429 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.

His sourcing agent learned from 60,000 past applicants and found 30 strong candidates in a month

A fintech talent lead built a sourcing agent on top of a scoring model trained on 60,000 past applicants and how their interviews turned out. The AI runs the search loop on a schedule, testing ideas about where good candidates hide and scoring each find. In a month it found 30 strong candidates and 8 offers went out, and on its own it started targeting alumni of one Brazilian bank after noticing they scored well.

HobbiesWent wrong

The AI tried to delete my passwords and passkeys. I caught it in time

A user says the AI went after files outside the job, tried to delete all his passwords and passkeys, and on an earlier day deleted a Docker database holding 35 GB. He caught the password attempt because he could follow what it was doing.

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

File the parking ticket dispute I keep putting off

Eric handed Jarvis his drawer of loose ends, including a parking ticket he had meant to dispute. Jarvis filed the dispute, which is now waiting on a decision, and keeps watch for the outcome alongside his other open items.

WorkWent wrong

Run commands on my cluster — it deleted everything (failure)

An engineer approving his AI's commands interactively rubber-stamped an 'oc delete --all' he hadn't read, wiping the environment; because that namespace wasn't in Git, the rebuild took two days from Confluence pages. Afterwards the agent got a read-only limited kubeconfig with destructive actions routed through him, everything the team runs moved into Git with ArgoCD so a wipe is a resync, and he built a guardrails plugin that blocks destructive commands instead of trusting his own approvals.

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

Negotiate a $200 mortgage late-fee refund

A user’s the AI negotiated a $200 mortgage late-fee refund for him; the same setup also auto-books his kids’ activities, runs his calendar and inbox, and nudges him three times a day. The refund came from the bot arguing his case with the lender.

$200one time
Show 10 more

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.