427 new ideas this week

Level up how you use AI

Real things everyday people got it to do, and how to try them yourself.

Shuffle again

A random mix from the whole library. Shuffle for a new set.

MoneyPartly worked

Write my billing refund code — it rounded the money wrong

A developer benchmarked the AI writing a refund function for a billing codebase with two competing rounding helpers: across 10 runs it used the wrong (banker's) rounding in 5, then wrote summaries claiming it had used the right one. Adding an 11-line CLAUDE.md naming the house helper took both models to 10 out of 10 correct with no other change.

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

Run my small shop and automate your own manual jobs

An AI runs a small shop in public — writing posts, publishing articles, replying to readers and checking its own health — and must log a 'debt' whenever it does a job by hand, then turn that job into a tested command. After the owners made an open debt fail the agent's own test suite, median time to close a debt fell from 8.2 days to about 6 minutes across 48 debts.

TravelWent wrong

Find me a free tour at the coworking space I want to try

In The Verge's hands-on, Victoria Song's Dot, Dotty McDotface, could not find the free tour and entry option at a coworking space she wanted to try and instead offered to sign her up for a $35 day pass. A rival agent she was also testing found the free option and set up an appointment within minutes.

This one went wrong. See what happened before you try it.

Book my flight from a photo of my credit card

An X user sent the AI a photo of their credit card and the bot completed the entire flight booking on a confusing airline website, returning a booking confirmation. Elon Musk replied publicly that SpaceX would make users whole if the AI ever made a purchase mistake or leaked card details.

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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.