AIR is a run-time where applications are rendered, kind of like the browser is a "runtime" where web pages are rendered.
Here is the official Adobe blurb on AIR and some links to get you started.
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Greg Lafrance - Flex 2 and 3 ACE certified
Flex / AIR Development, Training, and Support Services