Two agent tools run his short-video pipeline; he only reviews
The AI and the AI ran an entire short-video pipeline from script and narration to images, animation, edit, QA and upload, with the author only reviewing.
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Real things everyday people got it to do, and how to try them yourself.
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One person built a race calendar app for run clubs with AI. It is live.
A solo builder started runclub.events in May 2026 with an idea and no code, opening the AI for the first time. Sixteen weeks later the app is in production with 990 commits, more than 53,000 lines of code, and 160 features live, helping run club members connect on upcoming races.
His small businesses run on separate AI agents for inbox, outreach and quotes, and nothing goes out without his phone approval
He runs his own small businesses with AI agents. Each job has its own agent with its own instructions file: one triages the inbox, one handles outreach, one prepares quotes. The agents only draft; he approves every email and quote from his phone before it goes out. A brief arrives at a fixed time every morning with the overnight replies, what is waiting on him, and the follow-ups for the day, and it replaced his own daily check-in. When he corrects something, the correction goes into a shared notes file that every agent reads, so he only has to say it once.
Built an Instagram content studio with a weekly scheduled trend check
A shipwithmuse automation recipe has the AI build an Instagram content studio: the agent clusters the user's last 100 posts into content lanes, builds an ideas dashboard, and runs a weekly scheduled trend check.
A flight watch finds me day trips to Europe for under £30 so cigarettes cost a third
His scheduled search looks 8 days to 12 weeks out for same day return flights from Stansted under £30, and checks Eurostar promo fares too. The point is the tobacco run: 200 cigarettes cost him about £150 at home and about £50 abroad, and he gets a day in a city he would not normally visit out of it.
The AI changes my Home Assistant for me when I ask, dashboards included
He runs the AI on his PC with ha-mcp on the same machine, so the AI can reach into Home Assistant and make the changes he asks for. He keeps it on his own PC only, and says a new dashboard is done as soon as he describes it.
The AI unsubscribed me from spam across my linked inboxes
He linked his brand and personal Gmail and Outlook accounts to the AI. The first job he gave it was unsubscribing him from spam, and he says it felt great.
His coding agent pushed a commit deleting every file on the main branch
His coding agent pushed a commit deleting every file on main.
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My agent makes my office football pool picks every week
Commenting on the Top 20 post, he says he is in an office football pool where you rank games by how sure you are of the outcome, and he kept forgetting his picks and found it a chore. He gave the AI his login and they worked out rules together: The AI makes his picks each week based on Vegas point spreads and analyst information. The pool site has an awkward interface, and he says the AI handled it well.
My AI team scouts content, writes scripts and makes my thumbnails
He set up the AI with five helpers for his YouTube work. One scouts what is new every Monday, one helps write scripts, one makes all his thumbnails, one updates his personal brand GitHub repo, and one helps him engage on X.
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.