I think the phrase "first principles" usage is at the point (overuse) it basically means to think deeply or clearly.

It's important to think from first principles  == It's important to think deeply

The sharp meaning is dulled to something more multi purpose (optimistic interpretation) as it becomes a normal part of speech.

Maybe this is just cope because I'm a midwit who can't think from first principles.