Most vegetables like regular water, perhaps you could try asparagus which seems quite deep rooted (well it's awfully hard to dig up) although you have to wait a couple of seasons before you can harvest it.

Some herbs are pretty drought tolerant- rosemary for example although again that is more of a perennial.

Potatoes you can mulch very very deeply so perhaps would survive.

It depends how dry and hot it actually is?