As long as you like. Un-medicated chick starter is safe for all ages of chickens: from hatch until they die of old age. Just put out a dish of oyster shell (for extra calcium) when they start laying eggs.
If you are wanting to switch to a cheaper feed (which usually has lower protein), then you can switch to a grower feed at whatever age the bag says.