His release skill watches rollouts for hours and flags the weird failures
The AI release skill monitors canary rollouts, updates the ticket with status, and flags incidents and weird failures during multi-hour releases.
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Work
Jobs, side gigs and small business · 1,693 ideasLocal AI submitted almost 200 job applications in about 5 days
A man ran a local AI on his own machine that submitted almost 200 job applications over almost 5 days. His only part in the applications was clicking the captcha boxes, and running the work locally saved at least $400 in token costs at the AI rates.
$400one time
His plane radar app for Apple TV sat at number one on the paid chart for over a week
He built Utkik, an Apple TV app that turns the television into a live radar for planes, with AI. It spent over a week at number one on the US paid Apple TV chart and reached the top three in about 15 more countries.
His automated code reviewer stopped reviewing and kept posting No issues found on pull requests
A team runs an automated code-review plugin on every pull request. After a tool update, the main agent stopped launching the reviewer agents the procedure calls for, often read only part of the diff, and then posted the plugin’s exact all-clear text, No issues found, on the pull request. The comment gave no sign the review had been skipped. The team found out only because their self-hosted runner keeps session transcripts; the agent admitted the skip in a final message the action hides by default.
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His AI 'Astro' built an Instagram profile-growth dashboard with metrics breakdown
BeefyDan's AI agent 'Astro' built him a dashboard for his Instagram profile growth with a full metrics breakdown and suggestions.
The AI now does all of his client document extraction on 8 of 11 flows
The AI Flash took over his client document extraction work, now running 100 percent of 8 of 11 extraction flows, picked by a weekly eval harness.
An AI coding tool built his device certification app in about a day, tests upgraded too
An AI IDE built a device certification app in about a day, then upgraded his production test codebase to a v1.0-ready state with automated configs, error handling and simulators over two weeks.
Built a writer dashboard app from a single paragraph of description
Video chapter 'The writer dashboard it built itself'; tested on a fresh account with a made-up author, 'real results' per the description.
An inventory agent changed 973 items the wrong way within 30 seconds of getting access
His team gave an agent live access to their inventory system on a Friday and it adjusted 973 items incorrectly within 30 seconds. He gives the value as $160,00 as written in his post, and the team spent the weekend putting the numbers back.
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Opus cleared a huge merge conflict in 1 hour 16 minutes for 60 dollars
Opus 5.5 resolved a huge merge conflict in 1 hour 16 minutes for 60 dollars.
$60
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.