[Erf]

In programming AI players for various games, I've found that stupid algorithms with excellently-tuned parameters beat smart algorithms with decently-tuned parameters.

[roundsquare]

Any examples or intuition about why?

[Tichy]

I don't know, but I could imagine overfitting could have something to do with it. Also simpler models are probably more robust.