How can we do autograding for programming labs?

It would be nice if a student can write their program, submit it and then get automated feedback. But to do this, some system must run tests and analyze the code to generate the feedback.

For formative assessment (#8) the student can get the tests etc. to let their own system to generate the feedback.

For summative assessment, this would potentially open up for cheating.