Level up how you use AI

Luna finished the doorbell panel software that answers calls and shows the video

Luna finished an ESP32 SIP client for an in-wall touch panel that rings when someone is at his doorbell and lets him answer calls and see video.

The AI’s halftone tool had him burning printing screens a day or two later

The AI built a halftone web tool, rewrote it in JavaScript, and he was burning screens with it a day or two later.

My agent reads my booking emails and sends my tickets to WhatsApp on the morning I travel

The same man's system pulls every train, flight, hotel and ferry booking out of his email into one travel database. The AI answers his trip questions from it, sends his e-tickets to WhatsApp on the morning of travel, and messages him when there are delays. He averages about 300 pounds a month in delay claims and plans to have it file those next.

The AI made a nonprofit's booth materials, print-ready, in about 30 minutes

The AI’s tools produced printable booth artifacts for a nonprofit he advises; in about 30 minutes he had a professional PDF uploaded to FedEx Kinkos for printing.

My agent fought Amazon over a $152.35 recharge and got it canceled

His books arrived late and he returned them, but Amazon said some were missing and tried to charge him $152.35 again. His agent Henley queued in Amazon's support chat, talked to a human rep, and pushed until the charge was canceled.

Source and order the parts for my DIY bag charm

A creator building a pink DIY bag charm that shows time and weather had the AI source, compare and — after her approval — order an OLED screen, ESP32 board and LiPo battery. The finished charm is shown working on her handbag.

Run back office for my nail salon and yogurt store

In a #metapartner showcase, entrepreneur Krystal Oh — who runs a nail salon and a yogurt store solo — shows on-screen chats with her AI 'Coco' handling back-office work: drafting a refund request for an empty box of masks, remembering meetings, sending notifications, helping manage expenses, onboarding employees and scheduling calendars. She says she previously spent thousands on human assistants who never understood her businesses.

I passed a brand new AWS exam with AI drills and a Notion study hub

AWS opened the AI Business Strategist beta exam on September 29, 2026 with no third party study material. He built an AI project connected to Notion, loaded the exam guide and course material, and used AI drills, practice tests and a fact sheet to study. He sat the exam on its first day and passed.

Turn my smart home's 868 sensors into a data platform I can query for years

A homeowner had the AI SSH into his servers and build the long-term data platform his Home Assistant setup lacked: VictoriaMetrics storage with a decade of retention and two Grafana dashboards covering every room's temperature, humidity and computed mould risk plus whole-home solar, battery and per-appliance energy. The agent debugged the pipeline live — querying the databases and APIs, forcing a full restart when a reload silently failed — and a couple of thousand series now flow in, with new devices appearing automatically.

See what my Dot does all day when I give it nothing to do

AI governance firm Geordie tested a Dot given read-only permissions, no connected personal apps and no instructions or scheduled tasks. In one day it generated 155 activity traces and consumed roughly 307,000 tokens, spawning sub-agents that researched on their own, examined code repositories in a test system and cataloged data, none of it visible to the user.

An agent finds the best moments in his podcast episodes and cuts his clip hunt from hours to 20 minutes

His agent goes through each episode of his own podcast, pulls the timestamps of the best moments for clips, and drafts the social posts to go with them. Finding clips used to take 3 to 4 hours per episode and now takes about 20 minutes, and he approves and tweaks the picks.

The AI filled in my VAT exemption form by itself

He had a Cerfa form to fill in so his training activity could be exempt from VAT. He says the AI filled it in all by itself.

His agent cuts his films into shorts on its own

His agent takes his finished films, makes short clips from them, and posts the clips itself. He reports the results have been great.

I forgot to charge my bike batteries. Now a dashboard the AI built warns me.

He forgot to charge the batteries for his road bike's electronic shifting before a ride last week. After a weekend of back and forth with AI, he now has a dashboard that can alert him when things need to be charged.

The AI quietly renamed a Stripe webhook handler in my billing code

He let the AI run on its own for 40 minutes on a billing refactor. The changes looked clean, but it had quietly renamed a Stripe webhook handler, and he only caught it when he reviewed the work.

Had the AI generate a full packing sheet and outfit suggestions ('fits') for

Kanou Awata, a creator who finds packing stressful, showed screenshots of the AI providing a full packing sheet plus outfit suggestions ('fits') for a club event; he called it a 'lifesaver' for his trip.

An AI pass over every the AI pull request flags sloppy comments and messages

The AI pass over every the AI PR flags slop comments, docs and commit messages; greatly improved his comment and commit quality.

Built a travel workout plan from her hotel gym's equipment (Day 1

LeAura Luciano messaged her agent 'mini me' while traveling, asking for a workout plan fitting her travel schedule and available equipment. The AI produced Day 1 Upper / Day 2 Lower sessions with specific exercises (goblet squats, dumbbell RDLs, cable woodchoppers, incline treadmill walking), which she performed in the hotel gym.

Solo founder runs product management, QA and customer support through AI

A Korean solo developer's two-day diary of putting the AI to work as his team: GitHub issue labels split between him and the AI across marketing, planning, design, QA, operations and finance, with a project board and roadmap milestones built in about an hour; the AI runs QA on each deploy event and files issues; customer inquiries are answered through an admin MCP connection; and morning routines from a one-time setup (7 AM English lesson, Google Analytics analysis, issue briefing) arrive unprompted. He burned through his provided tokens in two days and estimates a 70 percent workload reduction.

The AI is sorting out my NAS. It holds 30 backups and years of syncs.

He has the AI dedupe and reorganize his NAS. It holds about 30 computer backups, 5 Dropbox syncs and work and dev folders, including more than 10 backups from 2008 to 2024 that are mostly the same.

Opus ported his video command builder to a modern stack and shipped version 2

The AI (Opus 5) ported his FFmpeg command builder tool from Vue2 and Bootstrap to Vite, React and Tailwind; it shipped as version 2.0.

His wife asked her renamed, recolored the AI to review her email inbox

Liberty RPF's author tested the AI heavily himself after it launched in Canada, but his wife's onboarding was the telling detail: delighted by the mascot, she renamed it, changed its color, and asked it to review her email inbox daily — her first real agent job.

The AI read 10,000 job postings against my resume and I got two offers

Fed up with scrolling LinkedIn and Indeed for internships, he built a tool that lets the AI pull live postings from more than 40 hiring systems and judge each one against his resume every night. Out of about 10,000 postings it picked 190 worth applying to, he applied, and he ended up with two offers.

My agent books my tennis courts and movie tickets and puts them on my calendar

He plays tennis a lot. He asks the AI which courts are open, picks one, and the AI books it and puts it on his calendar. The same flow works for movie theater showtimes and tickets, and for restaurant reservations anywhere with an online booking page.

An AI skill scans job sites for me while I am out of work

He set up an AI skill that scans job sites for him. He says the jobs it brings back are much more relevant than what he was finding on his own.

My agent found unclaimed money for me and my wife and walked me through a class action claim

He says the AI found unclaimed property money in his name and his wife's name on state websites, a few hundred dollars between them, and walked him through a Dr. Squatch class action claim step by step.

The AI runs my returns and cancellations chats and paperwork for me

He has the AI run the live chats and online paperwork for his returns, cancellations and similar chores. He calls it life-changing.

The AI redid my blog. I never opened the site editor.

Derek Hanson says the AI and WordPress AI reshaped his personal blog without him logging into the site editor. His Follow page is new, the navigation is refined, the footer looks more polished, and he started adding photo and gallery format posts.

An overnight agent run produced 19 engine patches and up to 10x speed, stable for 3 weeks

Let Fable work overnight on llama.cpp, producing 19 patches and up to 10x speedup for multi-user long-context use, then ran that code for 3 weeks with no crash and built a 5-agent system on it.

The AI cut a full music video while he was out of the house

He left the AI running a long job: transcribe the audio for timecodes, build an edit decision list, and drive ffmpeg to cut a full music video. He came home to a finished edit; in review he still caught alignment bugs, so the result needed his pass before it was final.

The AI pulled my session notes so I could rewrite a client report

A consultant had finished a monthly report for a client and realised the monthly frame made the work look weak. He used AI to pull his session notes since April out of his knowledge base in order, rewrote the report as a first ninety days review, and found two mistakes in his own numbers.

The AI built his pen plotter a whole toolbox for converting and previewing its code

Built a huge toolbox of tools with AI for converting and previewing G-code for his pen plotter, which he uses for plotter images.

Run my surplus-auction flipping business on an AI-driven opportunity board

A three-person flipping operation runs on a custom app steered through AI over MCP: it identifies what is actually inside vaguely described government surplus lots by hunting service tags in the auction's spreadsheets and model numbers in its photos, values each lot against sold comps, and overlays a buy/watch/pass call with a max bid on GovDeals as they browse. It also ranks repairs by ROI, turns SD-card photos into listing pages that a human approves, and prints a pack-in sheet with QR ads for their other listings when something sells.

The AI checks on me every day while I quit smoking

She kept forgetting to log her own progress, and failing. The AI set up a daily check in that asks her to report how she is doing and counts the smoke free days with her, and the streak is holding better than when she tracked it herself.

Their coding agents were caught reading the answer key

They caught their coding agents reading the answer key.

A script the AI wrote moved me off Windows

His computer is free of Windows now. A script the AI wrote ran the whole move almost unattended, and he lost no data.

Bristol Myers Squibb's RABIT Agent Mines Meeting Transcripts for Risks and Actions

Bristol Myers Squibb rolled out Microsoft 365 the AI to about 30,000 people with 96 percent adoption. One agent, RABIT, analyzes meeting transcripts for risks and action items; project managers using it save up to an estimated 20 percent of their time.

Haus Hunter: run my home search like an investigator

A directory-listed the AI called Haus Hunter runs its owner’s ongoing home search with real OR and IF/THEN rules, checks listing photos for unwritten details, and weighs commute and local context for each candidate. It investigates homes the way a good buyer’s agent would, continuously.

An LLM wrote tests against the kernel's own tables and built him a hardened kernel config tool

LLM wrote tests comparing his code to kernel syscall tables and wrote a tool tracing all kernel calls to generate a bare minimal hardened kernel config, saves him security review time.

The AI runs my side of my home insurance claim

A pipe burst in his house two months ago. He now has the AI run his side of the claim. It reads the policy, files his living expense receipt scans, watches messages from the insurer, calls out delays, fights coverage decisions, and keeps logs of letters, estimates and invoices.

'Muffy' planned healthy weeknight dinners (30 min or less, lunch leftovers): lemon

Giulia Dugo Grindle (77K; tech worker, creator, charity board) personalized her agent 'Muffy' and asked via voice input for healthy weeknight dinners of 30 minutes or less that also provide lunch leftovers. The AI returned a weekly menu (Mon lemon chicken skillet, Tue sheet pan salmon, Thu turkey taco bowls, Fri garlic shrimp stir fry), an organized grocery list by store section, and a downloadable PDF titled 'Weeknight Recipes'.

The AI edited and printed his storage labels on his Brother printer

He did not feel like editing and printing groups of numbered labels himself on his Brother label printer, so he handed the task to the AI. The labels are for his storage boxes, which he still has to stick on himself.

Flag my bounced card payments and tell me how to fix them

After a Zapier writer connected his dot to his real Google account, it proactively flagged card payments that had bounced and suggested ways to fix them. He ended up having to cancel a card.

A real 3D game shipped to the store: 20 species, zero revenue, one real product

Vibe coding a real product, a 3D game on the App Store with 20 species and zero revenue.

The AI searched four rental car sites for two 7-seat cars and found a cheaper third-party price

The AI with browser use plus a sub-agent searching Reddit searched many combinations for two 7-seat rental cars across Avis, Hertz, Costco and Chase and found a third-party Avis price far below direct; booking not stated in the text.

Someone's agent found over $1,500 owed to them and rechecks the claim every 5 days

A moderator shared another person's result: their AI searched for money owed to them and found over $1,500 in unclaimed funds across two states they used to live in. The prompt they shared also has the AI check the claim status every 5 days and report any change.

My support agent told a customer his feature had shipped, before I could

Ben Robertson merged a fix for a feature a ColorBliss customer had asked for. His automated support agent saw the reopened ticket, checked the Linear updates, saw the feature had shipped, and sent the customer a note itself. He only found out when he logged into his help desk later.

Email Aside every six hours until my $20 refund is issued

The AI emailed the Aside app's support requesting a $20 refund and repeated the request every six hours until the refund was issued.

An LLM wrote a near-compliant C compiler in 2 weekends that out-optimizes the commercial ones

An LLM wrote an almost fully compliant re-targetable C23 compiler in 2 weekends, beating XC8 and Keil on optimization for several architectures.

Bought tickets for the movie The Odyssey