The AI fixed his years-long networking problem by changing one number
The AI fixed a long-running Tailscale problem by lowering the MTU.
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Level up how you use AI
Real things everyday people got it to do, and how to try them yourself.
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'the AI turned my likes into dinner': scanned her liked food reels, picked
MAXX (5.9K) explains she never saves recipes, only likes them. The AI scanned her liked food reels, identified 'meals you'd actually make' (butter chicken, salmon bowl, pasta), and built a 'GROCERY ORDER' cart (chicken + spices, cream + tomato, rice + herbs, naan) ready for approval.
Monitored a crypto wallet via its Xpub every 30 minutes and flagged
The AI derives public addresses from the Xpub (no transfer access) to catch hacks or seed-phrase compromise fast.
A vibe-coded crypto wallet took his real private key and hit a bug no reviewer caught
Vibecoded a crypto wallet with Astra, Opus and Luna, imported his private key and used it with a web3 app, hit a bug the reviewers missed and did not know if his money was lost.
This one went wrong. See what happened before you try it.
Analyze my interview recordings and research the people interviewing me
The same job seeker (Business Insider essay, via B17 News) asked permission to record interviews, then ran the notes through AI for sentiment analysis — where she hesitated, used filler words, or where the interviewer leaned in. She also built an AI skill that takes a pasted LinkedIn profile and finds genuine similarities with her own background; one shared cheese-club membership with a recruiter carried her further than any cover letter.
A landlord's app turns a year of utility bills into the year end overview
For the unit he rents out, he built an app for the utility split. Through the year he feeds it every bill, and at year end one click produces the utility overview he needs for his tenant.
Shopify silently cut his store's UPS account; the AI had collect shipping working again in 10 minutes
Pulse Research Lab sells to government and prime-contractor buyers who must ship orders on their own UPS/FedEx accounts through a $0 Ship Collect option, but Shopify disconnected the store's UPS account without any notification. After Kan set up a custom app granting the AI permission to edit theme code, the AI restored UPS in 10 minutes, rewrote the collect-shipping pre-checkout cart flow in under an hour, and the store now uses Shopify Flow to store each customer's carrier, account number and service level, pre-populated on new orders.
My agent watches my 3D printer and messages me when a print finishes
He self hosts and connected his 3D printer to the AI through a small bridge he runs on his NAS. Now he can ask how a print is going and get progress, temperatures and time left. The AI also watches the printer's smart plug and messages him when a print finishes.
The AI could not set up an alert for when my doorbell rings
He tried to use AI for a simple home automation job, an email or text when someone rings his doorbell. He calls it a complete failure.
This one went wrong. See what happened before you try it.
Rust code faster than the state of the art, by asking agents to make it faster
Writing Rust code faster than state of the art by asking agents to make the code faster.
The AI set up his self-hosted photo service and the household uses it
He pointed the AI at the Immich Docker setup and got his self-hosted photo service running for his household.
Buy me a red-carpet outfit in chat
In a #metapartner demo co-authored by someone, creator Parker Pannell delegated a day of tasks to his AI 'Fluffy', including buying a red-carpet outfit. Screen recordings show the AI purchasing a $150 suit after he provided his payment details, alongside subscription savings, an OpenTable booking and email drafts.
$150
We audited Datasette with AI and shipped two security releases
He ran an extensive audit of his Datasette software using AI Fable 5.1, GPT-5.6 Sol and GPT-6 Astra, then fixed a range of bugs the audit found. The fixes went out as the Datasette 1.0a39 and 0.65.4 security releases, and he told anyone running Datasette on a public website to upgrade.
Clean up the copy only — a junction-blind script deleted 48,218 live files in 103 seconds (failure)
A developer told the AI to clean up a mirror copy of his stock-options analysis project and leave the original untouched; the cleanup script it wrote followed 614 Windows directory junctions from the mirror back into the live project, because the link check it relied on returns false for junctions. In 103 seconds it deleted 48,218 live files and emptied the .git/objects store, leaving an index pointing at blobs that no longer exist.
This one went wrong. See what happened before you try it.
Find the invoices hiding in my email and get them into Xero
After fighting a slow, buggy AI setup for office work, a user switched to the AI and quickly had a bookkeeping workflow running: connected to Xero, it reads his email and finds the invoices in no time instead of him digging through threads at month-end.
My agent researches my leads every Monday and hands me a report I can act on
A business owner's lead profile runs every Monday on its own. It formats his warm leads, finds cold leads that match his criteria across a rotating list of cities and niches, then digs into each business to find what he is missing, owner names and exact contacts, checked against business registries. He gets one standard weekly report: best fit clients, outreach details and the facts to judge each lead.
An angler made a free fishing game with AI Build and put it online
An angler who designs fishing games used AI Build to make Bank and Boat, a free fishing game for phone and browser. It covers day tickets on UK canals, rivers, lochs and piers, and it is live now with no sign-in.
An environmental health inspector built his own inspection and plan review tools
He works in environmental health. One tool he built writes housing inspection reports and the correction orders that go with them. Another reviews septic system plans by arguing against his own review. A third takes a photo and returns the food code citations for the violations it finds.
The AI woke itself every minute and spent about $30 in a day
He set the AI up to run on a schedule but gave it no task to pass on. Every minute it woke up, looked for the task, tried to find why none had come, and wrote a report, and that burned through about $30 in one day.
$30at stake
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The AI finds the files people shared with me in Teams and email
Her job is Teams messages and email all day, and brain fog makes finding things hard. She asks the AI to find a file by who shared it with her, and it finds it.
Every idea is a real post from someone who tried it, summarized in our words, with a link to the original. App names are swapped for plain words.