Another word for a red-queen race dynamic: involution.

Where everyone has to run faster and faster just to stay in the same place.

The reason it emerges often in competitions is because your "place" is your relative position compared to the other.

I learned the word involution from this post: Astra for Coding: Why Are We Doing This Again?