It seems there's at least _some_ mitigation. I did try to have it use its WebFetch tool (and curl) to fetch a few websites I administer and it failed with "Unable to verify if domain is safe to fetch. This may be due to network restrictions or enterprise security policies blocking claude.ai." It seems there's a local proxy and an allowlist - better than nothing I suppose.
Looks to me like it's essentially the same sandbox that runs Claude Code on the Web, but running locally. The allowlist looks like it's the same - mostly just package managers.
That's correct, currently the networking allowlist is the same as what you already have configured in claude.ai. You can add things to that allowlist as you need.