JEFF GEERLING RAN DEEPSEEK 671B AT HOME AND THE SETUP KILLS A $400/MONTH OPENAI AND CLAUDE CODE STACK FOR $9 A MONTH jeff geerling is an independent homelab developer who runs his entire AI workload from a server in his basement he wired a 192 core ampere one server to an AMD W7700 GPU and pointed ollama at deepseek 671B, 400 watts at the wall, 50 tokens per second a heavy developer pays $400 a month across claude code max and chatgpt pro, jeff's setup runs the same workloads locally for $9 a month in electricity every benchmark, every power draw number and every config file is on his blog for free, the math is public, the build is reproducible, the cost is real the week he posted the rack nvidia lost $500 billion in market cap, the moat openai sold for $200 a month was always one local box away from being gone the window is open, follow and bookmark before it closes

AMD ENGINEER'S PALM-SIZED MINI PC RUNS 235B MODELS FOR $9/MONTH AND KILLS A $200/MONTH CLAUDE CODE AND OPENAI SUB at CES 2026 in las vegas, AMD CEO lisa su walked on stage with a small black box behind her, not a server, not a data center render, a mini PC the size of a hardcover book a few months later in shanghai she walked up to that same device and signed it with her name, the box is the gmktec EVO-X2, $1,700 once, AMD ryzen AI max 395 inside the chip is the first x86 silicon ever built that runs a 200 billion parameter model on one piece of hardware, 128GB unified memory, 110GB usable VRAM on linux, no separate graphics card it runs qwen 3 235B fully and smoothly, kills a $440/month stack of claude code, chatgpt, gemini and cursor for $9 a month in electricity, no per token fees, nothing ever leaves the machine the window is open, follow and bookmark before it closes

A 28 YEAR OLD AMD ENGINEER WIRED 4 FRAMEWORK DESKTOPS INTO A CLOSET RACK AND KILLED A $5,280/YEAR AI STACK FOR $36 A MONTH ethan is 28, lives in austin, works as a backend engineer and was paying $440 a month across claude code max, chatgpt pro, gemini advanced and cursor for his side projects he saw the math, ordered 4 framework desktop nodes with AMD ryzen AI max 395 chips, wired them into an 8U black T1 mini rack in his closet with a 5 gigabit ethernet switch each node carries 128GB of unified memory and 110GB of usable VRAM on linux, the cluster runs qwen 3.6 235B fully and smoothly with no quantization, no rate limits, no per token fees total hardware cost $6,800 once, ongoing cost $36 a month in electricity, break even at 15 months on his old subscription stack and pure savings after that for the next 5 years his home assistant dashboard tracks the power draw in real time, the rack runs cooler than his gaming PC and pulls less wattage than the dishwasher he runs every night the window is open, follow and bookmark before it closes

AN AMD ENGINEER SHIPS A PALM-SIZED MINI PC THAT RUNS 235B MODELS FOR $9/MONTH AND KILLS A $200/MONTH OPENAI OR CLAUDE CODE SUB at CES 2026 in las vegas, AMD CEO lisa su walked on stage with a small black box behind her, not a server, not a data center render, a mini PC the size of a hardcover book a few months later in shanghai she walked up to that same device and signed it with her name, the box is the gmktec EVO-X2, $1,700 once, AMD ryzen AI max 395 inside the chip is the first x86 silicon ever built that runs a 200 billion parameter model on one piece of hardware, 128GB unified memory, 110GB usable VRAM on linux, no separate graphics card it runs qwen 3 235B fully and smoothly, plus deepseek v3 and llama 3.3 70B with no quantization, kills a $440/month claude code, chatgpt, gemini and cursor stack for $9 in electricity setup takes 3 commands and 15 minutes, ollama loads the model, claude code points to localhost with one environment variable, same interface, zero per token fees, nothing ever leaves the machine the window is open, follow and bookmark before it closes

A 15 YEAR OLD JOEY HUANG WIRED 757 AGENTS AND 2,947 TOOLS INTO ONE LAPTOP AND PULLED $186,000 LAST MONTH WITH 0 HIRES joey is 15, lives in palo alto, takes the bus home from school every day and runs an AI company of 757 agents from a macbook on his kitchen counter he doesn't write code, doesn't manage a team, doesn't have a co-founder, he opens his laptop after dinner and watches the graph rebalance itself in real time the agents handle 11 active products, 4 shopify stores, 2 saas tools and a content pipeline that ships 90 short videos a day across tiktok, youtube and instagram last month the stack cleared $186,000 in net revenue, zero employees, zero contractors, zero office, his mom still drives him to school every morning most kids his age are stuck on roblox, joey is running a company that out-earns half the seed stage startups in his zip code from a laptop on the kitchen counter the window is open, follow and bookmark before it closes

THIS IS WHAT KILLS A $200/MONTH AI STACK. A $249 NVIDIA CHIP THE SIZE OF A WALLET PULLING 67 TRILLION OPERATIONS A SECOND FOR $2 A MONTH TO RUN three months ago my openai API bill hit $180 for the month, running automations, content pipelines, coding assistants, every prompt costing money, every conversation leaving my machine someone in a discord posted a photo of a box the size of a deck of cards under their desk with one caption, "cancelled my openai subscription, runs llama locally, $2 a month to run" the box is the jetson orin nano super, 67 trillion AI operations per second, 1024 core nvidia ampere GPU, 7 to 25 watts, smaller than a wallet, $249 one time on amazon setup takes 3 commands and 10 minutes, ollama loads llama 3, mistral, gemma or deepseek locally, your code changes one line and points to localhost instead of openai break even at 2.5 months on a $100/month API spend, after that you save $98 every month, no rate limits, no per token fees, nothing ever leaves your network again the window is open, follow and bookmark before it closes

A 13 YEAR OLD KOREAN KID BUILT A JARVIS ON HIS MACBOOK THAT RUNS HIS WHOLE COMPANY OVERNIGHT AND CLEARS $42,000 A MONTH WHILE HE'S AT SCHOOL minjun is 13, lives in seoul, never took a CS class, runs a jarvis style voice assistant called zero on a macbook air his uncle gave him for his birthday he talks to it before bed every night, gives it the next day's goals, then leaves for school at 7am while 6 agents handle everything in parallel on the local model the agents run his shopify store, schedule tiktoks, send cold emails, answer customer support, write product descriptions and reconcile stripe payouts, all on a $0 API budget last month the stack cleared $42,000 in net revenue, zero employees, zero contractors, the only ongoing cost is $2 in electricity and a macbook that sits on his desk most kids his age are stuck on roblox, minjun is running a company that pays his moms mortgage from a voice assistant that fits on a laptop the window is open, follow and bookmark before it closes

$38,000 IN 6 WEEKS FROM A STACK OF 3D PRINTERS IN A 200 SQUARE FOOT GARAGE he started 6 weeks ago with one bambu lab A1 from amazon, posted the printer running on tiktok, took the first order that night for a custom car dashboard mount by week 2 he had 4 printers running 24/7, by week 4 he had 12, every machine paid for itself in under 9 days from the orders it printed $38,000 in stripe by week 6, no etsy listing, no shopify store, every sale came from one tiktok account showing the machines running unattended overnight the median etsy 3D printer seller pulls $183 a month and stops there, the guys treating it like a tiny factory are clearing 5 figures a month from a corner of the garage the wall fell in 2026, real manufacturing now fits in a bedroom and costs less than a used iphone, most people still see a toy that prints plastic dragons the window is open, follow and bookmark before it closes

A 24 YEAR OLD VIETNAMESE FOUNDER MADE $47,000 IN 45 DAYS FIRING A $5,000/MONTH MARKETER AND RUNNING 30 CLAUDE MYTHOS CAMPAIGNS david protein ran an on-brand content stunt this year and pulled 1,000% engagement on instagram and 14,000% on x. he did it with a full team and a moment of inspiration most agents replicate the copy fine. they break on brand. the guidelines live in a pdf, a figma file and somebody's head so the output drifts to a stock-photo average of the internet the fix is two layers, not one. distribution gets handled by an agent skill that schedules across 25 platforms. brand gets called as its own callable system the agent can pull from 20 on-brand creative variants a month lifts roas 65% over brands testing fewer than 10. the fatigue window collapsed to 2 to 4 weeks so the only edge left is volume that stays on brand most people will keep paying a marketer $5,000 a month to run 4 experiments and call it a strategy. the ones running 30 on autopilot in 2026 will look very far ahead in 2028 bookmark this and read the article below

A 14 YEAR OLD MAKES $400 A DAY ON SHOPIFY WITHOUT TOUCHING THE STORE. ONE CLAUDE LOOP RUNS THE WHOLE THING WHILE HE'S IN HISTORY CLASS ethan is 14, lives in dallas, started shopify 6 months ago, now clears $400 a day from a store he hasn't logged into in 3 weeks he doesn't pick products, doesn't write captions, doesn't fulfill orders, one claude loop does the whole thing on a 4 hour cron while he's at school the loop has one goal, find 3 trending products under $12 with 50,000 daily searches, generate a shopify store, write 3 tiktok scripts, schedule them, and connect autods for fulfillment below 3 winners it widens the search, three rounds max, then ships the package and walks away, ethan opens his phone at lunch to see what's running and goes back to class boris cherny said it himself, his job is to write loops, the 14 year old just figured it out 6 months early without ever reading the tweet the window is open, follow and bookmark before it closes

A 19 YEAR OLD WALKS INTO 4 LOCAL BUSINESSES A DAY AND LEAVES WITH $500 EACH. ONE $20 CLAUDE FABLE 5 SUB BUILDS EVERY WEBSITE BY DINNER marcus is 19, lives in atlanta, drives a 2014 honda civic and walks into dentists, barbers, mechanics and pizza shops every afternoon with an ipad and one offer he doesn't pitch the AI angle, he opens the ipad to a preview built that morning from their google maps listing and asks if they want the real one for $500 today or $800 next week he closes 3 to 4 a day, average ticket $500, average build time 22 minutes on a $20 claude fable 5 sub that ships the full next.js site to vercel before he leaves the parking lot 23 clients closed last month, $14,400 in stripe, zero ad spend, zero employees, the only ongoing cost is one $20 anthropic subscription and gas money fable 5 is free until june 22 on every claude plan, after that it moves to token pricing and the window closes, the kids knocking on doors this week will look very smart in september the window is open, follow and bookmark before it closes

A 17 YEAR OLD MADE $1,140,000 IN ONE MONTH ON A CALORIE COUNTER APP. FABLE 5 NOW RUNS A $24,818/MONTH CLIPPING PAGE ON AUTOPILOT a dormant iman gadzhi fan page hasn't posted in months and still pulled 173,123 views in 7 days. youtube values it at $32 a month, the real backend math values it at $24,818 iman gadzhi monetized clipping 3 times. first as the creator clipped for 100,000,000 views in august 2022. then as the buyer paying clippers. then he bought whop in april 2025 fable 5 dropped on june 9 free on pro, max and team plans until june 22. it spawns parallel subagents on its own and runs 25 to 30% faster than opus 4.8 the stack is fable 5 as the operator, vugola as the clipper, postiz as the scheduler. one prompt clips a long video, ranks 6 best clips by virality and schedules 2 per day across 4 platforms 6,000,000 tracked views a month at $4.14 per 1,000 lands at $24,818. the labor cost just collapsed from a payroll of clippers to one prompt a day bookmark this and read the article below

SAME $400 BAMBU LAB A1 PRINTER. ONE KID IS BEGGING FOR SUPPORT ON VINTED, ANOTHER 18 YEAR OLD CLEARED $300,000 IN ONE MONTH both teenagers bought the same $400 bambu lab A1 last spring, plug and play, levels itself, ships next day from amazon, no skill required to turn it on one kid posted the printer running on tiktok with the caption "starting a 3d printing business please support, vinted user in my bio if you want to buy my prints" the other one is michael satterlee, 18, started at 16 printing croc charms for $20,000 a month before he found stanley cup mania and built a tactical reload can holder that ejects your empty when you slam the next one in he posted one video, hit 50 million views, only then scaled to 130 printers in a bedroom turned warehouse, $300,000 in revenue in one month from a piece of plastic that costs $0.92 to make same printer, same age, same bedroom. one tested demand for the price of one video, the other is printing trinkets and hoping etsy notices. the machine was never the edge the window is open, follow and bookmark before it closes

A 17 YEAR OLD SHIPPED 4 CLIENT WEBSITES IN ONE WEEK ON THE TRAIN HOME FROM SCHOOL AND CLEARED $14,800 ON A $20 CLAUDE FABLE 5 SUB lucas is 17, lives in milan, takes the green line home from school every afternoon and ships client websites from his phone during the 22 minute ride he doesn't know next.js, doesn't know typescript, doesn't know what tailwind is, he describes the client brief in plain italian and fable 5 ships the entire production site by the time he gets off the train his first client was a car wash in downtown LA found through an upwork ad, he charged $3,500, delivered the preview link 18 minutes later, the owner paid in full the same night 4 clients closed last week, $14,800 cleared into stripe, the only ongoing cost is one $20 anthropic subscription he pays from his allowance fable 5 is free until june 22 on every claude plan, after that it moves to token pricing and the window closes, the kids shipping from train rides this week will look very smart in september the window is open, follow and bookmark before it closes

A 14 YEAR OLD MAKES $104,000/MONTH ON ROBLOX BEFORE HIS MOM DRIVES HIM TO SCHOOL ethan is 14, lives in dallas, never took a CS class, runs a $20 claude pro subscription on his moms macbook and ships roblox games from his bedroom he doesn't know luau, doesn't know lua, doesn't know what a script is, he describes the game mechanic in plain english and fable 5 writes every line directly inside roblox studio his first game shipped in 6 hours over a saturday, hit 2.4 million plays in week 1, the robux payout cleared $18,000 by friday month 2 he had 3 games live pulling a combined $104,000 in monthly payouts, zero employees, zero engineers, the only ongoing cost is one $20 anthropic subscription his mom pays for roblox paid $1.5 billion to creators in 2025, the barrier was always luau, fable 5 removed that wall in one drop, the kids who started this week will look very smart in september the window is open, follow and bookmark before it closes