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What kind of bad things would happen without downvotes? Couldn't we just flag offensive content to be reviewed by the witnesses? At least then we could vote for the witnesses that we agreed with philosophically?

There's an account on whaleshares that comments on people's posts asking them to mute him, but your solution might work.

I think the mute should make both parties invisible to each other.

Unfortunately it doesn't