Augustus changed the government of Rome primarily by taking away most powers of the Senate while maintaining a facade of republican traditions. He established a system that concentrated power in the hands of the emperor while still appearing to respect the traditional structures of the Roman Republic. Therefore, the most accurate response is:
He took away most powers of the Senate.