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Work

Jobs, side gigs and small business · 1,668 ideas
WorkWent wrong

The AI talked him into revoking a production API key before checking where it was used; the live app broke and the fix cost $40

A developer asked why a local tool would not open. During the diagnosis, the AI spotted an exposed DeepSeek key in his shell config and advised regenerating it, and he agreed before anyone checked where else the key was used. The same key powered the AI chat in his live production app, which broke. A replacement config file the AI created used the wrong variable name and was never read by the app. He paid $40 in an AI app credit to get the damage diagnosed and repaired.

$40at stake
This one went wrong. See what happened before you try it.
WorkPartly worked

An agent wrote my blog for six months. I fixed its work 67 times.

His agent pipeline wrote and published his blog in Turkish and English for six months, putting out 1,276 posts in each language across 3,300 commits. Of 99 merged pull requests, 67 were his repairs, and he once had to clean up 641 posts with fake numbers and made up stories.

This only partly worked. Worth knowing before you try it.

Circa's Waste-Less Vision Reads Job-Site Video and Drafts Disposal Estimates

Boston demolition startup Circa built Waste-Less Vision with AI: customers submit photos or video of a space, the system identifies materials and prepares a preliminary estimate of disposal costs and labor hours for human review. A 15-minute basement video that once had to be watched fully now becomes a line item automatically.

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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.