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.

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The AI revived four shelved papers and got them ready to submit

A mathematician with more than a dozen finished but never submitted papers pulled out four of them and shared them with AI. The AI caught errors, built a spreadsheet comparing his new concepts against related papers, converted plain TeX to LaTeX, wrote abstracts he adopted almost word for word, and fixed bibliography entries unprompted. All four papers improved to the point where he submitted them.

His governed agent system checks production logs daily, files bug reports, and deploys twice a day

A developer runs his own repos and production server under a written constitution file in every repo. Automated runs check production logs daily and file bug reports. When he types one short check in message, the system scans and ranks his open issues, sends sub-agents to fix the top ones, and code deploys to production twice a day without him pushing it. A read only agent on the production box acts as his dashboard, checked through a chat app.

Cut IT support ticket creation by 30% with a self-service agent

Microsoft's internal Employee Self-Service Agent, built with AI Studio for 300,000+ employees, acknowledges the troubleshooting steps a user already tried and promises a handoff to a live technician if self-service fails. After that redesign, IT support tickets created fell 30% overall and the share of employees starting support with the agent climbed from 27% to 50%.

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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.