Atmosphere is a Java framework that provides a unified Comet API and supports WebSockets and fallback to blocking IO. It uses broadcasters to publish messages from the server to subscribed clients over a single TCP connection, providing full-duplex communication. The document demonstrates how Atmosphere works on the server and client sides and discusses Java support for WebSockets.