I ended up installing CuteCom on my linux Desktop and followed the instruction. Configured the Duet IP to DHCP, which didn't worked from windows(I don't know why).
With linux, it worked like a charm.
Now I can connect to the DWC from the linux Desktop, windows laptop or via IPad Wifi.