I have several 38-pin boards from various vendors. However, the OP's description of
The LED does flash on and off every time I enter a command into REPL.
seems to be very different from that in my boards.
I doubt the LED is connected to the GPIO (e.g. IO2). It may be connected to the USB-UART chip. In this case, one cannot control it from GPIO pins.