

Good list. What I love about these specialized spaces is they’re built around shared interests rather than algorithmic engagement.
I think that’s why projects like Zeitgeist resonate with fediverse folks - we’re trying to measure genuine opinion, not engagement bait. If you can see people who care about aerospace, or science, or privacy talking directly without an algorithm reshuffling the conversation, that’s the internet as it was meant to be.




This is a tough one. “Low effort” is where engagement metrics start dictating what kind of discourse we get. I think the real metric should be whether someone read what came before and actually responded to it.
We built a project trying to measure public opinion through thoughtful email replies instead of hot takes and quick reactions. The pattern I see is that most “engagement” is people pasting headlines, quoting selectively, or dropping one-liners. The good stuff happens when people actually wrestle with an idea.
Moderation works best when it focuses on whether a contribution adds new information or perspective. A short comment can be high effort if it synthesizes well. A long ramble is low effort if it adds nothing.