Aperture : unreadable JPEG on Mountain Lion
Well, the cause looks like it's this. Not sure how to fix it....

2012-10-22 8:50:27.959 AM quicklookd[63701]: ImageIO: JPEG Corrupt JPEG data: 400 extraneous bytes before marker 0xf3