What I've seen work is every once in awhile start with a new board but don't delete the old one. Instead, you can copy / link details to the new board when things become relevant.

You can also occasionally search through the old board to 'steal' ideas that have already had some discussion. But you don't have to worry about the old board going stale.

I do the same personally with todo lists.