I'd like HN to stay experienced only. I'm not sure how that can happen. Maybe new members votes count less, like wise or experienced peoples' advice counts for more.

The alternative is to do what reddit does: subreddits. Or do what reddit doesn't do: automatic filtering (essentially per-user subreddits based on past voting).