I added a new [program:blah] on my supervisord config. but 'supervisorclt start blah' doesn't find it. Why is that? Should I restart supervisord?

To change the set of programs controlled by supervisord, edit the supervisord.conf file and kill -HUP or otherwise restart the supervisord process. You can also do
# supervisord reload