It is working for me now after I ran the init_eeprom.sh. I am sorry that I may have misunderstood the Logi-bone quick start guide instruction --- I thought only earlybird boards needed to run that.
Thank you, Jonathan, Mike and Ribbox for all your time, advice/tip and help.