1. In a computing environment, a method performed at least in part on at least one processor, comprising, detecting software vulnerabilities using an isolated computing environment, including automatically generating tasks for evaluating an input submission, defining various configurations of one or more computing units that are running within the isolated computing environment, executing the tasks on the one or more computing units, and producing a report associated with the executing of the tasks.