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Can you elaborate? When I give a cash payment to the babysitter, who is the middleman?

Sorry I meant that comment in the sense of bitcoin not cash.

Who is the middleman in a bitcoin to bitcoin transaction?

Whoever includes the transaction in the blockchain (the miner).