Automation has a suspicious habit of becoming another thing to manage.

You automate the workflow.

Then you monitor the automation. Then troubleshoot the automation. Then explain the automation. Then build a dashboard for the automation. Then attend a meeting about the automation.

At this point, the automation has not saved time.

It has developed a small administrative ecosystem and started charging rent.

AI needs a better standard.

It should reduce load, not relocate it.

It should create clarity, not more tabs.

It should make work more humane, not just more measurable.

This is the test I keep coming back to:

Did this actually make life lighter for the humans involved?

Can we make this a closed loop?

I am not saying that is easy. But if we cannot, we may have optimized the wrong thing very efficiently.

Checking and rechecking for self-reinforcing systems is where the magic really starts to happen.