However, Iceman's lights look like incandescent filament ones anyway.
Agreed; I'd just edited my post to reflect that.
As regards the LED modules I've looked at, they quite obviously have more circuitry in them than just the LED's - they're OK with 9-33V supply. So they have at least voltage regulation, and likely current limiting, built in.