Podcasting is a method of publishing audio content to the Web, allowing users to subscribe to a feed that will let them know when new content becomes available.
In laymen's terms, it's a radio show you download onto your computer, and by subscribing the newest program automatically downloads for you when it becomes available. For a more in-depth description, read the Wikipedia definition.
