Yes it is safe (?), but the road is "washboard" that is felt like you'd just ran over a series of speed bumps. I would feel much better with 4 wheel drive. Lots of loose small stones and gravel near the beach. You may need to park close the the dirt road and not close to the lake.
NO permit required.