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Wednesday, December 17, 2025

Why Automation Is Creating More Human Work

Calm Tech Brief

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Automation is supposed to remove effort.

And in many places, it does.

But it also creates a new layer of work — work that didn't exist before.

Someone has to:

decide what gets automated

monitor when it fails

explain outcomes

take responsibility when things go wrong

This work is subtle. It's cognitive, not mechanical.

As machines handle execution, humans move into interpretation, judgment, and accountability.

The paradox is this: automation removes tasks, but increases responsibility.

And responsibility doesn't scale as easily as code.

That's the shift worth noticing.

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