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In the summer taking off from LAX for JFK a sign at the end of the
runway or thereabouts read no turns until over the water. Why is this
sign necessary for pilots? Don't they know that already?

Probably, but it is just a reminder about procedure. You're not supposed to
take off with flaps up, or with slush on the wings, either, but there are
reminders about those things too.