After seeing @spirake 's thread, I was wondering about the Armbian version running in my other TV Box(Beelink GT1 Ultimate - S912). Luckily I had a copy of the image and flashed it to the USB drive. The image version is Armbian_23.02.2_Aml-s9xx-box_jammy_current_6.1.11 To my surprise, it worked! The box booted up and started working @SteeMan The Wifi, BT, HDMI, and Ethernet look good. RAM, Storage sizes look good. I even installed the Armbian to EMMC successfully. I guess something is wrong with the latest image version and therefore doesn't boot.
Picture of Armbian_23.02.2_Aml-s9xx-box_jammy_current_6.1.11 up and running in Tanix TX3-H