I'm curious about this, too. We've done a little research, and it seems like building non-permanent things like sheds and yurts will be fine, but docks, septic, permanent buildings that cost over $5k will need permits.
Then again, there are some pretty janky home-made docks in the bay that seem to have been there for a while.