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The Music & Videos app shows music just like the Zune HD, as you can see here.
The Office synced over from my PC to the developer Windows Phone 7 device.
Here you can see the GDGT podcast on the WP7 device. Unfortunately, the Zune interface doesn't allow you to search for and subscribe to podcasts from the device.