I don't think the word "amplification" is accurate. I don't know why, but while engineering techbro circles love "multipliers," but those very very rarely exist in real life.

You do need a baseline of knowledge to be able to prompt the AI in a domain successfully. But beyond that baseline there are rapidly diminishing returns. Someone with skill far beyond a certain line won't get amplified the same way someone who just clears that line will.