I'm having the same problem.
My MAC 04:4f:8b:00:24:ab does not appear on
http://supercomputer.io/#/devices, but it does appear for around 22 minutes in my router's active client list with a varying connection count, then it goes away. I can ping it while it appears in the client list, then it's unreachable.
The first time I burned the 7020 image to my Kickstarter board, it behaved the same way. I left it powered up for several days, and could never ping it again without cycling power, and it has never showed up on supercomputer/devices. Today I reburned the image, and confirmed the same behavior. Is there any logging that takes place to the SD card? (If not, why not?) What is the recommended way to connect to the serial port and capture the serial stream?