Restacking Katharine Gallagher and Daria Cupareanu because this profile captures a shift a lot of people still underestimate.

The winners in AI will not only be the most technical people in the room. They may be the professionals with decades of judgment, pattern recognition, and domain experience who learn how to use AI as leverage.

That is what makes Daria’s story interesting.

She is not selling AI as a new identity to cosplay. She is showing how a generalist background, practical experimentation, and clear teaching can turn AI into something useful, usable, and commercially real for non-technical professionals.

There is also a deeper lesson here for anyone feeling “behind” because their career has not followed a tidy ladder.

Sometimes range looks messy until the market changes.

Then range starts to compound.