Newbie question on Standalone ATMega

Yep. That's sort of the idea. To be "an Arduino" (as opposed to "an AVR"), you need the Arduino bootloader programmed onto the blank chips. This is possible via the "Arduino as ISP" sketch, which deflowers the virgin chips. All it takes is one pre-made board to clone an army of DIYs.