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What you describe sounds like either a weak power steering pump, dirty power steering fluid that is causing a restriction, or a loose belt that is slipping rather than turning the pump correctly until it warms up. Are you getting any noise from the pump or belt when you first start the car?
How does the power steering fluid look? It is normally clear or light brown.