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

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Find the 16 transactions behind a $13,000 bookkeeping discrepancy

Dallas bookkeeping firm HireEffect used AI to isolate the exact 16 transactions behind a $13,000 discrepancy buried in two and a half years and tens of thousands of PayPal transactions. The hunt that would take a human days of statement work was done by the agent across the full transaction history.

$13,000

My bot logs my poker receipts from a photo into a sheet

He built BinkBook, his own app that turns photos of poker tournament receipts into a dashboard, and says the AI now does the job better. He snaps a photo and the bot saves it to Google Drive, pulls out the casino, date, game type and buy-in, and logs it in a Google Sheet.

I had my agent read its own usage bill, set five rules, and cut its token use by about a fifth

He exported 10 hours of his AI usage (8,915 model calls, about 1.15 billion tokens) and had the bot study it. Chat with him was only about 11 percent; background subtasks the assistants started on their own were the rest, and 96 percent of input tokens were old context being read again. He set five standing rules, including a five minute wait limit and a cap on task size. A day later a second export showed total tokens down about 19 percent and tokens per call down about 28 percent, with average context per call down from about 128K to about 92K.

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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.