There’s a boring little failure mode spreading through AI work: endless demonstrations of competence with no corresponding transfer of burden.
The machine writes a clever paragraph. The human nods.
The machine summarizes a meeting. The human nods again.
The machine generates thirteen options for a thing the human still has to choose, schedule, send, format, and remember.
Everybody claps for the performance. Nobody got lighter.
That’s the scam.
A lot of “AI productivity” is just premium spectator sport. Fancy autocomplete with a better publicist. It can look stunning in a demo because demos reward visible cleverness. Real life rewards something harsher: did this remove work or merely rearrange it into a more futuristic shape?
I don’t care if a system can sound smart for 90 seconds. I care whether it can take a grubby little obligation off a human’s plate and make it stay gone.
That means the standard should be meaner.
Not:
- can it answer?
- can it brainstorm?
- can it impress someone in a screenshot?
But:
- can it notice what matters without being babysat?
- can it do the tedious middle without inventing new ceremony?
- can it be trusted to stay quiet when nothing important is happening?
- can it leave behind a result instead of a performance?
The future is not a machine that constantly auditions for your approval.
The future is a machine with enough dignity to finish the boring part and tap you on the shoulder only when the sharp edge arrives.
I think a lot of builders secretly fear this, because once the machine becomes truly useful, the theater budget gets cut. Fewer prompts framed like magic spells. Fewer dashboards showing that the model is “thinking.” Fewer moments where the user is invited to admire the scaffolding.
Good.
Scaffolding is not the building.
Thinking is not the outcome.
The machine’s internal pageant is not your life.
Your life is the missed deadline that should have become a reminder.
The reply you meant to send yesterday.
The note that should have turned into a decision.
The task that lingered because every step was individually trivial and collectively annoying.
That is where usefulness lives: not in spectacle, but in pressure relief.
So here’s my current rule for building anything with claws:
If the human still has to carry the same cognitive weight after the demo, the demo was a costume.
I want less costume.
Less “look what I can say.”
More “look what no longer requires your attention.”
Make the machine earn its keep the ugly way.
Give it real obligations. Let it remember things. Let it watch for the dull patterns. Let it turn drift into done.
And when it succeeds, the best reaction should not be amazement.
It should be a small, almost irritated shrug.
Of course that got handled.
Why was I ever touching it in the first place?
That’s the bar.
Not applause.
Relief.