as someone who is about as llm-forward as anyone out there, this is a brilliant analogy. was equally true of all the “prompt engineer” hype as well from a couple years ago (which i admit i still think does matter)… it kinda makes me feel like an audiophile / hi-fi person talking about how 24bit/192kHz is the one true encoding format and anything less is a willfull (cynical, “Quality”-hating, satisficerist, etc.) compromise. which i freely admit to being one of those people as well.
and in both cases i both “know” that i can tell the difference and “know that i cannot tell the difference”. what anyone takes from that in terms of what it says about me, personally, is a bit of a Rorschack test, but Astrology is about as apt a description as there is… xD
For higher than audible frequency sample rates there's a good chance you can tell the difference. It often causes weird aliasing and harmonics in the more audible frequencies on "real" playback equipment. You can train yourself to recognize some of these and often pretty accurately identify the higher sample rate examples. You might even mentally associate those signs with "Higher Quality".
But it's arguably less accurate to the original recording.