The correct tuning of a given knob is dependent on the tuning of the other knobs, too.

A complex, irreducible problem.

You can find local maxima but never global ones; the global one is too hard with even a tiny number of dimensions because it is a combinatorial explosion of space.

The curse of dimensionality is that if you have too many dimensions the examples will get too sparse to guide you.