Its a lazy way to jump on the SV bandwagon. So Austin is/was known as Silicon Hills or something and there are many other Silicon Something monikers for other places.
If anything, Austin is more deserving of the "Silicon X" moniker than the Bay Area, as TI invented the silicon transistor and the integrated circuit.