My pi zero w says "not connected" under network settings despite having the correct SSID and Password for my WPA2 network.

I'm finding it hard to find current, definitive, information saying whether the internal wifi of the pi0-w should work with the current pi1/pi0 image release from http://archive.recalbox.com/

Is the internal wifi supported?