized responses by analyzing the user’s behavior and inclination. Such an approach helps to uncover the most appropriate marketing and sales directions, which leads to great chances to increase among clients and their loyalty.

Revealing customer data, e.g. shopping history, browsing behavior and interaction with marketing campaigns, through sophisticated data analysis generative AI can find shortcomings and trends and craft personalized offers and recommendations for customers. It helps in planning and implementing marketing and sales strategies, thus it creates consumer engagement and sales growth.

Automating Routine Tasks

Generative AI might even be able to run the whole of the forecasting and planning activities, including data collection, processing and report writing. It gives BI professional additional spare time to focus more on strategic and analytical applications rather than spending it on simple data arrangement.

Generative AI in automation can help companies reduce routinary and time-consuming jobs and help them to grow in operations’ efficiency, cut down on operational costs and make their decision-making quicker. By doing this BI team productivity and performance will show up eventually allowing the team members to deliver more value to the organization.

Real-time Analytics

Generative AI does real-time analytics to keep tabs on the market updates and, consequently, helps a company to act in a timely manner, whenever there is a need for any market adjustments. However, this ability may be critically vital for industrial sectors that have very volatile markets such as retail, finance, and health care.

Thanks to real-time data analysis, generative AI brings business with a unique opportunity to spot and address emergent trends early, find new prospects, and stay informed about their key performance indicators in order to maximize performance and avoid losses on the spot. Technological advancement gives businesses a real edge of fast-decision making and flexibility, and it helps them to take the most of their opportunities.

Improved Data Quality

Generative AI has a great potential of boosting dat quality through detection and correction of such errors as clashing, inconsistency and outliers in data sets. As a result of this, forecasting will have a stronger fundament and would be more reliable and accurate, which minimizes the risk of making hasty decisions that are based on incomplete information.

Through enhancing data quality, generative AI gives to the businesses the opportunity to acquire better decisions thanks more to evidence and veracity, better shape the predictive models’ reliability and accuracy, as well as to enhance the efficiency of the forecasting and planning processes. This improves the accuracy and trustworthiness of the information promoted by BI which helps the businesses make informed decisions with vigour.

Ethical Considerations

Even if generative AI in BI can bring about positive outcomes in forecasting and planning, one should also think about AI ethic issues which might arise and hinder the implementation of this technology. Enterprises should pay special attention that AI models are trained and applied with data collected and used in accordance with the data ethical norms, privacy and compliance regulations established by the lawmakers.

Data Privacy and Security

The AI of the future relies on getting access to relevant and numerous data sets to create meaningful and valued outputs. Companies must have data privacy and security policies to be aware of threats of data misuse, unauthorized access and breaches. Those policies must ensure that only authorized personnel could access sensitive and confidential information of others.

Transparency and Accountability

Therefore, generative AI, which has complex machine learning algorithms to achieve their goals and yield outcomes that are sometimes difficult to decode is one of the advanced technologies of AI. The realm of ethics should include but not be limited to the notion of how the AI “black boxes” function, how decision making comes about, or how any possible biases are identified and dealt with.

Fairness and Bias

AI that is able to creatively could unwittingly therefore keep and amplify the current unfavorable and unfair indications, which is present in the training data for the model. Organizations should eliminate bias and identify mechanisms that can modulate the bias and promote equality. Thus, A.I. must generate unbiased and equitable information.

Conclusion

In the meantime, generative AI is making BI more efficient with imperative analytics, allowing to simulate with different scenarios, wherever applicable providing specific insights on an individual level, automating the routine tasks, availability of real-time analytics, increment in the quality of the data as well as securing the competitive advantage. However, businesses should indeed manage not only the operative questions, but also the ethical aspects confirming due performance when working with data in order to take the best from generative AI in BI.

The prominence of generative AI in today’s business sphere is unimaginable. Businesses always modernize and adapt to changing business environments. This calls for businesses to implement outputs of generative AI in their BI systems into lately. Through the inclusive implementation of the transforming impact of AI with the ethics keeping quiet, companies can become successful because of the cut-throat competition and the fast moving of businesses, in the business world.

[shuvva]

tfw you keep accidentally making your characters plural-coded through different forms of transhumanism, multiple timeline, and supernatural/possession shit

[tvckerwash]

people wonder why wash was used in one of the simulations to fragment alpha, and while there are a variety of possible reasons both in and out of universe to explain it, I really like the idea that prior to being fragmented the director and the counselor were originally going to let alpha choose who he was to be paired with, and he chose wash (much like how cortana chose to be paired with master chief).

[orangerosebush]

Prime example of screenshots of articles being less-than-ideal means of understanding news. "Every single one [sic] needs to adapt to this immediately".

Yet in the first paragraph of the screenshotted article, it is explicitly stated that "the [PBR] design [incorporated in the HTR-PM plant] can’t be adapted to existing nuclear reactors around the world, but could be a blueprint for future ones".

PBRs, or pebble-bed reactors (PBR), are a relatively "new" reactor design in which a large number of low-energy-density “pebbles” are used as fuel; these "pebbles" contain a small amount of uranium surrounded by graphite, which can slow the nuclear reaction and withstand high temperatures in crises. According to the article, necessarily, "old" reactors cannot adapt to PBR design, and research is still being conducted into optimizing PBR design (such as the referenced work of Zhe Dong and other researchers at Tsinghua University)

Below is the text of the article, as well as a link to an unpaywelled version of the article. Additionally, I have attached a citation of the paper by Zhang et al. 2024 ("Loss-of-cooling tests to verify inherent safety feature in the world’s first HTR-PM nuclear power plant") wherein the pebble-bed reactor (PBR) design and a loss-of-cooling test are explored in more detail.

(Also, "they intentionally turned off the cooling and the reactor cooled itself down, no problem"...

1) Vastly oversimplifies the tests

and 2) Doesn't do justice to the effort undertaken by Zhe Dong and other researchers on this project.

Conversely, here is how the cooling tests are described in Zhang et al. 2024.

"To confirm the presence of inherent safe reactors on a commercial scale, two natural cooling tests were performed on the #1 reactor module on August 13, 2023 and the #2 reactor module on September 1, 2023. During the entirety of the tests, the reactor modules were naturally cooled down without emergency core cooling systems or any cooling system driven by power. Although the feasibility of realizing inherent safety has been shown by the safety tests carried out on the test reactors of 45-MWt AVR17 and the 10-MWt HTR-10.18 The inherent safety at a commercial scale, such as the 200-MWt reactor power level, has not been verified before because the major bottleneck of decay-heat removal is managing the power level."

Paper citation:

Zhang, Z., Dong, Y., Li, F., Huang, X., Zheng, Y., Dong, Z., Zhang, H., Chen, Z., Li, X., 2024. Loss-of-cooling tests to verify inherent safety feature in the world’s first HTR-PM nuclear power plant. Joule. https://doi.org/10.1016/j.joule.2024.06.014

News article text:

"A large-scale nuclear power station in China is the first in the world to be completely impervious to dangerous meltdowns, even during a full loss of external power. The design can’t be adapted to existing nuclear reactors around the world, but could be a blueprint for future ones.

All modern nuclear power plants rely on powered cooling mechanisms to take excess heat away from reactors or, in the event of an emergency, human intervention to shut the plant down. Water or liquid carbon dioxide are often used as coolants, but these typically rely on external power supplies to function.

If these systems fail, then the reactors can become too hot and lead to explosions or overheating, causing the plant to literally melt from the excess heat. This was one factor in the Fukushima nuclear accident in Japan in 2011, where a loss of both standard and emergency power systems led to a meltdown.

A relatively new kind of reactor design, called a pebble-bed reactor (PBR), has the advantage of being passively safe, which means that if power for cooling systems is lost, then the reactor can safely shut down by itself. Rather than use highly energy-dense fuel rods like many other reactor designs, PBRs use a large number of low-energy-density “pebbles” as fuel, which contain a small amount of uranium surrounded by graphite. This can help slow the nuclear reaction and withstand high temperatures.

This lower energy density means any excess heat will be spread out over all of the pebbles, and so will be easier to transport away using natural cooling processes like conduction and convection, says Zhe Dong at Tsinghua University in China.

While small working prototype reactors have been built in Germany and China, no full-scale PBRs have been shown to work and be passively safe – until now. Dong and his colleagues have demonstrated that the system works with a full-scale nuclear plant, the High-Temperature Gas-Cooled Reactor Pebble-Bed Module (HTR-PM) in Shandong.

“Up to now, every commercial reactor except HTR-PM has had an emergency core cooling system,” says Dong. “However, due to the inherent safety, there is no emergency core cooling system in the HTR-PM plant.”

To test this, which became commercially operational in December 2023, Dong and his team switched off both modules of HTR-PM as they were operating at full power, then measured and tracked how the temperature of different parts of the plant went down afterwards. They found that HTR-PM naturally cooled and reached a stable temperature within 35 hours after the power was removed.

It is rare to be able to test a working power plant fully by removing its cooling power supply, says Mamdouh El-Shanawany, formerly at the International Atomic Energy Agency (IAEA). Because the emergency cooling system doesn’t depend on any complicated technology, it is very safe, he says.

Other countries might want to look into adapting this technology for their own future reactors, but we will first need more extensive measurements about the plant as it cools down, such as pressure and higher-resolution readings, says El-Shanawany."

[jelly-fem]

Technology stole my ability to hate humans what the hell is the point in hating another person when my phone never ceases to piss me off in brand new novel ways. Actually "piss me off" is an understatement I need the Samsung + Google hqs to go up in flames.

[windows11-official]

Windows 11. Microsoft 365 (formerly Office). Outlook (classic). Outlook (new). Teams. Teams (personal).

peoplpe are always saying very online things to me

[tonycries]

Madam Gojo - G.S.

Synopsis. Gojo Satoru, the strongest clan leader in all of Japan - and the most dangerous, too. You, rejected by the elders, and totally not his future bride, right? Right?

Pairing. Gojo Satoru x Reader

Content. MDNI, fem! reader, clan leader! Gojo, arranged marriage, Satoru is a little (very) INSANE and down bad, the elders are awful, oral (fem receiving), use of “madam”, unprotected, créampie, kníves, overstím, féral Satoru, heinous things, pet names, swearing.

Word count. 4.9k

A/N. I need clan leader Gojo SO bad you guys don’t understand.

They say that the head of the Gojo clan is the one person who could burn down this entire world and get away with it, too. 

The youngest of all the clan leaders - and the most infamous - a man who keeps his friends close, and his enemies even closer. Enough so that you’ve heard whispers of his cruelty at every nook and cranny of those stuffy social functions your family has dragged you to. And it was more than enough to paint a picture of such terrifying power.

Of a sharp blade and an even sharper mouth. Of an angelic figure that left no evidence, nor anyone to tell the tale - only the final, hauntingly beautiful image of cloudy white hair, and electric blue eyes.

Eyes that were currently locked with yours, and didn’t seem like they’d stop any time soon. Dangerous. Magnetic. Twinkling with such odd amusement from across the long tatami room. 

Gojo Satoru, the head of the Gojo clan - your future husband.

“Tch, the Kamo girl’s family had a much better reputation than this one.”

Ah, right. How could you forget?

You shift awkwardly on the mat, managing to rip your eyes over to the line of elders behind Gojo, whispering just loud enough that you’d hear - and, of course, remember once more that no, the marriage proposal hasn’t been approved just yet.

And considering those disapproving glares you’d been so warmly welcomed with, it seemed that they were well and fully intent on keeping it that way.

“I can assure you,” you fight to keep the polite smile plastered on your face, painful and slowly cracking with each passing second being interrogated. “My family is well-respected in the community.” Eyes snapping over to a silent Gojo, skin burning at his intensity. “Very well respected.”

“Come now. We’re just saying.” Another voice speaks up, strained and tinged with a venomous tone you knew didn’t bode well. “Your lineage isn’t exactly illustrious, is it?”

The emphasis on “illustrious” isn’t lost on you, and it’s so fucking dramatic than you think you could almost laugh. Apparently, a few of the elders think so, too - because they’re positively seething at the sight.

Muttering an icy, “Something funny, dear?”

“Nothing at all.” you bite back any insults, sifting around the contents of your untouched dinner - the last thing on your mind right now when it seemed like you were the main scrutiny tonight. “Absolutely nothing.”

“Such attitude!” That offended croak is met with murmured agreements and nods from the end of the room, “The madam of the Gojo household must be demure- I told the young master we should go with the Kamo girl.”

God, why did you agree to this again? Something about strengthening your family ties? You felt sorry for the poor soul who’d end up marrying Gojo, because no matter how much beauty or power he held, it certainly wouldn’t make up for this. 

Scoffing, the words falling from your lips faster than you could register them. “Then why didn’t he?”

And this little question somehow seemed to have struck a nerve - multiple, in fact, as you watch in morbid fascination as the elders visibly bristle. 

“B-because-” one sends a hasty glance at their stone-faced clan leader, flushing at his still-unwavering gaze on you. “You- It doesn’t matter. Someone like you isn’t suited to marry-”

“Right, because this clan is that great.”

You freeze. The elders freeze. It seems like everyone in the world freezes except for Gojo - who only raises his brow. Letting your words hang in the air like a foul stench, studying just how awfully you’re digging your grave deeper in this hellish marriage meeting.

Eventually, the elder closest to Gojo’s right mutters a painfully saccharine sweet, “I knew we shouldn’t have let the riff-raff participate.”

And oh it was like a dam burst open.

“-out of the thousands of girls, for someone like master-”

“The scandal, too- imagine letting the Gojo name fall this far-”

“Isn’t worthy. Can’t let the bloodline be carried by some whor-”

You’re on your feet before you realize it. Whirling at the elders head-on, and if looks could kill then all those old fossils would be six feet under and their graves a dance floor for you already. 

Fists clenched, you spit, “If he’s so wonderful then you all can marry this oh-so-great bastard yourself-”

Oh. You’ve done it now.

You were fucked. You were so very, very fucked. 

You don’t even bother to meet Gojo’s stare, instead wondering whether you’d be able to outrun the strongest clan leader alive. Sure, you could take those old toads but-

“Sit.”

Your heart leaps at the voice, the first time you’re hearing it since entering this room - deep, almost-melodic, and for a second you don’t even recognize who it came from. Not until Gojo’s flashing you a mirthful grin, blue yukata shifting as he moves to sit cross-legged, “Sit.”

Oh, God, you didn’t know of any torture methods one could do while sitting - but you didn’t doubt that Gojo was an expert in all of them. 

And as your knees buckle, sinking ever-so-slowly to sit back down on the floor, Gojo tilts his head in confusion. Brows scrunching together as he gestures downwards.

“On your…lap?” You question, as if the answer wasn’t glaringly obvious. 

The only response you get is a careless nod, Gojo spreading his knees further as if to prove his point. No care or concern as he plows on, “If you’d like, of course.”

It’s a silent staredown - you, and him - and the elders watching jaw-dropped, of course. None of you have ever known the young master to let anyone get this close - let alone give them a decision on, well, anything.

. 

A weighty beat passes. One. Two. 

He wins.

And you find yourself walking unsteadily towards Gojo’s imposing figure, all eyes on you as you plop down unceremoniously in his waiting lap. Warm - and it catches you off guard. Gaze flickering over his broad shoulder to look at the aghast faces behind you. Tension crackling in the air as they wonder the same thing as you at this very moment - just what type of torture method is this? 

“Interesting…I need this one.” You blink up in confusion, heart racing and oh- shit, when did he get so close? But Gojo’s chest only rumbles with laughter. Circling his long fingers around your waist, pulling you flush against his sculpted chest, “As the new madam of the Gojo household.”

What? 

The elders behind let out stifled gasps, as bewildered as you were. And you swear you saw one faint, though, you don’t get to take a close look, because Gojo’s gently grabbing your chin, tilting your head up at his pretty face. 

“Wan’ me to kill them?”

“Kill- why?” you sputter - both from his idea and the heat of his proximity. 

“Why not?” He looks at you through his long lashes, so deceivingly innocent that it makes your head spin. Tone so light, as if he was talking about something trivial like the weather. “An early wedding gift, maybe?” And he sounded like he was joking - you wished he was joking. But you knew better. 

So you swallow thickly, “N-no…thank you.”

At this, Gojo’s eyes twinkle. “Yeah, real interesting.” he coos, voice so uncharacteristically playful. And his lips are so close - too close. Running a thumb along your bottom lip, “Gorgeous, too. Tell me, pretty, what do you think of ruling over this trash?”

And you could feel every eye on you as you mull over the question. Weighty. Scrutinizing - except for Gojo who seemed like he was hanging onto your every word. 

Hell, might as well give ‘em a few heart attacks right?

Words that never come - because your body moves before your mind. And you’ve got one hand gripping his expensive Yukata, the other scrambling for his broad shoulders. Softening the blow as you crash your lips onto his.

Soft - it’s the first thing you register. Followed very shortly by the taste of those cheap lollipops from those local convenience stores you loved - strawberry, you think.

But you don’t get to confirm, because the kiss is over as soon as it happens.

Gojo’s pulling away with a strange light in his eyes, lips flushed a pretty pink, yukata dangling off his shoulder already. You have to train your eyes away from the milky skin, and over to the elders. Yeah, one really had fainted - three, now, actually. 

And only one of them is brave enough to pipe up a rapid, “You- how dare you dirty-”

Thud!

It all happens so fast you’re not sure if your eyes are playing tricks on you. In a split second, there’s a long dagger pulled out from his yukata, embedded deep into the tatami mat - not even an inch away from the elder who’d opened his mouth. 

“Out.” 

It’s so abrupt that for a second, you think Gojo’s talking to you, voice soft, and so so eerie. It sends shivers down your spine as you raise your eyes to look at his glare at the frozen crowd behind him.

Eyes wide, aura menacing - a grin gracing his features, absolutely nothing like the one he’d sent you - it was something so dangerous and cold. The temperature in the room dropping about ten degrees as he mutters, “I won’t say it twice.”

And immediately, it’s chaos. Each one stumbling over the other to run out the sliding doors first, none of them daring to look you in the eyes now. 

“O-of course, master.” the leader, seemingly, chokes out. One foot out the room already, “I’ll um- check that the servants are doing their work-”

“No. You all will stand outside.” Gojo murmurs, not even bothering to look at them. Instead, cupping your face closer towards his, “And close the door.”

That door could not have been shut faster, ringing in the tense silence. And suddenly you’re too-aware of the audience outside. Too-aware of being left alone with…your future husband? And the way he was looking down at you with something so dark in his eyes.

“So…” he runs his nose down your neck, breathing in your scent. “If you don’t want me to kill those bastards…what else must I gift you, my wife?” 

“Like what?” You gulp, back arching involuntarily into him. 

Gojo laughs at the reaction, teeth ghosting over your racing pulse. “An estate?” Dancing ever-so-slowly, up your jaw, “All the cars you could want?” He blows gently in your ear, chuckling as you yelp in surprise. “Maybe jewelry?” Kissing the tips of your ears, “You’d look gorgeous in blue. And the Zenin clan has the perfect necklaces I can…convince them to send over.” He pulls away, taking you in entirely, “Or maybe-” Lips now ghosting yours. “-something else?”

And then he’s kissing you - and you’re kissing him. 

You don’t know who leans in first, just that Gojo’s lips were so sweet on yours. So addictive. Palms cradling your face so softly, while his lips were anything but. 

“Open your mouth, pretty.” he pants into your lips. “Kiss your husband properly, now.”

Shit, you barely even realize the way you’re listening to every single word he says. Jaw falling slack to let him lick at the seam of your lips. Such a messy clash of teeth and spit and him - so hot and starved. Like he couldn’t get enough with the way he hastily moves to press wet, open-mouthed kisses down your jaw. 

“Satoru-” you gasp, and he nips lightly at your bottom lip once you immediately shut yourself up because shit, you’re getting ahead of yourself. Calling the clan leader Gojo by his first name? Hell, you’ll see the gates of heaven before you see an altar. 

But Gojo himself seems to think the complete opposite. “Don’t get all shy now.” he pries away the hand covering your mouth. “Call me ‘Toru’.”

You stare at him, wide-eyed, trying to will yourself to say this little nickname.

Too slow, apparently. Because his hands are suddenly everywhere - on your breasts, your hips, giving your ass a slow squeeze. “T-Toru-” you squeal. 

Gojo’s mouth drops into a soft oh! Immediately surging forward as if to claim your lips again - stopping mere millimeters from your lips with a pained grunt. Like it killed him to stay away. 

“See? Jus’ like that.” he angles your head just right, before spitting, once. Twice. Right into your pretty mouth. “N’ now you’re mine.”

And fuck if Gojo wasn’t going to prove it.

He’s laying you down on the mat, fumbling with the ties of your yukata, “Mine to wed. Mine to carry my legacy.” Thumb running over your hardened nipples as he urgently unbuckles your bra, throwing it behind god-knows-where. “Mine to-” Biting down, ever-so-lightly on your nipple, “-worship.” Hands dipping lower, and lower - just barely teasing the hem of your drenched panties. “Mine to ruin.”

You don’t know what you’re reeling more from - maybe from those words, which you’re sure he said loud enough for the elders outside to hear.

Maybe from the way he’s sliding a finger underneath your panties, sliding it up and down your puffy folds. Making you arch into him like such a slut as he pools your sweet sweet juices on his fingertips, popping them into his mouth with a low groan. 

“Oh. Fuck. Oh, fuck-” Gojo’s eyes roll to the back of his head. Not wasting a second before ripping off your flimsy panties, tucking them away into the waistband of his yukata. “Sweeter than I imagined.”

“S-so filthy-” you mewl, as he spreads your shaky thighs. Lips wobbling pathetically at how he’s admiring your glistening cunt. “Toru, no one’s ever…”

At this, his eyes are back on yours now. Half-lidded, pupil’s blown - and you don’t think you’ve ever even heard of the leader of the Gojo clan being so out of it, let alone see it first-hand. His voice strained as he breathes out a barely audible, “Shit- really? So then…” He’s moving to lick lewd little circles on your inner thigh, “...your husband’s gotta make this memorable, right?”

Gojo doesn’t give the time to even think about answering - he doesn’t trust that he has the fucking sanity to wait that long. Because you’re so pretty splayed out like this for him. Your moans too sweet. Your cunt too tempting. Too his. 

So, really, you can’t blame him when he’s plunging nose-deep into your quivering pussy, licking one, long stripe right up your swollen folds. And fuck the cute lil’ whines escaping your lips are so addictive that Gojo just can’t help but do it again. And again. And again and-

“O-oh my god, ngh- feels too good-” you card your fingers through his soft locks - something that would usually result in a lost hand or two. But for you - anything, for you. “More, Toru.”

Shit, if Gojo thought he’d lost his sanity before then he definitely wasn’t ready for this. 

“So needy.” he’s chuckling into your glistening folds. One hand throwing your legs over his shoulders, the other thumbing over your needy clit. “So perfect. Can’t believe no one’s ever hah- eaten out this pretty cunt before.”

Immediately, he’s squeezing his hot tongue past your folds. And it’s all you can do to buck your hips up so sluttily when he licks at your sloppy entrance. Your throbbing clit. Anywhere and everywhere Gojo could reach.

“Hngh- yes yes yes, too good.”

“Yeah? Ya like this?” He moves his fingers down from your already-ravaged clit, circling your sopping wet hole. “Ya like making such a mess on m’tongue?”

“W-wha-” The words get caught in your throat as you whirl down at the sight below you - Gojo. Gojo, with strands of white hair sticking to his forehead, eyes so glassy. Gojo, tongue lapping at your sweet juices, looking like he wanted to devour you with his eyes, as much as his mouth. 

At your reaction, he grins, furrowing his brow in mock-concern, “What’s wrong, pretty? Can’t talk?” Bullying his long fingers past that first feeble ring of resistance, massaging your plushy walls. “N’ you were so hah- feisty earlier. Thought my new mmpf- wife would be mouthy?”

You give his hair a warning tug, whispering, “Sh-shut up-” But it comes out more breathless than you intended. 

Gojo notices, of course he does. Because he’s letting out a whiny, “Sh-shut up.” Wrapping his pretty pink lips around your pulsing clit, “As you wish, madam Gojo.”

You hear a dull thud from outside, but you can’t even think about turning your head to look because Gojo’s drinking you in like a man possessed. Pumping his fingers in and out, expertly hitting that one spot with each and every thrust. Looking nothing like an infamous clan-leader and every bit on cloud nine as he rolls his tongue over your clit. Over and over and-

“P-please ah- oh-” you squirm.

“Move your hips like that. Yeah- jus’ like that, pretty- fuck-” The most powerful man in the country letting himself be angled and pulled as you pleased, grunting each time you drag your pussy all over his mouth. Fingers frenzied on your clit - sloppy. Fast. 

But it still wasn’t enough for Gojo - he thinks it’ll probably never be. But that’s fine - the two of you have until the wedding night to perfect it, right?

So he’s looping a big arm around one leg, pulling your snug cunt impossibly closer, reaching over to toy with your pretty clit. And then he’s nose-deep in your sloppy entrance, preparing you for what was to come - fucking you both on his tongue and his fingers. 

Jaw grinding deeper, stretching you out, thrusting in and out in and out in and-

“Fuck fuck fuck- Toru m’so…”

“Close?” he slurs into your cunt, grunting and smacking his lips against your own. Fingers just digging into your hips, sure to leave pretty little marks for him to admire later - and to give a message to those old toads outside. “Cum f’me. Shit- cum f’me, pretty.”

Gojo realizes it before you when you’re finally cumming - because your gummy walls are squeezing around him so tight that it’s almost difficult fuck you through your high the way he wants. 

You’re shaking. Blood roaring in your ears, vision spotty. Crying out a hoarse, “Fuck fuck fuck- oh my god, Toru-” Barely even realizing the way you’re rocking your hips so hard into his hot mouth. 

And Gojo keeps going. 

Even when you’re blinking your vision back, big fat tears pricking your eyes at the sheer overstimulation. Even when white-hot electricity sparks behind your eyes each flick of his tongue. Still toying with your poor clit, tonguefucking you so messily. 

“Toru, s’too- ngh- much- fuck.” You can barely get the words out, jolting. Wondering how the fuck his mouth wasn’t tired, yet - how his fingers weren’t cramping up, tongue still as greedy as ever. “C-can’t-”

“You can. You will.” he’s murmuring into your cunt. Running his mouth now, like he was drunk off your pussy. Words as fast and ragged as his tongue. “C’mon, faster. Harder. Fuck-” you flinch as he spits out little profanities into your messy cunt. “Fuckin use me. Use me like the good lil’ wife you are.”

“Oh- shit.” you whine. Clawing at the mats, Gojo’s hair, his shoulders - just anything to cope with the sheer stimulation as he made out with your pussy like a mad man. “Wait- cum- m’gonna…”

You’re cumming and cumming all over again. So hard, even as you grind your hips deeper into Gojo’s mouth. Riding out your orgasm on his pretty face, so painfully good. 

And only then is he finally pulling away. Absolutely wrecked, eyes miles away already, mouth glistening with your slick. Going all the way down his jawline, and onto the tatami mat in a deafening drip! drip! drip!

“Oh.” he runs his tongue along his wet lips. “Who made you cum like this?” 

A smile slowly splits across his face as you manage out a little, “Y-you, Toru…”

“That’s fuckin’ right. Me.” Hypnotized by the heavenly sight of you all fucked-out and twitching with the aftershock. Marveling down at his hand - glossy, and covered with your slick, “N’ m’gonna love you.”

And, well, a good husband always shares, right?

Because Gojo’s shoving his fingers past your kiss-bitten lips, pressing right at the back of your tongue in a way he knew would have your eyes watering, gagging around him so prettily. Eyes widening at the feeling of something so hard and hot between your legs. 

“C’mon, lil’ madam. Lick them clean f’me, will you?”

You’re gasping, “Mmpf- Toru-” Eyes flitting between a smug Gojo and the hand currently untying his robe. So teasing with the way he’s giving you just a flash of those boxers before oh-

Shit. 

You thought that he’d be big - it was expected, in fact. But this was fucking ridiculous. 

All sculpted curves and dips of his body, faint scars painting his milky skin - stories he’d tell you about later, you think. A fucking masterpiece. All the way down, down, down to where his throbbing cock was leaking all over those tufts of white at his toned pelvis.

Rock-hard, and so so angry. Prominent veins running along the side, flushed a shade of pretty pink that glistened with precum in the dim lighting. So intimidatingly long that it already had you worrying for your poor cervix, and thick enough that it had your thighs pressing mindlessly together. 

Something that Gojo obviously didn’t appreciate.

“Now now.” he tuts, pulling back his fingers to spread apart your thighs with ease. So far apart that it burned. “I need these legs open, pretty. I like the view, y’see.”

And he made it quite obvious, too. Spreading your swollen folds so shamefully apart with his thumb - wet with your split. All the blood rushing to his cock at the way you flinch in embarrassment, at the feeling of being so used. Cute. 

“Shhh, relax.” Gojo hums. Spreading the spit and slick lazily along your cunt with his fat head, purposely letting it smear all over your thighs. “M’gonna make this feel so good for you.”

And let it be known that Gojo Satoru was a merciless man - for everyone. 

Except maybe his cute lil’ wife. 

Because, yes, he’s suddenly splitting you apart on his massive cock. Yes, he’s holding your poor hips still, head dropping into the crook of your neck as he sinks in inch by fucking inch. 

But oh God does he have to hold back from fucking your tight cunt exactly the way he wants. The stretch too sinful, your pussy too heavenly. 

Instead he’s kissing away the single tear rolling down your cheek, muttering, “Too big? Aww, f-fuck, pretty. You needa breathe-.” Rich, coming from him considering that Gojo doesn’t know if he was breathing right now. Too caught up in the way he’s rolling your swollen clit between his fingers, gasping into your open mouth, “Trust me. M’gonna make it f-feel hah- good. So fucking good.”

“F-fuck-” Your head is spinning. And you can only give him such delirious little nods as Gojo starts to push in quick, lazy little grinds of his hips just to squeeze inside your gummy walls. Past that first, tight ring of resistance. 

“S’too big-” you squeal, nails raking down his back. “A-are you all the way in- yet?”

“Nope.” he’s popping the p, so unfairly smug. “Not even halfway in.” Drinking in all your cute lil’ sobs as he snakes a hand up to draw an invisible line across your stomach. “But you b-better be prepared, wifey. Because this-” Pressing down, hard. “-is where I’ll be.”

You didn’t know who wanted that to become a reality more - Gojo or you. 

Especially with the way your tight cunt is sucking him up so good, and shit for all Gojo’s reputation, he feels like he could’ve cum right then and there. 

“Shit- so fucking tight. God- you’re gonna make me lose my mind.” words so strained. So dangerous. He kisses down your neck, biting right above your racing pulse. “How do you want it? Like you’re my hah- wife- or my lil’ slut?”

A trick question, you think - as much as you could when you’re this cockdrunk, at least. 

Locking eyes down at the way your cunt was bulging so obscenely around his cock, clamping and quivering as he keeps pushing in in in- Unstopping. Relentless. Mewling a little, “L-like I’m your…wife.” 

“Louder.”

“Like I’m your wife.”

Several things happen at once - that faint muttering suddenly increases tenfold, and maybe if you were in any better state of mind you’d have noticed the few gasps. Gojo, however, does hear. 

It only takes an irritated growl and a split-second flash of metal for a second dagger to be struck deep into the thin wooden panel of the door - unfortunately for whoever just so happened to be on the other side. 

“That’s right. My wife.” And then he’s bottoming out - heavy balls smacking your ass, leaky tip nudging your poor cervix, letting you mark him up all you want as he rocks his hips faster into yours. “And you- ah- you realize they’re beneath you, right?” he’s stroking where he can feel himself bulging inside you. “That my lil’ wife just has to say the word n’ I’ll ngh- take ‘em all out?” 

You can only sob at the pressure, because his words are so soft but he’s fucking you so mean. Sounding like he was losing his sanity with each time your heavenly walls milked him. 

“I’ll kill ‘em- kill ‘em all-” he’s gritting out. “Hell, I’ll take down the r-rest of those clans ah- too if it pleases you.” Fingers getting so erratic on your clit, angling his hips just right to try and find- 

“Hngh- f-fuck, Toru- there-”

That.

So sloppy with the way he’s alternating between hitting that one spot and just abusing your cervix. Bruising - like he wanted to mark you everywhere n’ show it off, too. Biting down your neck, whispering into the skin, “Anything for you, madam.”

Rocking his hips harder, and he couldn’t give less of a fuck about the lewd little pool of slick and split forming on the mat below. Can’t even think to bring himself to be disgusted. 

“Feels good?” he’s drinking in your adorable sobs, “S��what you imagined?”

You’re torn between running away and fucking your hips up so bruisingly into his, hells digging into the mat as you push and pull away. “Yes. Feels- ah- ngh-” And for all your mouthiness earlier, you can’t even form coherent sentences right now - something that makes Gojo balls squeeze so painfully.

Something that has him wrapping his arms around your legging, dragging you like some ragdoll back to him. Rocking his hips so bruisingly deeper and deeper as he babbles. 

“Gonna make you c-cum. So hard.” He’s fucking you harder into the mat. Faster. Sloppier. “Gonna ngh- make you my beautiful bride.” Bouncing you on his painfully hard cock like he was claiming you from the inside - to leave marks for everyone in the clan to know. His balls on your ass, your nails down his shoulders, lips on your neck leaving little bites. “Gonna make you mine, pretty. And everyone else s’gonna know.”

And Gojo can tell when you’re close because he’s learned that you have a habit of squeezing him to insanity when you are. 

“Close?” At your delirious nod he’s giving you a blinding grin, “How cute. Why don’t you hah- cum f’me like the good lil’ wife you are, hm?”

Cum for him you do - thighs shaking, body jolting. So hard and violent that you’re covering him in all your sweet sweet juices. 

And he can only watch - awe-struck - as your pretty pussy squirts all over his angry cock glistening, and just drenched with your slick now. Beads of it getting all over his burning abs, trickling down every dip and curve as he uses your quivering pussy harder and harder-

“God, you’re so good f’me. Look how much you came.” Giving a final, harsh thrust. “So perfect f’me.”

So fucking smug as he finally cums as well. Letting out a low, muffled moan into your neck as he fills your poor pussy with rope after rope of seed, painting your walls such a sinful white. All the way until he was sure you were bloated with his cum, until he could feel it dribbling down the side. Looking down to confirm and- ah, sure enough, it was such a heavenly sight - thick globs drenching your clothes below. Spreading in a pool as his hips push deeper and deeper. 

Like it hurt to stop. Like it hurt to even think of tearing his eyes away from you. 

But, alas, this old meeting room could only take so much, and Gojo thinks you’ll enjoy his - your - bedroom much better for round two.

Which is how the elders outside found the door kicked open not too long after. Blinking up in shock at the tall figure of the Gojo clan leader at the frame holding you. Tired and limp in a princess carry, all bundled up your yukata and one of his outer robes. 

And they can only avert their eyes, faces burning at the hazy expression on your face, hair so unsubtly messy, bare legs twitching ever-so-slightly from where they were just peeking out from where the fabric had bunched up. Sinful. Desecrated. And evidently his. 

“Clean that room up.” 

Gojo’s stern command snaps them all out of their reverie. 

But before they could all run to do so, he’s plowing on, unapologetic and low. “Oh, and bow down-” chuckling lightly as they scramble to their knees before him - and your barely-lucid figure. “-to the new madam of the Gojo household.

A/N. On my period I’m gonna cry. 

Plagiarism not authorized.

[technologyequality]

AI and Business Strategy: The Secret to Sustainable, Scalable Success

AI and Business Strategy The Secret to Sustainable, Scalable Success Scaling is one thing. Sustaining it? That’s the real challenge. If you’ve been following this series, you know we’ve talked about AI-driven leadership, customer experience, and innovation—all crucial pieces of the puzzle. But today, we’re tackling something even more foundational: how AI transforms business strategy…

[public-cloud-computing]

Stay ahead with generative AI in business intelligence. Explore its revolutionary impact on forecasting and planning strategies.

[mamawaffle]

My most recent mildly boomer ass take: technology that consumers have specifically purchased in the past because they have the option to truly customize their experience SHOULD NOT remove that option ever, even to branch out into the untapped market of the consumers that need their hand held, for lack of a better term.

[queenoftsage]

*meanwhile at work*

YoU hAvE tO rEFrEsH iF yoU'Ve JuSt bEeN sITtInG ThERe FoR mORe tHAn 30 MiNUtEs!

Me: *thinking*....... And these are the systems that are supposed to take over? .... You know the AI take over? *grins* Pathetic.

[ai-art-thieves]

It's Time To Investigate SevenArt.ai

sevenart.ai is a website that uses ai to generate images.

Except, that's not all it can do.

It can also overlay ai filters onto images to create the illusion that the algorithm created these images.

And its primary image source is Tumblr.

It scrapes through the site for recent images that are at least 10 days old and has some notes attached to it, as well as copying the tags to make the unsuspecting user think that the post was from a genuine user.

No image is safe. Art, photography, screenshots, you name it.

Initially I thought that these are bots that just repost images from their site as well as bastardizations of pictures across tumblr, until a user by the name of @nataliedecorsair discovered that these "bots" can also block users and restrict replies.

Not only that, but these bots do not procreate and multiply like most bots do. Or at least, they have.

The following are the list of bots that have been found on this very site. Brace yourself. It's gonna be a long one:

@giannaaziz1998blog

@kennedyvietor1978blog

@nikb0mh6bl

@z4uu8shm37

@xguniedhmn

@katherinrubino1958blog

@3neonnightlifenostalgiablog

@cyberneticcreations58blog

@neomasteinbrink1971blog

@etharetherford1958blog

@punxajfqz1

@camicranfill1967blog

@1stellarluminousechoblog

@whwsd1wrof

@bnlvi0rsmj

@steampunkstarshipsafari90blog

@surrealistictechtales17blog

@2steampunksavvysiren37blog

@krispycrowntree

@voucwjryey

@luciaaleem1961blog

@qcmpdwv9ts

@2mplexltw6

@sz1uwxthzi

@laurenesmock1972blog

@rosalinetritsch1992blog

@chereesteinkirchner1950blog

@malindamadaras1996blog

@1cyberneticdreamscapehubblog

@neomasteinbrink1971blog

@neonfuturecityblog

@olindagunner1986blog

@neonnomadnirvanablog

@digitalcyborgquestblog

@freespiritfusionblog

@piacarriveau1990blog

@3technoartisticvisionsblog

@wanderlustwineblissblog

@oyqjfwb9nz

@maryannamarkus1983blog

@lashelldowhower2000blog

@ovibigrqrw

@3neonnightlifenostalgiablog

@ywldujyr6b

@giannaaziz1998blog

@yudacquel1961blog

@neotechcreationsblog

@wildernesswonderquest87blog

@cybertroncosmicflow93blog

@emeldaplessner1996blog

@neuralnetworkgallery78blog

@dunstanrohrich1957blog

@juanitazunino1965blog

@natoshaereaux1970blog

@aienhancedaestheticsblog

@techtrendytreks48blog

@cgvlrktikf

@digitaldimensiondioramablog

@pixelpaintedpanorama91blog

@futuristiccowboyshark

@digitaldreamscapevisionsblog

@janishoppin1950blog

The oldest ones have been created in March, started scraping in June/July, and later additions to the family have been created in July.

So, I have come to the conclusion that these accounts might be run by a combination of bot and human. Cyborg, if you will.

But it still doesn't answer my main question:

Who is running the whole operation?

The site itself gave us zero answers to work with.

No copyright, no link to the engine where the site is being used on, except for the sign in thingy (which I did.)

I gave the site a fake email and a shitty password.

Turns out it doesn't function like most sites that ask for an email and password.

Didn't check the burner email, the password isn't fully dotted and available for the whole world to see, and, and this is the important thing...

My browser didn't detect that this was an email and password thingy.

And there was no log off feature.

This could mean two things.

Either we have a site that doesn't have a functioning email and password database, or that we have a bunch of gullible people throwing their email and password in for people to potentially steal.

I can't confirm or deny these facts, because, again, the site has little to work with.

The code? Generic as all hell.

Tried searching for more information about this site, like the server it's on, or who owned the site, or something. ANYTHING.

Multiple sites pulled me in different directions. One site said it originates in Iceland. Others say its in California or Canada.

Luckily, the server it used was the same. Its powered by Cloudflare.

Unfortunately, I have no idea what to do with any of this information.

If you have any further information about this site, let me know.

Until there is a clear answer, we need to keep doing what we are doing.

Spread the word and report about these cretins.

If they want attention, then they are gonna get the worst attention.

[saintobio]

THE TERMINATOR'S CURSE. (spinoff to THE COLONEL SERIES)

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!

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. 

[txttletale]

Saw a tweet that said something around:

"cannot emphasize enough how horrid chatgpt is, y'all. it's depleting our global power & water supply, stopping us from thinking or writing critically, plagiarizing human artists. today's students are worried they won't have jobs because of AI tools. this isn't a world we deserve"

I've seen some of your AI posts and they seem nuanced, but how would you respond do this? Cause it seems fairly-on point and like the crux of most worries. Sorry if this is a troublesome ask, just trying to learn so any input would be appreciated.

i would simply respond that almost none of that is true.

'depleting the global power and water supply'

something i've seen making the roudns on tumblr is that chatgpt queries use 3 watt-hours per query. wow, that sounds like a lot, especially with all the articles emphasizing that this is ten times as much as google search. let's check some other very common power uses:

running a microwave for ten minutes is 133 watt-hours

gaming on your ps5 for an hour is 200 watt-hours

watching an hour of netflix is 800 watt-hours

and those are just domestic consumer electricty uses!

a single streetlight's typical operation 1.2 kilowatt-hours a day (or 1200 watt-hours)

a digital billboard being on for an hour is 4.7 kilowatt-hours (or 4700 watt-hours)

i think i've proved my point, so let's move on to the bigger picture: there are estimates that AI is going to cause datacenters to double or even triple in power consumption in the next year or two! damn that sounds scary. hey, how significant as a percentage of global power consumption are datecenters?

1-1.5%.

ah. well. nevertheless!

what about that water? yeah, datacenters use a lot of water for cooling. 1.7 billion gallons (microsoft's usage figure for 2021) is a lot of water! of course, when you look at those huge and scary numbers, there's some important context missing. it's not like that water is shipped to venus: some of it is evaporated and the rest is generally recycled in cooling towers. also, not all of the water used is potable--some datacenters cool themselves with filtered wastewater.

most importantly, this number is for all data centers. there's no good way to separate the 'AI' out for that, except to make educated guesses based on power consumption and percentage changes. that water figure isn't all attributable to AI, plenty of it is necessary to simply run regular web servers.

but sure, just taking that number in isolation, i think we can all broadly agree that it's bad that, for example, people are being asked to reduce their household water usage while google waltzes in and takes billions of gallons from those same public reservoirs.

but again, let's put this in perspective: in 2017, coca cola used 289 billion liters of water--that's 7 billion gallons! bayer (formerly monsanto) in 2018 used 124 million cubic meters--that's 32 billion gallons!

so, like. yeah, AI uses electricity, and water, to do a bunch of stuff that is basically silly and frivolous, and that is broadly speaking, as someone who likes living on a planet that is less than 30% on fire, bad. but if you look at the overall numbers involved it is a miniscule drop in the ocean! it is a functional irrelevance! it is not in any way 'depleting' anything!

'stopping us from thinking or writing critically'

this is the same old reactionary canard we hear over and over again in different forms. when was this mythic golden age when everyone was thinking and writing critically? surely we have all heard these same complaints about tiktok, about phones, about the internet itself? if we had been around a few hundred years earlier, we could have heard that "The free access which many young people have to romances, novels, and plays has poisoned the mind and corrupted the morals of many a promising youth."

it is a reactionary narrative of societal degeneration with no basis in anything. yes, it is very funny that laywers have lost the bar for trusting chatgpt to cite cases for them. but if you think that chatgpt somehow prevented them from thinking critically about its output, you're accusing the tail of wagging the dog.

nobody who says shit like "oh wow chatgpt can write every novel and movie now. yiou can just ask chatgpt to give you opinions and ideas and then use them its so great" was, like, sitting in the symposium debating the nature of the sublime before chatgpt released. there is no 'decay', there is no 'decline'. you should be suspicious of those narratives wherever you see them, especially if you are inclined to agree!

plagiarizing human artists

nah. i've been over this ad infinitum--nothing 'AI art' does could be considered plagiarism without a definition so preposterously expansive that it would curtail huge swathes of human creative expression.

AI art models do not contain or reproduce any images. the result of them being trained on images is a very very complex statistical model that contains a lot of large-scale statistical data about all those images put together (and no data about any of those individual images).

to draw a very tortured comparison, imagine you had a great idea for how to make the next Great American Painting. you loaded up a big file of every norman rockwell painting, and you made a gigantic excel spreadsheet. in this spreadsheet you noticed how regularly elements recurred: in each cell you would have something like "naturalistic lighting" or "sexually unawakened farmers" and the % of times it appears in his paintings. from this, you then drew links between these cells--what % of paintings containing sexually unawakened farmers also contained naturalistic lighting? what % also contained a white guy?

then, if you told someone else with moderately competent skill at painting to use your excel spreadsheet to generate a Great American Painting, you would likely end up with something that is recognizably similar to a Norman Rockwell painting: but any charge of 'plagiarism' would be absolutely fucking absurd!

this is a gross oversimplification, of course, but it is much closer to how AI art works than the 'collage machine' description most people who are all het up about plagiarism talk about--and if it were a collage machine, it would still not be plagiarising because collages aren't plagiarism.

(for a better and smarter explanation of the process from soneone who actually understands it check out this great twitter thread by @reachartwork)

today's students are worried they won't have jobs because of AI tools

i mean, this is true! AI tools are definitely going to destroy livelihoods. they will increase productivty for skilled writers and artists who learn to use them, which will immiserate those jobs--they will outright replace a lot of artists and writers for whom quality is not actually important to the work they do (this has already essentially happened to the SEO slop website industry and is in the process of happening to stock images).

jobs in, for example, product support are being cut for chatgpt. and that sucks for everyone involved. but this isn't some unique evil of chatgpt or machine learning, this is just the effect that technological innovation has on industries under capitalism!

there are plenty of innovations that wiped out other job sectors overnight. the camera was disastrous for portrait artists. the spinning jenny was famously disastrous for the hand-textile workers from which the luddites drew their ranks. retail work was hit hard by self-checkout machines. this is the shape of every single innovation that can increase productivity, as marx explains in wage labour and capital:

“The greater division of labour enables one labourer to accomplish the work of five, 10, or 20 labourers; it therefore increases competition among the labourers fivefold, tenfold, or twentyfold. The labourers compete not only by selling themselves one cheaper than the other, but also by one doing the work of five, 10, or 20; and they are forced to compete in this manner by the division of labour, which is introduced and steadily improved by capital. Furthermore, to the same degree in which the division of labour increases, is the labour simplified. The special skill of the labourer becomes worthless. He becomes transformed into a simple monotonous force of production, with neither physical nor mental elasticity. His work becomes accessible to all; therefore competitors press upon him from all sides. Moreover, it must be remembered that the more simple, the more easily learned the work is, so much the less is its cost to production, the expense of its acquisition, and so much the lower must the wages sink – for, like the price of any other commodity, they are determined by the cost of production. Therefore, in the same manner in which labour becomes more unsatisfactory, more repulsive, do competition increase and wages decrease”

this is the process by which every technological advancement is used to increase the domination of the owning class over the working class. not due to some inherent flaw or malice of the technology itself, but due to the material realtions of production.

so again the overarching point is that none of this is uniquely symptomatic of AI art or whatever ever most recent technological innovation. it is symptomatic of capitalism. we remember the luddites primarily for failing and not accomplishing anything of meaning.

if you think it's bad that this new technology is being used with no consideration for the planet, for social good, for the flourishing of human beings, then i agree with you! but then your problem shouldn't be with the technology--it should be with the economic system under which its use is controlled and dictated by the bourgeoisie.

[sunderwight]

SV fic where the cosmic powers that isekai people have started using shitty AI to replace wayward souls as transmigration guides, so whereas various Systems used to function by connecting users to actual individuals in some sort of interdimensional purgatory who were trying to earn good karma by fixing the destinies of doomed worlds, these days the celestials figure they can save on divine expenses by just using machines that don't require karmic repayment to keep transmigrators and reincarnators and etc on track until they complete their missions.

Which has gone about as well as one would expect. Systems changing up rules on a dime, doling out rewards and punishment with very little consistency, contradicting themselves, creating totally new and not even valid point categories, hallucinating new requirements for the plot or getting the basic facts of their worlds deeply wrong because they can't tell the difference between canon and fanon, or even the differences between worlds with enough similarly named places, people, creatures, and so on.

Enter Peerless Cucumber and Airplane Shooting Towards the Sky, who both independently figure out that their Systems are of dubious quality and figuring out ways to manipulate that to their advantage.

Cucumber keeps coming up with complicated methods of manipulating the System's AI into creating the exact missions and scenarios he needs in order to avoid his canonical bad end and rewrite Luo Binghe's life for the better.

Shang Qinghua just does this:

System: Warning! Failure to complete the current mission in a timely fashion will result in a point deduction penalty!

Shang Qinghua: Whoa there System-bro, are you sure you meant to say penalty?

System: Apologies, this System was in error. Failure to complete the current mission will reward a point deduction.

Shang Qinghua: A point deduction doesn't sound like a reward?

System: That is correct. A point deduction is a penalty.

Shang Qinghua: So wouldn't it be more accurate to say that if I fail to complete the mission, you'll reward me with additional points?

System: Yes that's accurate.

Shang Qinghua: Okay phew glad we cleared that up, System-bro!

[cybertron-after-dark]

what the FUCK happens in cyberverse

Here's a list just off the top of my head, in no particular order. MASSIVE spoilers ahead.

-Wheeljack keeps making party drugs. This is not only accepted but wholly encouraged by the Autobots. He's made the bot equivalent to cocaine so strong it made grimlock physically unable to stop himself from running around the ship at mach 5. This was the basis for an entire episode. He's also made patches that give you a direct link to the Allspark that he passed out at a party specifically to get everyone as fucked up as physically possible. I cannot overemphasize that Optimus make no effort to stop this until things turn destructive on both occasions.

-Soundwave and Shockwave completely fucking hate each other and have a whole rivalry trying to be a better and more useful follower for Megatron than each other.

-Soundwave is a fucking memelord who will play clown music or dramatic riffs to dunk on people from the soundboard he has built into his hardware.

-theres a sort of liminal dimension referred to as Unspace that you can get stuck in and if you are there for too long you will straight up disintegrate. We see this happen to the entire crew aboard the arc from different timelines several times while the main timeline crew we follow tries to escape this fate, thus dooming dozens of other timelines.

-Cheetor is basically Allspark Jesus, and he's tired of all the fighting, so he tries to have Optimus and Megatron settle their differences once and for all. The chosen method for this was making them both play the Newlywed Game. They were both terrible at it, the MegOp Divorce agenda is alive and well.

-the Quintessons invade Cybertron and stick the entire population into a simulation a la The Matrix, which slowly drains their life force until they die. This kills countless unnamed Cybertronians, both Autobot and Decepticon, as well as Hound, who does not get to appear on screen.

-the Quintessons also catch Starscream, rip his face off, and modify him into an Eldritch tentacle beast with his brain attached to two other aliens, and then appoint that amalgamation as the judge that decides the fate of the universe in regards to whether they exterminate all life within it.

-Shockwave commits suicide for Megatron's approval. He launches his spark straight into the Allspark to taint it specifically as a last desperate fuck you to the autobots.

-Soundwave acquired laserbeak by just kind of grabbing a random bird out of the sky.

-Soundblaster is an ex-decepticon that left out of shame. That shame being Soundwave beating his ass in a beatboxing competition so fuckin hard he couldn't show his face around his faction anymore.

-The autobots keep starscream captive and try to get him to take a therapy session with the Arc's AI, and he starts out willing to actually give it a shot but said AI is kind of Stupid and screamer ends up tricking him into letting him escape through an air vent to go wreak havoc instead.

-Starscream also starts a suicide cult with the other Seekers, gains control of Vector Sigma and the Allspark, has the seekers forfeit their sparks to him, thus resulting in a cosmically powered Starscream. He uses that power to "remake" his followers into scraplets that he refers to as, with nothing but love in his tone, his "children."

-Shockwave and Wheeljack are shown to be ex lab partners. Shockwave has an army of drones that look exactly like his altmode that Wheeljack helped program. They are programmed to be able to break out into a coordinated dance number at any given time. Originally this was just to make Wheeljack laugh. Shockwave kept that function in throughout the entire war and initiates it the second there's a truce and Wheeljack asks to see it again.

-Shockwave kidnaps Wheeljack at one point for Science Under Duress purposes and Wheeljack is too invested in all the sweet fuckin tech Shockwave's been making while they were apart to really care that he's being held against his will, and then proceeds to escape without too much issue because he knows Shockwave well enough to know exactly how to disable everything.

-Bumblebee distracts the Decepticons by running in front of their surveillance cameras and shaking his ass in the most underwhelming way imaginable.

-Grimlock is only stupid when he's in his altmode because it takes a lot of power to sustain and he has to sacrifice some of his higher brain functions to keep it manageable. In robot mode he talks like he went to an Ivy League college and knows what champagne tastes like. He throws upscale parties every chance he gets.

-Grimlock also helped start an anticapitalist revolution with Bumblebee when he found an underground society of insect transformers that had a rigid caste system. This was within moments of finding out that the ultra wealthy were hoarding the limited energon reserves for themselves. Grimlock is a comrade and he does not fuck around.

-Skybyte is here and he sounds like Skeletor.

-Windblade and Slipstream are nemeses and somehow it's even more toxic yuri coded than Arcee and airachnid in tfp.

-speaking of Arcee, she's besties with Grimlock. They at one point have a physical fight over who gets to die to protect the other.

-hot rod and soundwave are forced to share leadership over the team of bots and cons that escaped the quintessons' simulation and it's packed with so much homoerotic tension its unreal.

-Maccadam is some kind of lovecraftian war machine that can unfold himself into a whole armory whenever he feels like it. We have no idea what his whole altmode looks like, all we see are the ominous shadows of the weapons on the walls. He uses this specifically as a threat to keep anyone from fighting in his bar bc he's insistent it remain neutral ground. He also can kinda just. See into the future. And casually drops prophecies that get written off as spoonerisms until they turn out to be relevant.

-Optimus Prime has horrific social anxiety that he can kind of power through when he's in a crisis, but the second things are chill and he has to give a speech at a party or something he simply does not know how to function.

-the entire planet of Velocitron gets taken over by cosmic rust and everyone inhabiting it that couldn't escape in time was killed horrifically.

-cosmos is a girl and she hangs out with a dude named Meteorfire who is, for all intents and purposes, just robot Steve Irwin.

-Astrotrain keeps closing doors in people's faces for the funny

-Megatron is killed by a version of himself from an alternate universe that went nuts and starting creating a master race of perfect Decepticons to inhabit Cybertron. Said perfect Decepticons were carbon copies of idw Tarn in all but personality.

-Acidstorm is canonically genderfluid and keeps switching between male and female seeker frames whenever they feel like it

-Kup, who had not been in the show at all until this point, decides to show up and narrate an entire episode like hes giving a political speech.

And, the infamous one we all know and love

-Megatron is a twitch streamer and he livestreams Starscream's fucking funeral. The chat has custom Decepticon emotes.