>the short-term min/maxing can leave you stuck in a particular global minimum, with no clear way out.

Short term min/maxing leaves you in a local maximum (the opposite of what you said)

Local maximum != global maximum (usually).

I said global minimum, which can easily happen if you end up at local maximum, but you’ll never know unless you randomly search elsewhere (and potentially end up even lower).