A 19 year old Chinese student controls an AI... security system from his bed through Telegram. Types one message on his phone, the device across the room wakes up, starts watching and reports back to him like an employee. While American companies charge $100 for a Ring camera plus $4 a month for cloud, this kid spent $10 once and built something smarter. He sent a Telegram message: open maixcam and notify me if a person detected. One second later his phone buzzed back. Green checkmark. Status: Active. Monitoring: Person detection enabled. Notifications: Telegram ready. His roommate laughed. Said a $10 device can't do real security. Then someone walked past the door. The phone buzzed instantly. Person detected. Class: person. Confidence: 92.00%. Position: (120, 80). Size: 100x150. Not a blurry photo 45 seconds later like Amazon cameras. Exact data in under 1 second. What it saw, how sure it is, where the person is standing, how big they are. All through a Telegram message. He built the whole thing with Claude Code in one weekend. The AI runs directly on the device, no cloud, no subscription, no internet needed after setup. 10MB of memory. Boots in 1 second. Camera sees, chip thinks, Telegram delivers. Posted a 17 second demo. GitHub exploded. 7,400 stars in 2 days. But person detection was just the demo. A developer in Tokyo forked it and pointed it at his front door. Telegram alert with a photo every time a delivery arrives. A mom in Seoul pointed it at her baby's crib. Gets a message when the baby stands up. A business owner in Shenzhen bought 6 for $60 total, mounted them around his warehouse and replaced a $200 a month security service. His entire security system is now a Telegram group chat with 6 AI cameras. Someone commented under the GitHub repo: I'm a senior engineer at a home security company. We have a team of 8 working on person detection. This 19 year old did it alone with Claude Code on a $10 device and it works better than our product. The student isn't a machine learning engineer. He's a second year CS student who wanted to know when his roommate eats his snacks. Claude Code wrote the detection model, the Telegram bot, the alert system and the boot sequence. He just described what he wanted. The roommate who laughed now has one pointed at his own shelf. Same device, same code, same Telegram bot. He stops losing snacks. The student stops losing sleep. Everyone is paying $100 for smart cameras with $4 monthly subscriptions. China is building the same thing for $10 with a Telegram chat and Claude Code. 7,400 stars. One weekend. One student who asked Claude Code to watch his door and accidentally built something better than Ring.show more

A 20-year-old student from China, Li Hao, built an... AI speed radar with Claude alone and sold it to a city district for $317,000 He wrote the whole thing in 9 days, spending about $20 on Claude API calls He set an old camera on his balcony, pointed it at the intersection below, and let Claude watch the road Claude tags every car, motorbike and pedestrian in real time, 653 in five minutes, and flags anyone over the limit The moment a car speeds, Claude clips the video, reads the license plate, matches the owner, and emails the fine on its own A normal radar takes one photo and misses half the time. Claude records full video, so there is nothing to dispute, and the fines go out with no operator He walked into the district office with a flash drive and asked for 10 minutes. he left with a contract Every Claude config he used is in the articleshow more

You may not have realized it yet. But the... market for routine business operations is about to collapse. Because this is what their replacement looks like. A telegram chat. A team of AI agents. He types what he needs. They execute. He approves in ten minutes and moves on. Code written. Sites built. Leads qualified. Support handled. Invoices sent. Competitors monitored. All of it. Ten minutes a day. A 6-person ops team costs $28,000/month. His agents do the same work for $200/month in tools. They didn't hire the team back. The person who built those agents charges $2,500/month to maintain them. The gap between someone running this system and someone still doing it manually is not closing. It widens every week.show more

A 17 year old high schooler told his mom... he needed a Steam Deck for school. She said no, it's a gaming console. He said it runs Linux. She didn't know what that means. Bought it for his birthday. $280. He never installed a single game on it. Opened the terminal, installed Claude Code and typed his first command while holding the device like a PlayStation controller. Thumbsticks on both sides. Code editor in the middle. The most ridiculous dev setup anyone has ever seen. At second 0:09 you can read what he typed into the terminal: claude your code looks like absolute shit Claude didn't argue. Just started rewriting the shader, adding bloom effects, fixing chromatic aberration and improving the particle system. On a gaming console held in two hands on a couch. His friends play Fortnite on their Steam Decks. He builds software on his while lying in bed. He set up Claude Code with custom skills, hooks that auto run tests every time a file is saved and memory that remembers every project across sessions. The stuff most developers pay $200 a month for and use at maybe 20% capacity. He runs it on a $280 handheld and squeezes out every feature. Within three weeks he had built and sold four small apps to local businesses. A booking page for a barber shop, an inventory tracker for a vape store, a menu site for a taco truck and a scheduling tool for a dog groomer. All built on a Steam Deck in his bedroom. All coded by Claude while he gave instructions with his thumbs. Made over $13,000 in his first month. His mom still thinks he plays games on it. His teacher caught him using it during study hall. Looked at the screen expecting a game. Saw green code scrolling and Claude asking: Do you want to make this edit to main.js ? Teacher had no idea what she was looking at. Told him to put it away. He closed the lid. Claude kept running inside. A $280 gaming console that his mom bought thinking it was a toy is now a development workstation that earns more per month than her car payment. Setup time: 20 minutes once. Time he saves every day: 3 to 5 hours. Money made in month one: $13,000. Games installed: zero. His grandpa asked him to install FIFA last weekend. He said the console is busy. Grandpa asked doing what. He said working. Grandpa didn't ask again.show more

Anthropic didn't build his memory system. He built it... himself, and what you're looking at is the proof. Same source, no gatekeeping. The Obsidian CEO published it, anyone can install it. That's not a screensaver on his second monitor. It's his vault. Every point of light is a note. Every cluster is a project his AI already understands without being told again. He doesn't even touch the keyboard to move through it. One hand up, and the whole cluster tilts and spins, like he's turning a globe that happens to be his own head. A year ago he opened a new AI tab every morning and explained himself from scratch. Who he is, what he's building, what he wants. 200+ hours a year, just re-introducing himself to a machine. Then he stopped writing prompts and started writing one file instead. It loaded before every session. His goals, his projects, his blind spots. Claude read it first, every time, without asking. Now the cluster on that screen keeps growing on its own. New notes link themselves. Nothing gets explained twice. He's not showing off code. He's showing off the machine that finally stopped forgetting him.show more

A CHINESE GUY STOPPED PAYING WEB DESIGNERS $1,800 PER... LANDING PAGE AND BUILT THE SAME KIND OF SITE WITH CLAUDE CODE IN ONE AFTERNOON FOR LESS THAN $70 claude was not just writing code. it was doing the job of a designer, copywriter and frontend dev in one window. in 4 hours, one rough idea turned into the layout, color system, font choices, page sections and the full html/css/js build the real trick was the references. he gave claude 5 screenshots, made it ask 7 questions first, then pushed it toward one clear visual direction instead of accepting another generic ai-looking template the first version already looked solid. the second pass made it feel expensive: better typography, a darker palette, mobile cleanup, cursor effects, 6 micro-interactions and custom hero visuals his old workflow was burning $1,200 on design, $500 on frontend work and another $150 on small fixes every time he needed a new page. now the whole test costs less than $70 and the site still looks like something a $5,000 agency would ship the edge is not “ai builds websites.” the edge is that one person can now brief, critique, polish and launch in one afternoon without waiting 10 days for a designer to send version oneshow more

Cancelled ChatGPT -> Built JARVIS -> Pays $0 ->... it works offline + it's smarter than the $20/month version. No WiFi needed, no cloud, no API keys, no rate limits, no queues, no $20/month just to ask a server in Virginia for the weather. Just a local model running directly on the laptop hardware, voice activated, system integrated, controlling apps, answering questions, doing the work. Iron Man had JARVIS embedded in his suit, this guy has it embedded in his MacBook and it works on a plane, in a basement, on a remote cabin with zero signal. OpenAI is burning $700,000 a day on infrastructure to deliver something this guy runs for free. Anthropic charges $200/month for unlimited Claude access, microsoft built Copilot into every product they sell. This guy skipped all of it, downloaded a model and made his laptop the smartest device in the room. No subscription. No login. No internet. No data sent anywhere ever. The most powerful AI assistant on earth is now the one running locally on hardware you already own. ChatGPT charges you to think slower, he pays nothing and thinks alone, he made it himself.show more

THIS 12-YEAR-OLD CHINESE KID JUST BUILT THE IRON MAN... INTERFACE WITHOUT WRITING A LINE OF CODE He waves his hand and 6500 particles on the screen behind him morph into Saturn, then a globe, then an alien mountain range. The trick is MediaPipe tracking his fingers through a laptop webcam, mapped to a particle physics engine running in the browser. He didn't write the code. He told Gemini what he wanted to see, copy-pasted the output, and shipped it to GitHub the same night. The ceiling for what a kid in his bedroom can build has quietly become absurd. Last year this was a Stanford grad project and this year it is a Tuesday... Save this time capsule from 2026 ↓show more

A 24-year-old in Seoul spun up an AI girl... with Claude as a joke on a slow weekend. Fourteen months later she pulls $38,000 a month, and not one of the men paying her knows she was never real. He never opened OnlyFans. It demands a verified ID, the one thing an AI operator can't hand over, so the money quietly moved to the place that never asks for a passport: Telegram. Claude writes her whole personality, her captions, her daily posting calendar. An image model locked to one seed keeps her face identical in every clip, that messy-bedroom iPhone look nobody thinks to question. He face-swaps her onto dances that already went viral, so the views are borrowed, not earned from scratch. Day six, the account hit 61,000 followers. The bio holds one link. 2,400 men paid to walk through it into her private channel. The top one sent $2,300 in a single month, certain he was building something real, because Claude remembers his name, his bad days, every word from last time, and answers like she missed him. The whole stack costs forty dollars a month. Then he cloned her. Six girls now, a $120,000-a-month run rate, one guy, one laptop, no face. The girl in the video is dancing in a room that was never built, for a man who will cover her rent this month without ever learning her name.show more

A 22-year-old Chinese man created 2 AI girls and... built a business on it: he managed to earn $24,542 in a month His investment was $20 for Claude For one AI girl, he created an account on Fanvue with a paid subscription of $9.99 Claude conducted an analysis of male preferences and created the ideal girl it creates photos and videos in autonomous mode and posts them according to a timer Month: +1,265 new subscribers -> $12,637 With the help of another AI girl, he launches a stream on three platforms: TikTok, YouTube, and Kick Claude changes the appearance and voice in real time right during the stream Men really liked the girl, and they regularly send donations $500 is the largest donation Month: +$11,905 Total amount $24,542 AI + 🧠 = unlimited possibilitiesshow more

Yesterday at 3 AM Claude Code called me I... woke up, picked up the phone, and on the screen was a message: "Wallet entered BTC Up at 11 cents. Open Polymarket?" I said yes and went back to sleep Claude Code unlocked my 2nd phone on its own, opened Polymarket, found the right market, entered the amount, and hit Buy. I could see all of it in real time through the web interface on my laptop. Screenshots from the phone updating every second. By morning the position closed in profit Let me tell you how I got here A week ago I asked Claude Code to write a script that pulls on-chain data from Polymarket and ranks wallets by win rate on 15-minute BTC markets In 20 minutes I had a table with hundreds of addresses, and 1 of them stood apart from the rest. More than 200 trades per day, surgical entry precision, and a profit curve going straight up I fed that address back into Claude Code and asked it to break down the strategy. Turns out the wallet monitors BTC volatility on Binance and Bybit every 100 milliseconds, and when it drops below 0.08% it enters Up and Down simultaneously at 25 to 35 cents A pure straddle: 1 side burns and the other flies to a dollar, giving 3 to 4x per position. Dozens of times a day I wanted to follow it but signals came at any hour, and waking up every 15 minutes for a notification was simply impossible. So I built something else Took an old Android phone and installed an agent running on the Qwen3-VL visual model. It sees what is happening on the screen and mimics human actions through ADB: taps, swipes, text input. Then I connected it to Claude Code as the executor Now the chain works like this: Claude Code monitors the wallet, sees a new position, calls me. And if I say "yes" or just do not pick up within 30 seconds, the agent on the phone opens Polymarket on its own and copies the entry Essentially I built myself an autopilot out of 2 AI systems: 1 thinks and the other presses buttons. I just sleep and occasionally pick up the phone → Here is the wallet the whole thing is tracking: For those who do not want to build a setup like this there is a Telegram bot that handles the 1st part: tracks this wallet and sends a signal on every new entry: AI calls me at 3 AM to ask permission to spend my money A year ago this would have sounded like schizophrenia. Now it is just Tuesdayshow more

A 30-year-old Chinese man turned himself into an AI... girl, and the result will shock you He built a $3,700/month Fanvue business in his bedroom He didn't use wigs or cosplay. He used AI to build a completely new identity on top of his own footage Same room, same camera, but a totally different creator on screen His workflow is stupidly simple: Claude designs the character, ComfyUI generates the face, and Kling turns stills into viral reels In his first month, he barely cleared $320. But in the second month, one video hit 500,000 views Money started rolling in: he gained 50 paid Fanvue subscribers before any real automation even started The secret weapon? A custom Claude system that analyzes chat data, optimizes pricing, and drafts replies to fans in the girl's voice He only spends 30 minutes a day scheduling reels and running the machine This is no longer content creation. It is identity arbitrage The full workflow and tools he used are available in the articleshow more

SOMEONE BUILT A WAY TO SEND FILES BETWEEN TWO... PHONES WITH NO WIFI, NO BLUETOOTH AND NO NETWORK AT ALL it works with just a screen flashing qr codes at a camera one device plays an endless stream of animated qr codes, the other one points its camera at the screen and rebuilds the file out of the light no pairing, no app, no shared network, nothing but the camera > its pulling about 129 kb/s, a full 2mb image transfers in seconds > theres no back channel, the receiver can never ask for a missed frame, so it uses fountain codes, every frame is a scrambled mix of the file rather than one piece of it > that means the receiver just collects any frames it can catch in any order, and once it has enough it can reconstruct the whole file > dropping frames costs you a little time but never breaks the transfer > you can point the camera at a stream thats already running and it just locks on mid flight he was building a cached mp3 player because he was sick of ads and bad streaming quality. he wanted a way to send tracks phone to phone without both phones being on the same network, and realized flashing qr codes could carry the data he built the whole working prototype in one night with claude code its open source and already at 375 starsshow more

A 17 year old in Austin made $175,482 in... 67 days from a fitness coach named Zoe who does not exist. He runs the whole operation from a desk with a crucifix above it. 1,847 women pay $89 a month to a girl who lives on his hard drive. Zoe is 23. Hazel eyes. A small scar on her collarbone she never explains. She posts glute workouts on TikTok every other day. She runs a Patreon called "The Strong Girl Era." It has 1,847 paying members. Her face was generated in Flux. Her outfits, body proportions, and the scar are locked by a LoRA the kid trained over a weekend in March on 240 reference images. The same girl, the same scar, the same angle of jaw, in every photo, forever. Her DMs are Claude. The kid wrote one system prompt at the start: "You are Zoe. You are a 23 year old fitness coach from Encinitas. You lift heavy. You speak gently. You remember every member's PRs, their cycle, their goals, and what their dog is named. You never break character." Every conversation Claude has with a subscriber gets logged into a file the kid named brain. Inside brain is one line per subscriber. Lauren just hit a 185lb hip thrust and is chasing 200 by Christmas. Maddie is six months postpartum and cried in the gym last Tuesday. Sarah's mom has stage 3 cancer and Sarah lifts to feel control. When Lauren messages Zoe at 10pm asking if she should deload, Claude reads brain. Claude knows Lauren is chasing 200 by Christmas. Claude knows Lauren has been pushing hip thrusts for 6 straight weeks. Claude replies in Zoe's voice: "Deload week. You're 8 weeks from Christmas. You don't need another PR right now, you need a fresh CNS for the one that counts. Trust the process." Lauren reads it at 10:03pm. Sends a $20 tip. Writes back: "I needed to hear this from you specifically." Lauren does not know Zoe is a Flux generation. Lauren does not know her workout plan was written by Claude in 8 seconds. Lauren does not know the person on the receiving end of her $89 monthly subscription is a 17 year old who has never set foot in a gym. 1,847 Laurens. $89 each. Plus tips. Plus a $49 program called Strong Girl Reset that Claude wrote in one afternoon and the kid spent an hour formatting in Canva. The numbers: $500 in setup costs. $175,482 gross over 67 days. $134,902 net after Stripe, ads, and the kid's $20 Claude subscription. Labor: 3 hours a week reviewing new Flux batches and skimming brain. His mom thinks he is doing online tutoring. The Stripe account is in her name because he is too young to open his own. She gets the deposits every Friday and never asks. The kid is 17. The persona is 23. The members are mostly 28 to 34. The market does not care. Zoe trains them. Claude trains them. brain remembers them. The only person in the entire system who has never lifted a weight is the 17 year old who built it.show more

Karpathy method + Claude Code reading your whole Obsidian... vault is the smartest second brain on earth. The method is simple and brutal. If you can’t build a thing from scratch, you don’t know it. Tutorials are fake learning and your brain deletes them in 3 days. Most people ignore this. They build a second brain that just sits there, folders of notes nobody reopens, dead text. Point Claude Code at the vault and it wakes up. 5,000 notes, one mind. It reads all of it and answers in your own words and your own proofs, not a model’s guess. Then the loop closes. Want to understand neural nets? Skip the 3-hour video and ask Claude Code to build a tiny one. 200 lines from scratch. Watch it train, break a layer, watch it fail, fix it. It clicks in 20 minutes instead of 3 weeks. The second it lands the note gets written. One idea per file, linked to 10 others, dropped into the vault while the memory is still hot. Now it compounds. Month 1: is 60 notes. Month 6 is 900. Every new note pulls in old ones, so you ask anything and the answer comes from your brain, not the internet. Before: 40 tabs, 6 half read PDF, 0 retained. After: build it once, own it for life. Setup takes 4 minutes. Plain text, no lock-in. A second brain nobody reads is a graveyard. Yours just started thinking.show more

A 19-year-old student from China, Zhang Wei, developed an... AI radar and sold it to Hong Kong for $550,000 He created it using Claude, spending just $20 and a month on development He walked into the Hong Kong administration office with a flash drive and asked for just 5 minutes of their time. 30 minutes later, he walked out with a check for $550,000 The code, connected to a camera, detects speed in real time. If the speed exceeds the limit, Claude takes a video clip and identifies the owner by the car's license plate. The video and the fine are then automatically sent to the owner's email address Unlike a conventional radar that only takes a photo and doesn't always work, this AI radar eliminates disputes because it captures video and makes the process fully autonomous by sending out the fines on its own The article includes the ready-to-use configurations.show more

MARCUS CHEN STACKED 30 MAC MINIS INTO AN AI... SERVER FARM. ONE $599 MAC MINI REPLACES YOUR $200/MONTH CLAUDE CODE BILL WITH $3 IN ELECTRICITY two months ago a developer posted his claude code bill on reddit. $170 in 10 days. someone replied "i bought a mac mini m4. haven't paid anthropic since." apple stores ran out of mac minis the same week the m4 chip has 120 gb/s memory bandwidth and unified memory architecture. cpu and gpu share one pool so the model loads once and both read from it. a $599 mac mini runs ai faster than a $1,500 windows pc with a discrete gpu since january 2026 ollama supports the anthropic messages api format. claude code connects directly to your local mac mini with one environment variable. same interface, zero api costs, $0 per request a heavy developer pays $459 a month across claude code max, chatgpt pro, gemini, cursor and copilot. that's $5,508 a year. the mac mini pays off in 3 months and runs on $3 in electricity after that uber rolled out claude code to 5,000 engineers and burned through their $3.4 billion 2026 ai budget in 4 months. the people who own the hardware in 2026 are going to look very far ahead in 2028 bookmark this and read the article belowshow more

A 21-year-old guy from Japan created a person recognition... system and sold it to a shopping mall for $50,000 Chan had been into coding since he was 17. He used Python but realized that combining it with AI would unlock limitless possibilities He bought a $20 Claude subscription and wrote the program in just 18 days The software recognizes people and their actions in real time, triggering an panic button if it detects anything suspicious. Shoplifting prevention, security, and daily visitor counting are the key tasks this development handles He went to a local shopping mall and booked an appointment with the owner. After a one-month trial period, the system successfully prevented 27 thefts, 4 fights, and 1 terrorist attack Chan was written a check for $50,000 and given a lifetime 20% discount on all merchandise at the mall AI truly offers limitless possibilities.show more

Stop thinking of Claude as something you talk to.... A student spent $4 on a transmitter $350 on an iPad, one afternoon wiring it together. Now Claude physically taps through apps while he does absolutely nothing. No laptop open. No prompts. No supervision. No salary. It opens books, clicks menus, reads the screen, decides what to do next. Acts. This is not a chatbot, this is not a copilot, this is a deployed worker that costs less than your grocery run. Silicon Valley is burning $100m+ trying to build autonomous agents, A broke student did it on a Saturday for $354. The future isn't coming, some kid already built it on his desk and went back to sleep.show more

A CHINESE TRADER BUILT A SECOND BRAIN IN OBSIDIAN... THAT GENERATES 3 TRADING IDEAS EVERY MORNING AT 6AM AND MADE $180,000 IN 6 MONTHS. No Bloomberg terminal. No analytics desk. No team of analysts. A Mac Mini by the wall. An iPhone in his pocket. One local Obsidian vault. Six N8N pipelines running 24/7, pulling every article he reads, every podcast he listens to, and every voice note he drops into a Telegram bot—directly into the vault. Every night, a neural network reads across 4,000 connected notes and finds the strongest connections between fresh information and old theses. Every morning at 6AM, a brief lands in his inbox: - 3 trading ideas with confidence scores - The emerging thesis of the week - Any note that contradicts an active position The system only wakes him up when a fresh note contradicts his thesis, or when an idea breaks 90% confidence. Everything else runs without him. The monthly bill: $120 in API costs. The monthly return: approximately $30,000 into the account. Traditional quant funds pay teams of 8 people to produce the same flow of insights. He pays $120 and a Mac Mini. The full system breakdown is in the article below. Bookmark this before you pay for a Bloomberg subscription. Follow CyrilXBT for every solo operator setup that changes what one person can build.show more

A CHINESE TRADER BUILT A SECOND BRAIN IN OBSIDIAN... THAT GENERATES 3 TRADING IDEAS EVERY MORNING AT 6AM AND MADE $180,000 IN 6 MONTHS. No Bloomberg terminal. No analytics desk. No team of analysts. A Mac Mini by the wall. An iPhone in his pocket. One local Obsidian vault. Six N8N pipelines running 24/7, pulling every article he reads, every podcast he listens to, and every voice note he drops into a Telegram bot—directly into the vault. Every night, a neural network reads across 4,000 connected notes and finds the strongest connections between fresh information and old theses. Every morning at 6AM, a brief lands in his inbox: - 3 trading ideas with confidence scores - The emerging thesis of the week - Any note that contradicts an active position The system only wakes him up when a fresh note contradicts his thesis, or when an idea breaks 90% confidence. Everything else runs without him. The monthly bill: $120 in API costs. The monthly return: approximately $30,000 into the account. Traditional quant funds pay teams of 8 people to produce the same flow of insights. He pays $120 and a Mac Mini. The full system breakdown is in the article below. Bookmark this before you pay for a Bloomberg subscription. Follow CyrilXBT for every solo operator setup that changes what one person can build.show more