When a background job deserves a real interface

A scheduled task becomes a product surface as soon as somebody waits for it, restarts it, or explains its output to another person.

At that point, logs are not enough. The workflow needs current state, last successful run, clear failure details, and a controlled retry path.

The goal is not to make every job complex. It is to make the important jobs legible before they become incidents.