notifications

A proactive agent runs on a trigger, with no human watching at the moment of action. That inverts the risk model, and the interviewer is listening for whether you separate notifying from acting.

Notification systems fail by spamming users until they mute, and a mute is a permanently lost channel. The signal is treating it as a per-user send/hold/batch/suppress decision optimized for long-term trust, not for clicks or volume.