An Airworthiness Directive is a rule issued by the FAA for required maintenance or inspection on a specific aircraft type.
They come about after conditions have been noticed that could pose a hazard to flight.
Sometimes, the problem was discovered due to an accident investigation, but many other times, they address things that have been noticed during routine maintenance inspections.