Next time it happens, try the following before exiting Podium:
Try switching monitoring off and on. If this does not help, try opening the MIDI/audio interfaces dialog and press OK. This will restart the audio driver and reset the internal sample position counter. Let me know if any of this cures the problem, as this will be a clue to where the bug is.