Personal AI Agent · Sample generated output

Human-in-the-Loop Deletion Processor

The full approval loop: the agent reads a Slack reply, applies only the deletions explicitly confirmed, and reacts to confirm what it changed.

Sample data. The thread below is invented to show the approval mechanics.

Slack thread

Calendar Sync7:02 AM

⚠️ Possible deletions this week:

1. Tue 16 · 10:30 Dentist
2. Wed 17 · Conference
3. Thu 18 · 16:00 Gym

DJ8:15 AM

delete 1 3

Deletion Processor10:00 AM

✅ Removed 2 items as approved: Dentist, Gym. Kept item 2 (Conference).

✔️ 1

It interprets natural instructions (delete 1 3, keep the rest), acts only on the exact week-scoped items confirmed, and adds a checkmark reaction only when it actually changed something.

Why it's built this way

Automated deletion is dangerous. This is the safety valve behind the calendar sync — the convenience of cleanup without ever letting a bot remove something that wasn't explicitly confirmed. It's fully idempotent: re-runs find nothing to do and stay silent.