It's a way to make computers understand what you're talking about. If you're chiming in on last night's Jays game, you add #Jays, #BlueJays, or #TorontoBlueJays to your message (no spaces allowed, that's why words are mushed together). For example, you would tweet:
"What the hell was up with...