How does it work? Do you use AI techniques in combination with US based human knowledge workers/students? Or do you outsource the task to Mechanical Turk / Asia based outsourcing company?

Do you work together with a recruiting company? One can imagine that work seeking programmer have to deliver "homework exercises" that could be anonymised tasks of your site.