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That's correct, rewards are unaffected.

Does it affect your voting power, though, when you upvote old posts, or can you go around and upvote millions of old posts at full power without it diluting your ability to vote on new content?

Yes, it does cost voting power.

If it does cost voting power - where then does the reward go that have been created?