ESP32dev - PIO Unified Debugger - setup problem

OK, so apparently THIS is the solution to my problem:

Adding
[env:debug]
infront of my debugging options in platformio.ini made it work now!

Thanks everyone!

For further reference I will document what I have / did here now: