The less expert you are, the more AI works for you.
Sounds wrong? Not at all.
You don't know how to build a game. So you just ask AI. Ten minutes later, AI hands you a working game. Twenty minutes later, your friends are impressed. Zero friction. Zero pre-thinking.
Now you're a real developer. You know your stuff. So naturally, you start breaking it down first. You map the architecture in your head. You decide what AI should and shouldn't touch. You engineer your prompt before the prompt.
That habit kills you.
You finish 2x better than before. But meanwhile, that novice finishes 10x better and 10x faster than you.
In Erik Brynjolfsson's study of over 5,000 customer service agents, novice workers improved by 34% while experts saw almost no gain. In customer support, writing, and consulting alike, the least experienced workers gained two to three times more than experts.
And that gap only widens. Tomorrow's model doesn't nudge the expert from 2x to 4x. It rockets the novice from 10x to 1000x. The curve bends toward the beginner.
So you want to change this habit.
The habit of being an expert.
You want to un-expert yourself, to enjoy what AI is about to give.
What you are missing
It's not skill. It's not the prompt. It's not even effort.
It's trust.
Zero thinking. First instinct. Raw input, go.
The expert tries to lead before they've even listened.
The expert overthinks before the first word is typed.
The novice just types.
The novice reads what comes back, reacts, adjusts. They learn by receiving.
The advantage isn't ignorance. It's surrender. The willingness to let AI move first.
Stop pre-chewing the problem. Stop arriving with answers. Drop it in raw, then catch up to what AI shows you. That is the skill now. Not domain knowledge. Not prompt engineering.