I worked on an upcoming NSF proposal (with Lang) on building robots that calibrate (and verify calibration meta-data for) astronomical imaging. The idea is to produce, validate, and make trustable the meta-data available through VO-like data interfaces. Right now an astronomer who makes a VO query and gets back hundreds of images spends the next two weeks figuring out if they really are useful; what will it be like when a VO query returns tens of thousands?
In the afternoon, Demetri Muna (NYU), Blanton, and I discussed Muna's SciCoder workshop, where Muna is going to have the participants learn about databases, code, and data interaction by doing real scientific projects with public SDSS data. I am pretty excited about the idea. Right now Muna is doing some of the projects ahead of time so he is prepared for all the bumps in the road.