Thanks for the advise, during my last season I had some support for the chili's but I had lost all the old pieces I used for supporting the plants.
Currently I've adjusted the pump so the water will not rise too high so the leaves shouldn't get wet, even if they hang on the clay pebbles :)
I've tried to be careful not to mess anything up.