While there's a grain of truth in this, in reality, a supercomputer still looks like a room full of refrigerators and not at all like a typical computer or even a server farm.
Some of the computer hardware in there is just commodity hardware but for example the interconnects can't really be described as "souped up network cards", they're in a category of their own.
Yes, the era of the Cray boxes is gone but a supercomputer is still a supercomputer.
I was briefly involved with the supercomputing world about four years ago. "Should we use Infiniband?" was no longer considered a non-rhetorical question even then.
This is probably a technological response to the rapid pace of development. It's more efficient this way, instead of developing custom chips and boards for two years and deploying them when the high pace of advance makes them half-obsolete.
For the young ones in the audience, the supercomputer term has historically been used to describe machines with largely custom hardware from the CPUs up - or at least from the CPUs onwards. Cray vector machines are the canonical example. These were shared-memory / single-system-image machines, software really saw it as one computer instead of a networked cluster.