I got my sd-card adapter. Apparently its USB 3.0 but luckily 3.0 is backwards compatible all the way down to 1.1.
I flashed the image onto the adapter, stuck it in, booted it up and nothing. I go to the ip address and its still the old firmware.
From my understanding, it should have auto-installed after boot-up...