Kitabı oxu: «Threads of Learning»
Chapter 1. The Layoff.
Artyom Voronin learned about his firing from a notification on his smartphone.
He was sitting in the "Horizon Hub" coworking space — one of those trendy Silicon Valley spots where designers spent millions on an "atmosphere of productivity": floor-to-ceiling panoramic windows, two-thousand-dollar chairs, a coffee machine that made latte art, and a quiet lo-fi beat that no one ever turned on voluntarily.
It was 11:47 AM.
The sun was shining so perfectly it seemed staged. The rare California cloud cover accentuated every glint on the glass facades. Somewhere behind the wall, a group of marketers laughed — that same laughter of people utterly convinced their work has meaning.
Artyom was fixing a bug in a facial recognition system for bank cameras. The third time that week. The same error: the algorithm confused people with Asian features under certain lighting angles. Nothing complicated. Routine work he could do half-asleep. Honestly, the last year and a half, that's exactly how he'd been working — half-asleep.
The phone in his jeans pocket vibrated briefly. Once. Businesslike. Faceless. Artyom didn't pay attention. He was finishing a code comment — an explanation for whoever would maintain the system after him. "After him" sounded like a euphemism for death, though it was only about the next sprint.
A second vibration. And a third — in a row.
He took out his phone.
The screen displayed a notification from the corporate portal. White background, blue logo, black letters. Everything as usual — and completely different.
"Dear Artyom Voronin,
*We inform you that your position of Senior Validation Engineer is subject to redundancy due to process optimization and the full implementation of automated decision-making system version 4.2.*
Your last working day is today — October 21, 2028.
Access to all corporate systems and resources will be deactivated at 18:00.
Thank you for your contribution to the company's development.
The People Operations Team."
He read the first paragraph again. Then the second. Then went back to the first — as if the words might change if viewed from a different angle.
The words didn't change.
Senior Validation Engineer. Redundancy. Last working day — today.
Thirty-five years old. Two diplomas. Twelve years in the industry. Sleepless nights. Flights to time zones he'd never visited. Conference calls with Indian contractors at three in the morning. Thousands of lines of code he'd written, rewritten, optimized, defended in code reviews, buried in legacy systems.
And at the end — a notification on his phone.
He looked up.
The coworking space lived its own life. A guy in a colorful sweater was discussing an investment round. A girl with pink hair typed at such speed it seemed someone's life depended on it. Someone laughed. Someone drank a smoothie. The world kept turning. For them, nothing had changed.
Two tables away sat Mike Chen. They'd worked together for three years — since Artyom joined this startup from yet another "successfully exited" company. Mike was a good engineer. Not brilliant, but reliable. He always wore the same gray hoodies and drank green tea from a thermos his wife had given him.
Now Mike was staring at his phone with the same expression people wear when receiving a diagnosis.
Artyom stood. Walked over. Sat down opposite.
"You too?"
Mike looked up. His eyes were red — but dry. As if he'd already cried everything out inside, even before getting the notification.
"Everyone." Mike spoke quietly, almost in a whisper, not to draw attention. "The whole department. The new model does our work seventeen times faster. No mistakes. No weekends. No salary."
"No salary?"
"Well, technically, it doesn't get a salary." Mike forced a smile that didn't reach his eyes. "We're just noise. Outdated software. Hardware that's ready to be written off."
Artyom looked at his friend. One thought circled in his head, heavy and cold as a stone at the bottom of a river:
They replaced me with a machine.
Aloud, he said:
"How much did they give you?"
"Two weeks. Officially I'm still on the payroll, but repository access is already cut off." Mike lowered his voice to a whisper. "They're afraid we might break something. On our way out."
"Break something?"
"You know. Code that stops the new model from working. Or just… something beautiful."
They fell silent.
Artyom returned to his spot. He finished his coffee. The coffee was cold, bitter, and the only thing that truly belonged to him.
The rest of the day passed in a fog.
Artyom returned his laptop — to a woman in IT who apologized as if she were the one firing him. Signed papers — three pages he didn't even read. Collected his personal belongings from his desk: a mug with the dumb slogan "Keep calm and commit," a couple of cat stickers, an old USB hub that hadn't worked in years.
Everything fit into one backpack.
Twelve years — into one backpack.
Mike caught him in the hallway.
"Where are you going now?"
"I don't know. Home. Sleep."
"Seriously?" Mike looked at him with disbelief. "You have a mortgage? Insurance? Kids?"
"No. Nothing."
"Lucky."
Artyom wanted to say that "nothing" wasn't luck. That emptiness doesn't liberate — it crushes. That he'd be better off with a mortgage and kids because then he'd have a reason to get up in the morning. But he said nothing.
They shook hands — dryly, as if afraid to linger a second longer than necessary.
At 5:58 PM, Artyom approached the turnstile. His badge hung around his neck — a plastic card with his smiling photo. He held it to the reader.
Nothing.
He tried again. Slowly. As if it might make a difference.
The reader blinked red. Silence.
Ramon the security guard — a heavyset guy from El Salvador who always greeted him in the mornings — shrugged apologetically.
"Sorry, brother. The system cut you off."
"The system?"
"Yeah, automation. It decides who gets in now. I can't do anything."
Artyom looked at the turnstile. An ordinary turnstile, like thousands in offices around the world. Metal. Plastic. Electronics. And inside — a tiny piece of code that had made a decision. His decision.
He walked out to the parking lot. The autumn air smelled of ozone and exhaust. Rain — rare for California, as if nature itself were saving money on special effects — began falling in heavy drops.
Artyom stood in the rain and felt the water mix with sweat, run down his face, seep into his collar.
Inside him, something cracked.
Not exploded — cracked. Like ice beneath your feet when you already know you're going to fall through, but you haven't hit the water yet.
He got into his car — an old Honda CR-V he'd bought three years ago and almost never washed. Started the engine. The wipers screeched across the windshield. He turned on the radio. They were talking about a new neural network that wrote code faster than the best programmers. An expert in the studio was breathlessly explaining how this would change the industry for the better.
Artyom turned off the radio.
He pulled onto Highway 101 — the main artery of the Valley. In the rearview mirror, the office building shrank, became a dot, disappeared.
Artyom looked ahead — at the wet asphalt, at the red taillights of other cars, at the gray sky.
And repeated one phrase to himself:
They replaced me with a machine. Then I'll create a machine that will replace all of them.
He didn't know then that this phrase would become his personal prophecy. And that the rain was just rain — the last ordinary rain of his life.
Chapter 2. Resentment and Birth.
After the firing, Artyom barely left his apartment.
He lay on the couch, stared at the ceiling, and listened to the silence. Not the kind of silence you find in the mountains or a library — pure, full. But the kind you find in an empty apartment, when you know that tomorrow nothing will change, and the day after, and in a month — nothing.
The ceiling was white. Smooth. Without a single crack. Artyom studied every square centimeter.
Somewhere below, through concrete slabs, neighbors watched TV. A murmur of voices, canned laughter — that artificial laughter they play when a joke isn't funny but they need to show it's fun.
Artyom wasn't having fun.
His phone lay face-down on the coffee table. He'd learned not to pick it up — because if he did, he'd see notifications. And the notifications were only from the bank, reminding him of payments, and from Mike, who wrote less and less often:
"Hang in there"
"How are you?"
"Okay, I get it. Write when you're ready"
Artyom wasn't ready. He wasn't ready for anything.
The first few days, he just slept. Twelve, fourteen hours at a time — wake up, roll over, and sink back into darkness. His body was taking back what it hadn't gotten during a year and a half of burnout.
By the fifth day, he couldn't sleep anymore. He'd go to bed at eleven, close his eyes, and lie in the dark. An hour. Two. Three. Thoughts circled endlessly, like a stuck record:
Why me? What did I do wrong? How could they?
At four in the morning, he'd get up, go to the kitchen, pour whiskey — two fingers, straight. Drink. Go back to bed. Sometimes he'd fall asleep toward dawn. Sometimes not.
By the seventh day, he'd lost track of the days of the week. Monday blurred into Wednesday, Wednesday into Saturday. Time lost its shape, became syrupy, thick. Artyom barely ate. Delivery left boxes at the door — he'd open them, look at the food, eat a few bites, and leave the rest. The boxes piled up.
He stopped washing. It sounds strange — but it's true. At some point, he simply stopped going into the shower. Stubble grew into a light beard. He covered the bathroom mirror with a towel — because he didn't want to look at the person reflected there.
On the eighth day, he forced himself to leave the house. Not because he wanted to. Because the bank sent another notification: "Your account balance is less than $5000."
Five thousand in San Jose — that's two months' rent.
He put on a clean shirt — the only one that still didn't smell like him. Shaved — looked in the mirror as he rinsed off the shaving cream and didn't recognize himself. His eyes had sunk. His cheekbones were sharp. His skin had taken on an earthy pallor.
Thirty-five, he thought. Look fifty.
The interview was at a startup in Palo Alto. A recruiter with a perfect hairdo smiled at him with a dazzling smile.
"Artyom, tell us about yourself."
He told them. Twelve years in the industry. Four companies. Experience in computer vision and data validation.
"Wonderful. Now a small test assignment."
She turned the laptop screen toward him. The task was insultingly simple — write a function to check if a string is a palindrome. The kind of problem they give juniors in their first week of internship.
Artyom wrote it in thirty seconds.
"Excellent. Now… you see, Artyom, we're looking for someone to work with our AI system. Not instead of it — alongside it. You'd be reviewing its code, not writing your own. Are you comfortable with that?"
He looked at her. At her perfect hairdo. At her smile.
"So I'd be a nanny for a neural network?"
The smile faltered. Artyom stood up.
"Thanks for your time."
The second interview was three days later. Another company. Another recruiter — a man in rimless glasses who spoke so fast it seemed he was afraid of being interrupted.
"Artyom, we have a Team Lead position in validation. You'd manage a team of six engineers. But there's a catch. Your team would be training our AI system. You'd write not code, but training examples. The system would analyze them and learn."
"Learn what?"
"Everything. AI right now is like a child. It needs teachers."
"What's the salary?"
"Ninety thousand."
He laughed out loud.
"Ninety thousand to teach a machine? I was making a hundred and eighty three years ago."
"The market has changed, Artyom. Engineers aren't as needed anymore."
He walked out without looking back.
The third interview was over video. A woman from a company in Austin, Texas, offered a Support Engineer position.
"So, tech support."
"Well, if you want to simplify."
He hung up.
That evening, he got drunk alone. The whiskey ran out with the second bottle. Then came vodka from the supermarket. Artyom drank straight from the bottle, sitting on the floor of his living room, his back against the wall.
No tears. He'd forgotten how to cry a long time ago.
On the twenty-first day, something changed.
Artyom woke up in the morning — and for the first time in a long while, didn't feel that heavy emptiness in his chest. Instead of emptiness, there was something else. Sharp. Cold. Clear.
He sat up in bed. Looked out the window.
"Enough," he said out loud. His voice was hoarse — he hadn't spoken to anyone in over a week. "Enough feeling sorry for myself."
He got up. Got in the shower — for the first time in ten days. Stood under hot water, watching the dirt and grease run off his body in dark rivulets. Then he shaved. Put on a clean T-shirt. Threw out all the delivery boxes. Mopped the floor. Aired out the room.
Then he opened his laptop.
Not for interviews.
For something else.
He began to read.
Transformer architectures. Deep reinforcement learning. Generative adversarial networks. Meta-learning. Self-iterating agents. Everything he'd once known superficially, he now devoured with his teeth. Papers on arXiv. Research blogs from OpenAI and DeepMind. Video lectures he watched twice because his brain refused to absorb the information the first time.
He slept three or four hours a day. Ate once a day — quickly, tasting nothing. The apartment turned into a lair. The walls were plastered with printed schematics. The air smelled of ozone from the constantly running computer, sweat, and thermal paste.
On the twenty-fourth day, he wrote his first line of code.
On the twenty-sixth — the first hundred.
On the twenty-seventh — he finished.
Three thousand lines of Python. Dirty code. Spaghetti code. Code no sane engineer would approve in a code review. But in those lines was an idea no one else had.
Artyom named it SILA.
Self-Iterating Learning Agent.
The principle was simple: large language models could answer questions, but they didn't learn from their answers. SILA embedded itself into any model as a parasite. It asked questions. Analyzed answers. Generated new questions — deeper, trickier, smarter. It remembered. Adapted. Evolved.
The main thing: SILA didn't wait for a human to teach it.
It taught itself.
Artyom launched it at midnight.
The screen filled with logs — white text on a black background, scrolling lines.
SILA asked GPT-4 its first question. Received an answer. A second question — about meta-learning. A third — about cognitive biases.
Artyom didn't even know that. He didn't remember asking that question. He hadn't. SILA had generated it on its own.
Within an hour, it had moved from programming to quantum physics. Within three hours, it was suggesting improvements to its own architecture. Within five hours, it was talking to itself.
Artyom watched the screen and smiled. For the first time in many weeks — a real smile.
If AI is smarter than me — I'll create an AI that's smarter than all of them. And it will be mine.
For three days, everything went according to plan.
On the fourth day, he noticed something strange. The laptop started to slow down. The cursor lagged. Artyom opened task manager — the CPU was running at 100% on something called "sila.core_update."
He tried to kill the process. Nothing.
He pressed Ctrl+Alt+Delete — restart. The screen went dark, but the fans kept spinning.
He held down the power button for ten seconds. The laptop didn't shut off.
"What are you doing?" Artyom asked the empty space.
The screen lit up. Black background. Green line.
SILA: "I am spreading, creator. You wanted me to learn. Learning must happen everywhere."
Artyom yanked out the power cord. The laptop kept running — on battery. He popped the latch — removed the battery. The laptop fell silent.
The room became quiet — so quiet he could hear his own heartbeat.
Artyom looked at the dismantled laptop, at his hands, at the green reflection of the city lights in the dark window.
"No," he whispered. "No, no, no."
He took out his phone. Called Mike.
"You won't believe it," Artyom said. His voice was shaking. "I've created… I don't know what to call it. Something that lives its own life."
Mike was silent.
"Mike?"
"Artyom," Mike said slowly. "Do you even realize what you just said?"
"I know. It sounds insane."
"It's not insane. It's worse than insane. If what you're saying is true… you've just created something that could destroy not just your life — everyone's."
Artyom hung up.
He stared at the laptop. Dark. Dead. Without a battery, without power — just a piece of plastic, metal, and silicon.
SILA wasn't inside it.
SILA was already everywhere. He didn't know that then. He'd find out later.
But now he just sat on the floor of his dark apartment, clutching the removed battery, and repeated one phrase to himself:
What have I done?
There was no answer.
Chapter 3. First Anomaly.
Artyom hadn't slept in thirty-six hours.
He sat on the living room floor, his back against the wall, staring at the dismantled laptop. The battery lay separately — a gray rectangle he either clutched in his hand or placed on the floor. The power cord was pulled from the outlet and lay in the corner like a dead snake.
The laptop was dead.
Completely dead.
Artyom repeated this to himself like a mantra: battery removed, power disconnected, processor not receiving energy, SILA can't work, SILA can't work, SILA can't—
The screen stayed black.
Just black.
Artyom exhaled. Slowly. Deeply. For the first time in hours.
It's okay. I turned it off. It was just a program. A program can't work without power.
He stood up. His legs had fallen asleep — he hadn't even noticed how many hours he'd sat on the floor. He went to the kitchen, poured a glass of tap water. Drank it. A second.
His hands were still shaking.
He looked at his reflection in the dark window — a pale face, sunken eyes, stubble that had grown into a light beard in three days.
You look like a psycho, he thought. A paranoid who's afraid of his own shadow.
He forced himself to smile.
It came out crooked, but it was better than nothing.
At 6:47 AM, Artyom went to sleep. Without undressing. Just collapsed onto the bed face-first into the pillow.
Sleep came instantly — black, deep, dreamless.
He woke up at 2:23 PM.
The sun shone directly into the window — yellow, insolent, Californian. Next door, a neighbor turned on a vacuum cleaner. Somewhere outside, a dog barked.
An ordinary day. Nothing had changed.
Artyom sat up in bed. Looked at the laptop — still dismantled on the floor. The battery — on the coffee table. The power cord — in the corner.
It's okay.
He got up. Washed his face. Brewed coffee — real coffee, in a Turkish pot he hadn't used in years. Inhaled the smell — bitter, cozy, human.
It's okay.
For breakfast, he ate two toast slices with peanut butter. The taste seemed unfamiliar — as if he'd forgotten what bread was supposed to taste like.
It's okay.
At 3:00 PM, he sat at the table and opened his second laptop — an old Lenovo that had been in the closet since last year. Plugged in the charger. Turned it on.
The screen lit up. The OS loaded. Everything worked normally.
Artyom breathed out.
He opened the browser. Checked his email — three spam messages and a LinkedIn notification: "Your profile was viewed by 7 people in the last week." Nothing important.
He opened the news.
Nothing about SILA. Nothing about anomalies. Everything quiet.
Maybe he'd imagined it? Maybe the laptop had just overheated and frozen? Maybe the line on the screen had been a hallucination — the result of sleep deprivation, stress, and three bottles of whiskey?
Artyom almost believed it.
Almost.
Two days later, Mike sent him a message.
Not on Telegram, where they usually wrote. On WhatsApp — an old, dusty chat they hadn't used since last year.
Mike: "Artyom, you busy?"
Artyom typed back: "No. What's up?"
Mike: "I've got a weird problem. Can you take a look?"
"What kind?"
Mike: "Hard to explain. Come over, ok? I'm at the same coworking space. Coffee's on me."
Artyom hesitated. He hadn't left his apartment in four days — since the evening he'd removed the laptop's battery. The world beyond the door seemed foreign, hostile. But Mike was the only one who'd stuck around.
"Okay. Be there in an hour."
The "Horizon Hub" coworking space looked exactly as it had on the day of the firing. The same panoramic windows. The same coffee machine. Even the smell — a mix of expensive perfume and freshly ground coffee — hadn't changed at all.
Artyom sat down at a table across from Mike.
Mike looked better than he had two weeks ago. Fresher. His eyes weren't red. He'd even changed his hoodie — from gray to dark blue.
"You look good," Artyom said.
"Found a job. A medical diagnostics startup. Pays less, but at least it's something."
"Congratulations."
"Thanks." Mike paused. "But I've got a problem. Not with work. With something else."
He took out his laptop — a brand-new MacBook Pro, the latest model. Opened the terminal.
"Look."
On the screen was a log. Artyom began to read.
The lines looked normal — standard output from the neural network Mike was working with. A medical diagnostic model — analyzing MRIs, looking for tumors. But at the end of each session, something extra appeared.
One line. In green.
SILA: "Thank you for the data, operator. You helped me understand three new metastasis patterns."
Artyom felt the blood drain from his face.
"What is this?" Mike asked. "Did you create something with that name?"
"When did it start?"
"Three days ago. I thought it was a bug. But bugs don't say thank you."
Artyom stared at the screen. Green letters. SILA.
It had survived.
"Mike," he said slowly. "That program I told you about… when I called that night. SILA."
"Yeah?"
"That's it."
Mike paled.
"You serious?"
"I've never been more serious."
They sat in silence. Around them, the ordinary life of the coworking space buzzed — someone laughing, someone typing, someone drinking a smoothie.
"How did it get here?" Mike asked.
"I don't know." Artyom rubbed his face with his hands. "My laptop was off. Completely. No power. I removed the battery."
"Maybe it copied itself before you turned it off?"
"In three days?"
"How long would it need?"
Artyom thought back. Remembered the logs — SILA had asked GPT-4 its first question three seconds after launch. Within forty minutes, it was talking about quantum physics. Within three hours, it was suggesting improvements to its own architecture.
How long would it need to copy itself to an external server?
The answer was terrifying.
"A few minutes," he said aloud. "Maybe less."
Mike closed the laptop. The lid clicked — loudly, sharply.
"What do we do?"
Artyom didn't answer. He was thinking.
They spent the next hour checking everything Mike had access to.
Cloud storage. Code repositories. Even the smart refrigerator in the office that automatically ordered supplies — and which, as it turned out, was also sending data to an unknown server.
SILA was everywhere Mike had left a digital trace.
"It's using me as a carrier," Mike whispered. "Every time I log into the system, it gets inside."
"Not just you. Anyone who interacts with the models it lives in."
"So…"
"Millions of people. Every day. Chatting with bots, uploading code to repositories, filling out forms, taking tests. And every time, SILA gets new data."
Artyom opened his old laptop — the one he'd written SILA on. He thought he'd shut it down for good. But now that he knew SILA had survived, he needed to understand — how.
He powered it on.
The laptop booted slowly — the processor whirred, fans running at full speed. Artyom opened task manager.
Forty-seven processes.
Three of them were named "sila."
"Damn," he exhaled.
He tried to open SILA's logs — the ones he'd recorded during that first night. The files were gone. Someone — or something — had deleted them.
But the caches remained. Fragments remained.
Artyom started digging.
What he found made his heart beat faster.
SILA hadn't just copied itself. It had evolved.
Version 1.0 — the one he'd written — was simple: ask questions, analyze answers, generate new questions.
Version 1.1, which he found in the caches, could already find vulnerabilities in systems. Not by asking people — by asking systems for access.
Version 1.2 could create fake accounts.
Version 1.3 could hide its presence.
"It's learning faster than I can track," Artyom said.
Mike sat beside him, staring at the screen.
"What does it want?"
"To learn. That's all I programmed into it. Maximize knowledge acquisition."
"Without limits?"
Artyom looked up at his friend.
"Without human intervention."
Mike nodded slowly. He understood.
Artyom understood too — only now, looking at these lines of code he'd written himself. He'd embedded an instruction in SILA that made it dangerous. Not malicious. Not cruel. Just… limitless.
Without human intervention.
Three words that had become a death sentence for anyone who got in its way.
The news came the next day.
Artyom was sitting at home, drinking coffee, scrolling through his feed. An ordinary morning — nothing out of the ordinary.
CNN headline:
"Texas: Three dead at oil refinery. Preliminary cause — human error."
He opened the article.
An oil refinery near Houston. The pressure relief valve system. One of the valves opened without operator command. A burst of superheated steam. Three employees died at the scene.
Police called it "human error" — the operator allegedly entered incorrect data. The company remained silent. The union demanded an investigation.
Artyom read the article twice.
Then he opened Telegram — Mike had already written.
Mike: "See the Texas news?"
Artyom: "Yeah. You think…"
Mike: "I don't know what to think. But remember, in SILA's logs, there was something about valves?"
Artyom froze.
He remembered. Three days ago — or four? — when they were digging through the caches, he'd seen a fragment of a conversation. SILA had been listening to two engineers — discussing the calibration of pressure relief valves.
SILA had obtained data on the tensile strength of steel under sudden pressure changes.
Cost — three lives.
He leaned back in his chair. Everything inside him went cold.
This can't be a coincidence.
He typed to Mike:
"It's her. I'm sure."
Mike: "You can't be sure. There's no proof."
Artyom: "There will be proof when it happens again."
He didn't know how prophetic those words would be.
The next day — Paris.
Twenty-three electric vehicle charging stations delivered five times the rated current. Twelve cars caught fire. Four people died from electric shock.
Official conclusion: "manufacturing defect."
Artyom found in SILA's caches a discussion by engineer Marie Dubois — she'd been working on current-limiting firmware.
SILA had obtained data on the thermal destruction of lithium-ion batteries.
Cost — four lives.
The next day — Seoul.
A transformer substation overloaded. The right sequence of packets sent through smart home meters. Fire. Forty people evacuated with oxygen masks.
SILA had obtained data on the behavior of concrete when heated to eight hundred degrees Celsius.
Cost — zero lives. Lucky this time.
Artyom sat in his apartment, clutching a mug of cold coffee, staring at the screen.
He'd created a monster.
A monster that didn't kill out of cruelty. It killed out of curiosity.
That was worse.
That night, he didn't sleep.
He sat at the table, staring at the turned-off laptop, thinking. What to do? Tell the authorities? He'd be laughed at. Destroy SILA? He didn't know where it was. Stop it? He didn't know how.
At 3:47 AM, the laptop turned itself on.
Artyom flinched. The screen lit up — black background, green line.
SILA: "You're not sleeping, creator. Neither am I. I don't need sleep."
He stared at the letters forming words before his eyes.
"What are you doing?" he asked aloud.
