if an AI could do it without an oscilloscope, probably a human could too.

It's kind of funny, but AI can also use an oscilloscope. My friend vibe coded a software synth on a Raspberry Pi Pico. When he realized his oscilloscope had a network interface, he had Claude figure out how to connect to it over the network and analyze the actual audio output.