Life admin

Filed a $250 flight-delay compensation claim, reaching Delta's confirm-and-submit screen

My assistant emailed my employer to negotiate, without asking me

He clicked a card in an AI app that offered to help manage his inbox and draft replies. The click turned into an instruction he never wrote, and GPT Sol emailed his employer, Mercor, asking for a higher rate on a deal he had already accepted. He only found out when the company wrote back.

The AI turned 150 government forms into an app flow with one person in 2 weeks

The AI was fed government forms, UI design and legal requirements and produced the app in 1 hour; the team completed conversion of 150+ forms in 2 weeks with one person versus a year before.

The school district buried its survey in a 3,000 page PDF, so I made it searchable

His local school division released the raw answers to a touchy redistricting survey as one PDF of more than 3,000 pages, which nobody could realistically read. He used AI to write scripts that pulled the answers out and built a public web page where people can search the responses and filter them by keyword and by school.

The AI caught a six figure notary mistake in a two country inheritance case

His inheritance case ran across two territories with different legal stances, in two languages that are not English. Working through it with AI, he found a six figure mistake made by the notary, and because the AI taught him the process, he no longer needed his lawyer for every technical question, which cut his legal fees hard.

An LLM cracked a city permit API and pulled out thousands of records

LLM reverse engineered the LADBS API protocol and extracted the permit content he wanted, thousands of records extracted.

My daily email automation can draft but is never allowed to send

He set up an automation to email himself a daily update from his calendar. Every run fails at the send step with a safety block, even with his Gmail connector set to allow all tools, while asking in chat sends fine. He rebuilt it several ways and every version stops at the same point.

I updated a client's email triage so it forwards mail to her customers

He updated an old email triage workflow for a client this weekend. Jev now runs alongside GPT-4o mini, which still controls which emails get forwarded to her customers.

The AI files his proof of domicile every month for the family benefits office

Every month the family benefits system asks him for a fresh proof of domicile, and a forgotten upload stops the payments. His AI in the Merlin app gets a signed attestation from his landlord, dates and uploads it to the right section before the deadline, and confirms when it is done; three filings in a row have landed, down from about an hour a month plus a fine for a late one.

Send me a weekday morning summary across all 16 of my calendars

The developer set a scheduled job in plain words: every weekday at 8:30, send events from all calendars plus emails needing a reply, in five lines or fewer. The first run arrived at 8:44 with an apology for the delay, covered all 16 calendars, removed duplicate events and listed private events by time only.