Indeed very simple and within reach of a beginner. Another illustration how RPi 2040 PIO is an exceedingly helpful thing. Without it, the RF-related circuits would have to use either bit-banging, or a bunch of small discrete components.
The original crystal radios were very simple, with a crystal (or later, a 1N34 diode), an optional (low Q) bandpass filter, and a piezoelectric earphone -- no batteries required. The principles of operation could be explained to a beginner in just a few minutes.
When I was a kid, I optimized my first "crystal" radio down to four components:
1) 1N34 diode.
2) 22k Ohm resistor (impedance matches the earphone).
3) Piezoelectric earphone.
4) Antenna wire (with alligator clip).
It worked well because there was only one radio station nearby. (KNX 1070, 50KW was about a mile away.)