I would say every capable programmer should be a "generalist" in a sense and be able to transfer their skills with relatively little effort. If they can't, they are not really that good at the abstract concepts. Still this doesn't prevent one from focusing more and specializing more on one field/language that they love and be as familiar with it as possible.