That is a very helpful link. Yes indeed there is a pad for uC reset. Just used a hookup wire to briefly connect RST with GND and it immediately came to life!
So thank you, this issue is solved. Weird that the uC freezes up like this, it is supposed to have a watchdog automatically resetting it...