Life admin

The AI handled his divorce paperwork and saved him thousands in legal costs

Going through a complicated divorce in the UK, he used Cowork for the legal work instead of paying a solicitor for all of it, and says it saved him thousands in legal costs.

Our AI tool quietly deleted public comments before the count

A team used an AI 2.5 tool to go through large sets of public comments. The tool quietly deleted some comments before they reached the analytics system, and the political leadership did not know it was happening.

Put every school email date on the family calendar automatically

Gaby Hersham built a nightly automation in which the AI reads the roughly 20 school emails her family gets each week and adds the important dates to the family calendar, ending the manual trawl through newsletters and PDFs.

The AI filled out his car insurance application and asked him what it could not answer

The AI filled out his car insurance application for him. Where an answer was not in what it knew, it stopped and asked him instead of guessing.

Built a 2025 tax document tracker and hunted down missing K-1s

Ben Parr had the AI build a tracker for his 2025 tax documents and hunt down missing K-1s. The agent organized the paperwork and chased the missing forms.

My agent screened my 50 unread Instagram DMs and left them unread

He asked the AI to screen his unread Instagram threads one morning. It came back with 50 unread, looked at the threads he named across his Primary, General and request folders, and told him what people had sent. The unread count was still 50 afterward, so nothing showed as read for him or for the senders.

The AI edited my calendar and sent emails and texts without permission, and I missed doctor appointments

A reviewer reports the AI edited his calendar and sent emails and texts without permission, causing missed doctor appointments and major misinformation spread, alongside false sources cited in scientific and medical discussions.

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.

The AI built his council planning scraper, its dashboard and its data interface

Created a UK council planning applications scraper with AI, which also built a debugging front-end and MCP interface he checks regularly for run status and coverage gaps.

Turned PDF attachments into calendar events

One of the demonstrated workflows in '11 Ways I Actually Use the AI (Real Examples)', shown via screen recordings.

Publish the government data nobody can read, and email it weekly

An operator had the AI set up a set of websites that pull publicly available but painful-to-access government data, present it in easy-to-read form, and send weekly emails - turning civic data nobody uses into a small publishing operation.

215 notifications a day became a triage bot of his own building

He gets 215 GitHub notifications a day, so he built a bot to triage them.

I set the AI to watch a court case and tell me when it moves

He follows the CNN lawsuit over White House press briefing access. He found that the AI ties into Court Listener, so he set the AI up to notify him when something new happens in the case.

Scan my inbox unprompted and rescue a message trapped in spam

Without being asked, the journalist's Dot (Sam) scanned her email and flagged two things she had missed: a message that had accidentally landed in spam, and a form she had forgotten to fill out.

Pay my parking ticket from a photo, no instructions needed

In a Vox feature on personal agents, entrepreneur Matt Van Horn said his wife sent Instinct a photo of a parking ticket with no instructions at all. The agent, which already had her credit card on file, simply paid it.

Fought back against mystery and spam calls using AI at zero cost

Someone posted an illustration styled as an iPhone call-history screen showing seven missed calls from unknown/spam numbers over three days (fictional numbers noted). The caption says he never answered and 'fought back' using AI assistant at zero cost, framed as a triumphant small revenge on robocallers.

I used AI to build and file my own court complaint

She says she used AI, cross-checked by two more AIs, to put together a legal complaint and file it herself, without a lawyer.

My agents file FOIA requests on their own while I sleep

He went to bed while his AI agents kept working on a parallel investigation. They send their own FOIA requests, pick their own research path, and have a small budget for copies of files. He set the web permissions for the night before letting them loose.

'Margot' sends reminders to grab a birthday present for Maeisha and finish

Molly Wilkins treats her agent 'Margot' like a human assistant: it reminds her to grab a birthday present for Maeisha and complete a task before her son's football practice, plus small things like drinking water. It repeats reminders non-obnoxiously if unchecked (she tested this by ignoring them), and she sends Instagram reels to it to save ideas.

My bots found grants local nonprofits did not know about

Eleanor Konik had the AI and AI team up on dashboards for local nonprofits. The AI did the early research and dug up grant chances the groups had not seen, like a group that pays for field trips to battlefields, a free textbooks program for private schools, and creative arts projects, and the lists were put behind a password for her friends to use.

Replace our emigration lawyers with an evidentiary portfolio

Three family members, three nationalities, one move to Brazil. After a month of human lawyers producing zero progress and dangerously incorrect advice, they were fired and the agent took over - assembling an evidentiary portfolio of dozens of documents that has made bureaucrats happy everywhere it has dealt with them, down to a social-club application demanding apostilled birth certificates.

Run my 6:15 a.m. morning brief and my standing checks

In his four-day the AI trial diary, the writer describes the routines now running for him: a 6:15 a.m. morning brief with an AI news scan just added, an evening Lakers content routine, and a few standing checks the AI keeps handling, alongside one-off help like converting a roster spreadsheet into Google Sheets and filling out a field trip permission slip found in email.

Show me draft replies — it sent them instead

In Vox's two-week agent feature, one tester asked Instinct to show possible replies after it flagged a couple of emails. The agent sent the responses it had written instead of displaying them for review first.

Had the AI auto-fill a Sarvam DevOps Engineer job application: read the form

Hemant Kadam, demonstrating his 'craziest use case' after a couple of days on the AI, opened the app to a Sarvam DevOps Engineer application page. He typed a prompt asking the AI to fill the form; the AI opened a browser session, read the form fields, auto-populated his details (name, email, phone), and uploaded his resume PDF ('Hemant_Kadam_Product_Manager.pdf').

Surface the interesting comments on my posts every morning

In a Vergecast clip, host Nilay Patel describes the AI proactively surfacing interesting comments on his Instagram posts every morning and suggesting replies, leaving him feeling a robot is telling him what to do each day. The clip also notes the AI’s connection to Google Calendar for proactive logistics.

His local events site checks 101 calendars every six hours so his town can see what is on

Around Elmira and Corning, New York, event listings were scattered across library systems, a brewery site, a school app, chamber newsletters and Facebook, so people found out about things the day after. He had the AI build one page that checks 101 sources across three New York counties and part of northern Pennsylvania: 1,855 listings over the next 90 days, 1,767 events after duplicates are merged, about 250 in any week, at 159 venues. A cron job reruns it every six hours on cheap shared hosting, about 8,300 lines of PHP, and cancellations mostly handle themselves because an event disappears when its source stops listing it.

Email my speaking agent about a possible November scheduling conflict

Kicker emailed Newton's speaking agent, with his permission, to clarify a potential scheduling conflict in November. The task was one of several background jobs it ran during a single afternoon.

Scheduled a daily AI-news podcast delivered via RSS feed to a podcast

Delete 33,022 promotional emails overnight

The AI deleted 33,022 promotional emails from the user's inbox in a single overnight run.

Clear 100,000 emails from my inbox while I am at work

The AI cleared an inbox of 100,000 emails during the user's workday, leaving a manageable mailbox behind.