The adapter pattern allows classes to work together by converting the interface of one class into an interface expected by clients. The document discusses using adapter classes to abstract away differences between social media APIs, allowing a user class to post statuses to different platforms without changing code. Adapters implement a common interface so new social platforms can easily be added. This avoids tight coupling and allows APIs to change without breaking existing code.