Rocha admitted to a four-decade betrayal of the US foreign service as a Cuban mole.
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Cubans are calling for change, with rare protests breaking out in July.
Miguel Díaz-Canel becomes head of Communist Party, and retains title of president.
After six decades, Cuba will not have a Castro in an official position of command.