The adapter pattern allows classes with incompatible interfaces to work together by providing wrapper classes that translate requests from one interface to calls that the wrapped class understands. An adapter class aggregates the adapted class and provides a common interface to the client. This allows code using the adapter to call its methods without knowledge of the adapted class's specific interface. For example, an adapter class could implement a media player interface to translate calls to different media file types like MP4 and VLC.