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presidents don't have unilateral power, and members of the president's party can do and say things different from the president

This is how American politics has worked for hundreds of years. Yes, the president (really the executive branch) holds a lot of power. So do the other two branches of government. One branch can't really do anything without working with the other two, which means that compromise is a frequent theme throughout the history of American politics.