AI's "Potemkin Understanding" Is a Little Unsettling

“Potemkin understanding.”

Lately, you hear this phrase a lot in AI circles.

The origin goes back to the Russian Empire.

A man named Potemkin, wanting to impress Empress Catherine II, allegedly lined up fake village facades along her route to make it look like

“The country is thriving!”

In other words,

“Empty inside, but looks impressive on the outside.”

That, to me, sounds a lot like today’s AI.

AI Sounds Incredibly Smart

Today’s LLMs really do talk naturally.

• They throw in technical terms
• They explain things with what sounds like logic
• They speak with confidence
• The prose is clean

So when you use them, they genuinely look like

“they understand.”

But what’s actually happening inside is just

“predicting the next likely word”

stitched together with absurd precision.

That’s a pretty important point.

”Looks Like It Understands” Is the Dangerous Part

What’s scary is that even when it’s wrong, it still looks right.

For example:

• APIs that don’t exist
• Wrong architectural choices
• Fictional specifications
• Code that’s subtly off

It outputs all of this incredibly naturally.

And with total confidence.

Which means beginners are the easiest to fool.

The Boundary of AI Capability Is Strange

LLMs can

• Hold sophisticated design discussions
• Write highly advanced code

and then, out of nowhere,

“How did you get THAT wrong?”

— make a totally beginner-level mistake.

This is where it differs from humans.

Whatever “understanding” means for AI, it’s pretty clearly not the same thing as ours.

But That Doesn’t Mean It’s Useless

That said, I use AI every day.

It’s incredibly useful.

So the takeaway isn’t

“it doesn’t understand, therefore don’t use it.”

It’s more like,

“use it knowing it doesn’t understand.”

By the Way — Are We Okay?

But honestly, if you think about it,

“sounds like they understand, but the inside is questionable”

— humans do this all the time, too.

The person who speaks confidently in meetings.

The paper that mostly creates a mood.

The social media post that states things with total certainty.

Whether there’s anything inside is, frankly, anyone’s guess.

Before we worry about AI’s Potemkin understanding,

nobody has really checked how much of a Potemkin each of us is, either.