Systems and methods for performing hybrid symbolic execution to detect exploitable bugs in binary code are described. In some example embodiments, the systems and methods determine that resources associated with an execution client performing symbolic execution of a target program are below, at, or above a threshold performance level, generate checkpoints for active executing paths of the online symbolic execution, and cause the execution client to perform symbolic execution in response to the determination that the resources are at or above the threshold performance level.